[GitHub] spark pull request #16467: [SPARK-19017][SQL] NOT IN subquery with more than...

2017-01-24 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/16467


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[GitHub] spark issue #16467: [SPARK-19017][SQL] NOT IN subquery with more than one co...

2017-01-24 Thread hvanhovell
Github user hvanhovell commented on the issue:

https://github.com/apache/spark/pull/16467
  
LGTM - merging to master/2.1. Thanks!

Sorry for the long wait.


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[GitHub] spark pull request #16467: [SPARK-19017][SQL] NOT IN subquery with more than...

2017-01-24 Thread hvanhovell
Github user hvanhovell commented on a diff in the pull request:

https://github.com/apache/spark/pull/16467#discussion_r97667507
  
--- Diff: 
sql/core/src/test/resources/sql-tests/results/subquery/in-subquery/not-in-multiple-columns.sql.out
 ---
@@ -0,0 +1,59 @@
+-- Automatically generated by SQLQueryTestSuite
+-- Number of queries: 5
+
+
+-- !query 0
+create temporary view t1 as select * from values
+  (1, 1), (2, 1), (null, 1),
+  (1, 3), (null, 3),
+  (1, null), (null, 2)
+as t1(a1, b1)
+-- !query 0 schema
+struct<>
+-- !query 0 output
+
+
+
+-- !query 1
+create temporary view t2 as select * from values
+  (1, 1),
+  (null, 3),
+  (1, null)
+as t2(a2, b2)
+-- !query 1 schema
+struct<>
+-- !query 1 output
+
+
+
+-- !query 2
+select a1,b1
+from   t1
+where  (a1,b1) not in (select a2,b2
+   from   t2)
+-- !query 2 schema
+struct
+-- !query 2 output
+2  1
+
--- End diff --

Ok yeah you are right. I was confusing this with the or rules.


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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16650
  
**[Test build #71947 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71947/testReport)**
 for PR 16650 at commit 
[`b2bf1f7`](https://github.com/apache/spark/commit/b2bf1f78a3287e79b86074653b45710ddb127d98).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16650
  
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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16650
  
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[GitHub] spark issue #16465: [SPARK-19064][PySpark]Fix pip installing of sub componen...

2017-01-24 Thread holdenk
Github user holdenk commented on the issue:

https://github.com/apache/spark/pull/16465
  
Small follow up ping for @joshrosen to @davies maybe?


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71948 has 
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 for PR 16694 at commit 
[`2980e67`](https://github.com/apache/spark/commit/2980e67d3415df2b810a9df9b96f2a5402c5c490).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16688: [TESTS][SQL] Setup testdata at the beginning for tests t...

2017-01-24 Thread dilipbiswal
Github user dilipbiswal commented on the issue:

https://github.com/apache/spark/pull/16688
  
ok to test


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[GitHub] spark issue #16660: [SPARK-19311][SQL] fix UDT hierarchy issue

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/16660
  
LGTM except one comment. Thanks for working on this!


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[GitHub] spark issue #16660: [SPARK-19311][SQL] fix UDT hierarchy issue

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/16660
  
The remaining comment is: 
https://github.com/apache/spark/pull/16660#discussion_r97427591


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[GitHub] spark issue #15768: [SPARK-18080][ML][PySpark] Locality Sensitive Hashing (L...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/15768
  
**[Test build #3550 has 
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 for PR 15768 at commit 
[`cdeca1c`](https://github.com/apache/spark/commit/cdeca1cdd8ed61274137c3012ba49ff57d459190).
 * This patch passes all tests.
 * This patch **does not merge cleanly**.
 * This patch adds no public classes.


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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16650
  
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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread AmplabJenkins
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https://github.com/apache/spark/pull/16650
  
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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16650
  
**[Test build #71944 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71944/testReport)**
 for PR 16650 at commit 
[`bc3d969`](https://github.com/apache/spark/commit/bc3d969a7fe72b6ea54fd187b996f11965048367).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16329: [SPARK-16046][DOCS] Aggregations in the Spark SQL progra...

2017-01-24 Thread marmbrus
Github user marmbrus commented on the issue:

https://github.com/apache/spark/pull/16329
  
Sorry for the delay.  This LGTM, but I'm currently away from my Apache SSH 
keys.  Other committers should feel free to merge if you get there before I do.


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71948 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71948/testReport)**
 for PR 16694 at commit 
[`2980e67`](https://github.com/apache/spark/commit/2980e67d3415df2b810a9df9b96f2a5402c5c490).


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread xwu0226
Github user xwu0226 commented on the issue:

https://github.com/apache/spark/pull/16685
  
A few comments:

1. The mayor concern is that this solution need to pull in the whole target 
table data and do a join operation between the source dataframe and the target 
table to determine potential rows for update and inserts. I am worried that 
this join operation itself adds a lot of performance overhead for the upsert 
operation. And during this decision making process, the target table may have 
been advanced a lot, which makes the decision of inserts/updates worthless. 

2. The primary key set provided may not be the exact match of potential 
unique constraints on the target table, which will lead to failure of inserts 
or updates, because some columns that are part of unique constraints maybe 
outside of the provided primary key set.

3. The insert is batch execution of the same # of statements as # of insert 
rows. Same for updates. We need to pass many statements via JDBC to target 
database. Will it perform better if column values are set to host variables in 
prepared statement for batch-size# of rows and executed once per batch?

4. Most of database systems provide UPSERT capability, such as` INSERT ON 
DUPLICATE KEY UPDATE `from MySQL, `INSERT ON CONFLICT ... DO UPDATE SET` from 
PostgreSQL, MERGE statement for DB2, oracle, etc., where whether insert or 
update is decided by the database. Maybe we can take advantage of this by 
expanding different JDBCDialect?

PR https://github.com/apache/spark/pull/16692  actually minimize the issues 
above. Please take a look to compare. 


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread ilganeli
Github user ilganeli commented on the issue:

https://github.com/apache/spark/pull/16685
  
It sounds like you consider there to be too many errata and assumptions 
made in this patch for it to be a worthwhile code contribution. Given the 
numerous assumptions made in this PR, how would you instead feel about 
converting this as a documentation patch and somehow providing this as example 
code for users? I'm not sure if there is currently any official documentation 
around doing UPDATE in Spark so maybe this instead becomes a source of helpful 
information for others. 




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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16650
  
**[Test build #71947 has 
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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread ilganeli
Github user ilganeli commented on the issue:

https://github.com/apache/spark/pull/16685
  
@gatorsmile That makes a lot of sense. Here is a code snippet that relies 
on the database to do the UPSERT:

```
  /**
   * Generate the SQL statement to perform an upsert (UPDATE OR INSERT) of 
a given row into a specific table
   *
   * @param row The row to insert into the table
   * @param schema  The table schema
   * @param tableName   The table name in the database
   * @param primaryKeys The unique constraint imposed on the database
   * @return
   */
  @transient
  def genUpsertScript(row: Row, schema: StructType, tableName: String, 
primaryKeys: Set[String]): String = {
val primaryKeyString: String = getKeyString(primaryKeys)

val schemaString = schema.map(s => s.name).reduce(_ + ", " + _)

val valString = row.toSeq.map(v => "'" + v.toString.replaceAll("'", 
"''") + "'").reduce(_ + "," + _)

val withExcluded = {
  schema.map(_.name)
.filterNot(primaryKeys.contains)
.map(s => s + " = EXCLUDED." + s) //EXCLUDED is a magic internal 
Postgres table
.reduce(_ + ",\n" + _)
}

val upsert = {
  s"INSERT INTO $tableName ($schemaString)\n VALUES ($valString)\n" +
s"ON CONFLICT ($primaryKeyString) DO UPDATE\n" +
s"SET\n" + withExcluded + ";"
}

logS("Generated SQL: " + upsert, Level.DEBUG)

upsert
  }

```


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
Merged build finished. Test FAILed.


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71946 has 
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 for PR 16694 at commit 
[`98bd7e7`](https://github.com/apache/spark/commit/98bd7e77161e249a028e18ebfe19898a9b8952ac).
 * This patch **fails Python style tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71946 has 
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[GitHub] spark issue #14702: [SPARK-15694] Implement ScriptTransformation in sql/core...

2017-01-24 Thread tejasapatil
Github user tejasapatil commented on the issue:

https://github.com/apache/spark/pull/14702
  
jenkins retest please

test failure from build HiveSparkSubmitSuite `set 
hive.metastore.warehouse.dir` is unrelated to the change


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/16685
  
Currently, I do not have a solution for supporting the parallel mass 
UPDATE, because the rows in the DataFrame might be out of order and a global 
transaction is missing. The solution posted in this PR makes many assumptions. 
If users need to do it, the current suggested workaround it to let Spark SQL 
insert the results to a table and use a separate RDBMS application to do the 
update (outside Spark SQL). 

I fully understand the challenges. I can post a solution which I did in the 
database replication area. https://www.google.com/patents/US20050193041 
Although this patent still has a hole, it generally explains how to do it. In 
that use case, we can do the parallel update/insert/delete by using the 
maintained transaction dependencies and retries logics with spill queues. 
Unfortunately, it is not applicable to Spark SQL. 

`UPSERT` is pretty useful to Spark SQL users. I prefer to using the 
capability provided by RDBMS directly, instead of implementing it in Spark SQL. 
Then, we can avoid fetching/joining the data from the JDBC tables. More 
importantly, we can ensure each individual UPSERT works correctly even if the 
target tables are inserting/updating by the other applications at the same time.


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71945 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71945/testReport)**
 for PR 16694 at commit 
[`abafaeb`](https://github.com/apache/spark/commit/abafaebdaace472ea643d3d7f1457e58d5b37831).
 * This patch **fails Python style tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16694
  
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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16694
  
**[Test build #71945 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71945/testReport)**
 for PR 16694 at commit 
[`abafaeb`](https://github.com/apache/spark/commit/abafaebdaace472ea643d3d7f1457e58d5b37831).


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[GitHub] spark issue #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread wangmiao1981
Github user wangmiao1981 commented on the issue:

https://github.com/apache/spark/pull/16694
  
cc @hhbyyh Thanks!


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[GitHub] spark pull request #16694: [SPARK-19336][ML][Pyspark]: LinearSVC Python API

2017-01-24 Thread wangmiao1981
GitHub user wangmiao1981 opened a pull request:

https://github.com/apache/spark/pull/16694

[SPARK-19336][ML][Pyspark]: LinearSVC Python API 

## What changes were proposed in this pull request?

Add Python API for the newly added LinearSVC algorithm.

## How was this patch tested?

Add new doc string test.

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

$ git pull https://github.com/wangmiao1981/spark ser

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

https://github.com/apache/spark/pull/16694.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 #16694


commit 020f6fcd821a15a98201aef5541c0e040a1e1e79
Author: wm...@hotmail.com 
Date:   2017-01-24T05:51:20Z

linearsvm python initial checkin

commit f5c9856b3bce096be6c7f39e9869d662c8d5bed2
Author: wm...@hotmail.com 
Date:   2017-01-24T07:33:16Z

check in doc test

commit 605c102349ce81fbda229cfdef86dea791024edf
Author: wm...@hotmail.com 
Date:   2017-01-24T07:36:12Z

add shared param

commit abafaebdaace472ea643d3d7f1457e58d5b37831
Author: wm...@hotmail.com 
Date:   2017-01-24T19:41:47Z

add a negative test




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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16650
  
**[Test build #71944 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71944/testReport)**
 for PR 16650 at commit 
[`bc3d969`](https://github.com/apache/spark/commit/bc3d969a7fe72b6ea54fd187b996f11965048367).


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[GitHub] spark issue #16650: [SPARK-16554][CORE] Automatically Kill Executors and Nod...

2017-01-24 Thread jsoltren
Github user jsoltren commented on the issue:

https://github.com/apache/spark/pull/16650
  
Working through some test failures in 
org.apache.spark.deploy.StandaloneDynamicAllocationSuite and 
org.apache.spark.HeartbeatReceiverSuite...


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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16605
  
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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16605
  
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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16605
  
**[Test build #71940 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71940/testReport)**
 for PR 16605 at commit 
[`94902ce`](https://github.com/apache/spark/commit/94902cebbabcec5464f5b1a9bbfba64cb6bba0b9).
 * This patch **fails SparkR unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16686
  
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[GitHub] spark issue #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16686
  
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[GitHub] spark issue #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16686
  
**[Test build #71942 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71942/testReport)**
 for PR 16686 at commit 
[`74d96fc`](https://github.com/apache/spark/commit/74d96fc9049a0a0fb6de6d011eb896b7d7c32b30).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread ilganeli
Github user ilganeli commented on the issue:

https://github.com/apache/spark/pull/16685
  
I recognize that this is not an optimal solution, but Spark has 
historically contained multiple sub-optimal operations that are nonetheless 
useful in certain contexts and it's left to the user to understand and use 
things correctly. A few examples off the top of my head include 
collectPartitions, zipWithIndex, and repartition - all of which may be 
expensive operations but are nonetheless useful when used appropriately. 

I believe there's value in introducing this as a starting point which works 
in most scenarios and is more efficient than relying on the database to handle 
the uniqueness constraint and be responsible for a mass update, with the 
expectation of future improvement. 


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/16685
  
To support the UPSERT, this PR basically implements it by using SELECT, 
UPDATE and INSERT. It has to read the whole table from the JDBC-connected 
database, and process it in Spark. It does not perform well when the target 
table is huge. We are still facing the same issue caused by the UPDATE. 


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16685
  
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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16685
  
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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16685
  
**[Test build #71943 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71943/testReport)**
 for PR 16685 at commit 
[`c6af861`](https://github.com/apache/spark/commit/c6af861b8d1f9a9c72cc6803e417df30148d93ac).
 * This patch **fails to build**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request #16650: [SPARK-16554][CORE] Automatically Kill Executors ...

2017-01-24 Thread jsoltren
Github user jsoltren commented on a diff in the pull request:

https://github.com/apache/spark/pull/16650#discussion_r97625393
  
--- Diff: 
core/src/main/scala/org/apache/spark/scheduler/BlacklistTracker.scala ---
@@ -168,6 +169,21 @@ private[scheduler] class BlacklistTracker (
   if (newTotal >= MAX_FAILURES_PER_EXEC && 
!executorIdToBlacklistStatus.contains(exec)) {
 logInfo(s"Blacklisting executor id: $exec because it has 
$newTotal" +
   s" task failures in successful task sets")
+conf.get(config.BLACKLIST_ENABLED) match {
--- End diff --

Yes indeed. The only non-test usage of BlacklistTracker.isBlacklistEnabled 
is in the TaskSchedulerImpl's maybeCreateBlacklistTracker, which uses it as a 
condition for creating the BlacklistTracker at all. So I agree, we don't need a 
check here to see if the blacklist enabled, and if we did, isBlacklistEnabled 
would be a better choice.

However, it is still meaningful to see if spark.blacklist.kill is set. I 
believe this was just a typo: s/BLACKLIST_ENABLED/BLACKLIST_KILL_ENABLED/. This 
is fixed in my latest commit.


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread ilganeli
Github user ilganeli commented on the issue:

https://github.com/apache/spark/pull/16685
  
@gatorsmile What is a "key" update and in what context would that sort of 
operation be needed? 

I don't think a secondary index on the table prevent this method from 
working, the primary issue is that makes it a more expensive operation. The 
database still enforces any existing constraints.

If the ask is to support a "uniqueness" constraint on multiple columns, 
that is already supported via ```primaryKeys``` passed to the upsert 
function(). 

The update uses the "id" column not as a uniqueness constraint, but as a 
simple and efficient way to identify a given row to update. A future 
improvement would be to support using multiple columns to identify the row to 
update. 


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16685
  
**[Test build #71943 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71943/testReport)**
 for PR 16685 at commit 
[`c6af861`](https://github.com/apache/spark/commit/c6af861b8d1f9a9c72cc6803e417df30148d93ac).


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[GitHub] spark issue #16685: [SPARK-19335] Introduce insert, update, and upsert comma...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/16685
  
I still have a concern for Update, even if we do an update based on key 
values. Using this way for update statements, we are still facing 
non-deterministic results. For example, you are unable to do a key update. For 
non-key updates, we also face another issue when the target table has the 
secondary unique index. 


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[GitHub] spark pull request #16685: [SPARK-19335] Introduce insert, update, and upser...

2017-01-24 Thread ilganeli
Github user ilganeli commented on a diff in the pull request:

https://github.com/apache/spark/pull/16685#discussion_r97623026
  
--- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JdbcUtils.scala
 ---
@@ -722,14 +724,246 @@ object JdbcUtils extends Logging {
   }
 
   /**
+   * Check whether a table exists in a given database
+   *
+   * @return True if the table exists.
+   */
+  @transient
+  def checkTableExists(targetDb: String, tableName: String): Boolean = {
+val dbc: Connection = DriverManager.getConnection(targetDb)
+val dbm = dbc.getMetaData()
+// Check if the table exists. If it exists, perform an upsert.
+// Otherwise, do a simple dataframe write to the DB
+val tables = dbm.getTables(null, null, tableName, null)
+val exists = tables.next() // Returns false if next does not exist
+dbc.close()
+exists
+  }
+
+  // Provide a reasonable starting batch size for database operations.
+  private val DEFAULT_BATCH_SIZE: Int = 200
+
+  // Limit the number of database connections. Some DBs suffer when there 
are many open
+  // connections.
+  private val DEFAULT_MAX_CONNECTIONS: Int = 50
--- End diff --

Got it, thanks!


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[GitHub] spark issue #15768: [SPARK-18080][ML][PySpark] Locality Sensitive Hashing (L...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/15768
  
**[Test build #3550 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/NewSparkPullRequestBuilder/3550/consoleFull)**
 for PR 15768 at commit 
[`cdeca1c`](https://github.com/apache/spark/commit/cdeca1cdd8ed61274137c3012ba49ff57d459190).


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[GitHub] spark pull request #16650: [SPARK-16554][CORE] Automatically Kill Executors ...

2017-01-24 Thread jsoltren
Github user jsoltren commented on a diff in the pull request:

https://github.com/apache/spark/pull/16650#discussion_r97622417
  
--- Diff: 
core/src/main/scala/org/apache/spark/scheduler/TaskSchedulerImpl.scala ---
@@ -719,7 +719,11 @@ private[spark] object TaskSchedulerImpl {
 
   private def maybeCreateBlacklistTracker(sc: SparkContext): 
Option[BlacklistTracker] = {
 if (BlacklistTracker.isBlacklistEnabled(sc.conf)) {
-  Some(new BlacklistTracker(sc))
+  val executorAllocClient: Option[ExecutorAllocationClient] = 
sc.schedulerBackend match {
+case b: ExecutorAllocationClient => 
Some(b.asInstanceOf[ExecutorAllocationClient])
--- End diff --

...I didn't realize we got a free type cast with the case match. Neat. 
Fixed.


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[GitHub] spark pull request #16650: [SPARK-16554][CORE] Automatically Kill Executors ...

2017-01-24 Thread jsoltren
Github user jsoltren commented on a diff in the pull request:

https://github.com/apache/spark/pull/16650#discussion_r97622210
  
--- Diff: 
core/src/test/scala/org/apache/spark/scheduler/TaskSetManagerSuite.scala ---
@@ -429,7 +429,7 @@ class TaskSetManagerSuite extends SparkFunSuite with 
LocalSparkContext with Logg
 // We don't directly use the application blacklist, but its presence 
triggers blacklisting
 // within the taskset.
 val mockListenerBus = mock(classOf[LiveListenerBus])
-val blacklistTrackerOpt = Some(new BlacklistTracker(mockListenerBus, 
conf, clock))
+val blacklistTrackerOpt = Some(new BlacklistTracker(null, conf, None, 
clock))
--- End diff --

Yes, indeed.


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[GitHub] spark pull request #16685: [SPARK-19335] Introduce insert, update, and upser...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on a diff in the pull request:

https://github.com/apache/spark/pull/16685#discussion_r97622295
  
--- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JdbcUtils.scala
 ---
@@ -722,14 +724,246 @@ object JdbcUtils extends Logging {
   }
 
   /**
+   * Check whether a table exists in a given database
+   *
+   * @return True if the table exists.
+   */
+  @transient
+  def checkTableExists(targetDb: String, tableName: String): Boolean = {
+val dbc: Connection = DriverManager.getConnection(targetDb)
+val dbm = dbc.getMetaData()
+// Check if the table exists. If it exists, perform an upsert.
+// Otherwise, do a simple dataframe write to the DB
+val tables = dbm.getTables(null, null, tableName, null)
+val exists = tables.next() // Returns false if next does not exist
+dbc.close()
+exists
+  }
+
+  // Provide a reasonable starting batch size for database operations.
+  private val DEFAULT_BATCH_SIZE: Int = 200
+
+  // Limit the number of database connections. Some DBs suffer when there 
are many open
+  // connections.
+  private val DEFAULT_MAX_CONNECTIONS: Int = 50
--- End diff --

Please see the logics 
[here](https://github.com/ilganeli/spark/blob/56545ed88f665ed57a50a8c5d114c6ae8130eab3/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JdbcUtils.scala#L714-L720).
 We already can do it for Insert by using `coalesce`.


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[GitHub] spark pull request #16650: [SPARK-16554][CORE] Automatically Kill Executors ...

2017-01-24 Thread jsoltren
Github user jsoltren commented on a diff in the pull request:

https://github.com/apache/spark/pull/16650#discussion_r97622188
  
--- Diff: 
core/src/test/scala/org/apache/spark/scheduler/BlacklistTrackerSuite.scala ---
@@ -43,7 +43,7 @@ class BlacklistTrackerSuite extends SparkFunSuite with 
BeforeAndAfterEach with M
 clock.setTime(0)
 
 listenerBusMock = mock[LiveListenerBus]
-blacklist = new BlacklistTracker(listenerBusMock, conf, clock)
+blacklist = new BlacklistTracker(null, conf, None, clock)
--- End diff --

Yes.


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[GitHub] spark pull request #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread tcondie
Github user tcondie commented on a diff in the pull request:

https://github.com/apache/spark/pull/16686#discussion_r97620911
  
--- Diff: 
external/kafka-0-10-sql/src/main/resources/META-INF/services/org.apache.spark.sql.sources.DataSourceRegister
 ---
@@ -1 +1 @@
-org.apache.spark.sql.kafka010.KafkaSourceProvider
+org.apache.spark.sql.kafka010.KafkaProvider
--- End diff --

That's true, but revised Provider not only provides a Source but also a 
Relation, hence the decision to rename to something more general. Not clear if 
this outweighs the risks you've pointed out. @tdas @zsxwing 


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[GitHub] spark issue #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16686
  
**[Test build #71942 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71942/testReport)**
 for PR 16686 at commit 
[`74d96fc`](https://github.com/apache/spark/commit/74d96fc9049a0a0fb6de6d011eb896b7d7c32b30).


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[GitHub] spark pull request #16521: [SPARK-19139][core] New auth mechanism for transp...

2017-01-24 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/16521


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[GitHub] spark pull request #16685: [SPARK-19335] Introduce insert, update, and upser...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on a diff in the pull request:

https://github.com/apache/spark/pull/16685#discussion_r97619926
  
--- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/jdbc/JdbcUtils.scala
 ---
@@ -722,14 +724,246 @@ object JdbcUtils extends Logging {
   }
 
   /**
+   * Check whether a table exists in a given database
+   *
+   * @return True if the table exists.
+   */
+  @transient
+  def checkTableExists(targetDb: String, tableName: String): Boolean = {
+val dbc: Connection = DriverManager.getConnection(targetDb)
+val dbm = dbc.getMetaData()
+// Check if the table exists. If it exists, perform an upsert.
+// Otherwise, do a simple dataframe write to the DB
+val tables = dbm.getTables(null, null, tableName, null)
+val exists = tables.next() // Returns false if next does not exist
+dbc.close()
+exists
+  }
+
+  // Provide a reasonable starting batch size for database operations.
+  private val DEFAULT_BATCH_SIZE: Int = 200
+
+  // Limit the number of database connections. Some DBs suffer when there 
are many open
+  // connections.
+  private val DEFAULT_MAX_CONNECTIONS: Int = 50
--- End diff --

Well, since Spark 2.1, we already provide the parm for limiting the max num 
of concurrent JDBC connection when inserting data to JDBC tables. The parm is 
`numPartitions`.


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[GitHub] spark issue #14702: [SPARK-15694] Implement ScriptTransformation in sql/core...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/14702
  
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[GitHub] spark issue #14702: [SPARK-15694] Implement ScriptTransformation in sql/core...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/14702
  
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[GitHub] spark issue #16521: [SPARK-19139][core] New auth mechanism for transport lib...

2017-01-24 Thread zsxwing
Github user zsxwing commented on the issue:

https://github.com/apache/spark/pull/16521
  
Thanks. Merging to master.


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[GitHub] spark issue #14702: [SPARK-15694] Implement ScriptTransformation in sql/core...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/14702
  
**[Test build #71941 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71941/testReport)**
 for PR 14702 at commit 
[`d9047f0`](https://github.com/apache/spark/commit/d9047f0d5728075d8b50c64afbef65a5279a1847).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16377: [SPARK-18036][ML][MLLIB] Fixing decision trees handling ...

2017-01-24 Thread sethah
Github user sethah commented on the issue:

https://github.com/apache/spark/pull/16377
  
Thanks @jkbradley!


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[GitHub] spark issue #16690: [SPARK-19347] ReceiverSupervisorImpl can add block to Re...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16690
  
**[Test build #71938 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71938/testReport)**
 for PR 16690 at commit 
[`ce5216e`](https://github.com/apache/spark/commit/ce5216eb09b58f95c2f9c045c47b33ef5138e963).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request #16377: [SPARK-18036][ML][MLLIB] Fixing decision trees ha...

2017-01-24 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/16377


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[GitHub] spark issue #16690: [SPARK-19347] ReceiverSupervisorImpl can add block to Re...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16690
  
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[GitHub] spark issue #16690: [SPARK-19347] ReceiverSupervisorImpl can add block to Re...

2017-01-24 Thread AmplabJenkins
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https://github.com/apache/spark/pull/16690
  
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[GitHub] spark issue #16686: [SPARK-18682][SS] Batch Source for Kafka

2017-01-24 Thread tcondie
Github user tcondie commented on the issue:

https://github.com/apache/spark/pull/16686
  
retest this please


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[GitHub] spark issue #16377: [SPARK-18036][ML][MLLIB] Fixing decision trees handling ...

2017-01-24 Thread jkbradley
Github user jkbradley commented on the issue:

https://github.com/apache/spark/pull/16377
  
LGTM
Thanks!
Merging with master


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[GitHub] spark issue #15880: [SPARK-17913][SQL] compare atomic and string type column...

2017-01-24 Thread gatorsmile
Github user gatorsmile commented on the issue:

https://github.com/apache/spark/pull/15880
  
Thanks! Merging to master.


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[GitHub] spark pull request #15880: [SPARK-17913][SQL] compare atomic and string type...

2017-01-24 Thread asfgit
Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/15880


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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16605
  
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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread AmplabJenkins
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https://github.com/apache/spark/pull/16605
  
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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16605
  
**[Test build #71939 has 
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[`a738158`](https://github.com/apache/spark/commit/a7381587ae4eb22b2a63f1518cd62f82355a8018).
 * This patch **fails Spark unit tests**.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #16355: [SPARK-16473][MLLIB] Fix BisectingKMeans Algorithm faili...

2017-01-24 Thread jkbradley
Github user jkbradley commented on the issue:

https://github.com/apache/spark/pull/16355
  
Oh OK!  Thanks @srowen 


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[GitHub] spark issue #16677: [WIP][SQL] Use map output statistices to improve global ...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16677
  
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[GitHub] spark issue #16677: [WIP][SQL] Use map output statistices to improve global ...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16677
  
Merged build finished. Test PASSed.


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[GitHub] spark issue #16677: [WIP][SQL] Use map output statistices to improve global ...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16677
  
**[Test build #71936 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71936/testReport)**
 for PR 16677 at commit 
[`9d4cadb`](https://github.com/apache/spark/commit/9d4cadb782afcba52b8081402f5dd89cb0a27ae5).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds the following public classes _(experimental)_:
  * `case class FakePartitioning(orgPartition: Partitioning, numPartitions: 
Int) extends Partitioning `
  * `case class LocalLimitExec(limit: Int, child: SparkPlan) extends 
UnaryExecNode with CodegenSupport `
  * `case class GlobalLimitExec(limit: Int, child: SparkPlan) extends 
UnaryExecNode `


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[GitHub] spark issue #16582: [SPARK-19220][UI] Make redirection to HTTPS apply to all...

2017-01-24 Thread vanzin
Github user vanzin commented on the issue:

https://github.com/apache/spark/pull/16582
  
> Why not simply remove old redirect handler like collection.removeHandler ?

I find it cleaner to just not do something that to do it then have to undo 
things when they fail.


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[GitHub] spark pull request #16582: [SPARK-19220][UI] Make redirection to HTTPS apply...

2017-01-24 Thread vanzin
Github user vanzin commented on a diff in the pull request:

https://github.com/apache/spark/pull/16582#discussion_r97610826
  
--- Diff: core/src/main/scala/org/apache/spark/ui/JettyUtils.scala ---
@@ -274,25 +277,28 @@ private[spark] object JettyUtils extends Logging {
   conf: SparkConf,
   serverName: String = ""): ServerInfo = {
 
-val collection = new ContextHandlerCollection
 addFilters(handlers, conf)
 
 val gzipHandlers = handlers.map { h =>
+  h.setVirtualHosts(Array("@" + SPARK_CONNECTOR_NAME))
--- End diff --

`ContextHandlerCollection.addHandler` does not call `setVirtualHosts`.


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[GitHub] spark pull request #16582: [SPARK-19220][UI] Make redirection to HTTPS apply...

2017-01-24 Thread vanzin
Github user vanzin commented on a diff in the pull request:

https://github.com/apache/spark/pull/16582#discussion_r97610759
  
--- Diff: core/src/main/scala/org/apache/spark/ui/JettyUtils.scala ---
@@ -337,17 +350,20 @@ private[spark] object JettyUtils extends Logging {
 // The number of selectors always equals to the number of acceptors
 minThreads += connector.getAcceptors * 2
   }
-  server.setConnectors(connectors.toArray)
   pool.setMaxThreads(math.max(pool.getMaxThreads, minThreads))
 
   val errorHandler = new ErrorHandler()
   errorHandler.setShowStacks(true)
   errorHandler.setServer(server)
   server.addBean(errorHandler)
+
+  gzipHandlers.foreach(collection.addHandler)
   server.setHandler(collection)
+
+  server.setConnectors(connectors.toArray)
--- End diff --

Mostly for grouping. "This is where all handlers are added to the server."

In any case I have another change (#16625) that kinda moves all this stuff 
around anyway...


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[GitHub] spark issue #11867: [SPARK-14049] [CORE] Add functionality in spark history ...

2017-01-24 Thread paragpc
Github user paragpc commented on the issue:

https://github.com/apache/spark/pull/11867
  
thanks @squito :)


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[GitHub] spark issue #16689: [SPARK-19342][SPARKR] bug fixed in collect method for co...

2017-01-24 Thread felixcheung
Github user felixcheung commented on the issue:

https://github.com/apache/spark/pull/16689
  
yes. but please see my other comment


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[GitHub] spark issue #16661: [SPARK-19313][ML][MLLIB] GaussianMixture should limit th...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16661
  
Test PASSed.
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[GitHub] spark issue #16661: [SPARK-19313][ML][MLLIB] GaussianMixture should limit th...

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16661
  
Merged build finished. Test PASSed.


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[GitHub] spark issue #16661: [SPARK-19313][ML][MLLIB] GaussianMixture should limit th...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16661
  
**[Test build #71937 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71937/testReport)**
 for PR 16661 at commit 
[`5672d13`](https://github.com/apache/spark/commit/5672d1345f661665f521fd1dd4410313ef3ab554).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #14702: [SPARK-15694] Implement ScriptTransformation in sql/core...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/14702
  
**[Test build #71941 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71941/testReport)**
 for PR 14702 at commit 
[`d9047f0`](https://github.com/apache/spark/commit/d9047f0d5728075d8b50c64afbef65a5279a1847).


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[GitHub] spark issue #16688: [TESTS][SQL] Setup testdata at the beginning for tests t...

2017-01-24 Thread dilipbiswal
Github user dilipbiswal commented on the issue:

https://github.com/apache/spark/pull/16688
  
cc @cloud-fan @gatorsmile Could you please trigger a test for this. Not 
sure why the last run didn't succeed. Thanks a lot.


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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16605
  
**[Test build #71940 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71940/testReport)**
 for PR 16605 at commit 
[`94902ce`](https://github.com/apache/spark/commit/94902cebbabcec5464f5b1a9bbfba64cb6bba0b9).


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[GitHub] spark issue #16387: [SPARK-18986][Core] ExternalAppendOnlyMap shouldn't fail...

2017-01-24 Thread vanzin
Github user vanzin commented on the issue:

https://github.com/apache/spark/pull/16387
  
No the question is whether you tested without @viirya commit `b1ef9ec` (the 
last one that forces spills of in-memory maps), or just the very last version 
of the patch.


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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16605
  
**[Test build #71939 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71939/testReport)**
 for PR 16605 at commit 
[`a738158`](https://github.com/apache/spark/commit/a7381587ae4eb22b2a63f1518cd62f82355a8018).


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[GitHub] spark pull request #16329: [SPARK-16046][DOCS] Aggregations in the Spark SQL...

2017-01-24 Thread srowen
Github user srowen commented on a diff in the pull request:

https://github.com/apache/spark/pull/16329#discussion_r97590536
  
--- Diff: 
examples/src/main/java/org/apache/spark/examples/sql/JavaUserDefinedTypedAggregation.java
 ---
@@ -0,0 +1,160 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.spark.examples.sql;
+
+// $example on:typed_custom_aggregation$
+import java.io.Serializable;
+
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SparkSession;
+import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.sql.expressions.Aggregator;
+// $example off:typed_custom_aggregation$
+
+public class JavaUserDefinedTypedAggregation {
+
+  // $example on:typed_custom_aggregation$
+  public static class Employee implements Serializable {
+private String name;
+private long salary;
+
+// Constructors, getters, setters...
+// $example off:typed_custom_aggregation$
+public String getName() {
+  return name;
+}
+
+public void setName(String name) {
+  this.name = name;
+}
+
+public long getSalary() {
+  return salary;
+}
+
+public void setSalary(long salary) {
+  this.salary = salary;
+}
+// $example on:typed_custom_aggregation$
+  }
+
+  public static class Average implements Serializable  {
+private long sum;
+private long count;
+
+// Constructors, getters, setters...
+// $example off:typed_custom_aggregation$
+public Average() {
+}
+
+public Average(long sum, long count) {
+  this.sum = sum;
+  this.count = count;
+}
+
+public long getSum() {
+  return sum;
+}
+
+public void setSum(long sum) {
+  this.sum = sum;
+}
+
+public long getCount() {
+  return count;
+}
+
+public void setCount(long count) {
+  this.count = count;
+}
+// $example on:typed_custom_aggregation$
+  }
+
+  public static class MyAverage extends Aggregator {
+// A zero value for this aggregation. Should satisfy the property that 
any b + zero = b
+public Average zero() {
--- End diff --

My bad, I read this incorrectly while skimming.


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[GitHub] spark pull request #16329: [SPARK-16046][DOCS] Aggregations in the Spark SQL...

2017-01-24 Thread aokolnychyi
Github user aokolnychyi commented on a diff in the pull request:

https://github.com/apache/spark/pull/16329#discussion_r97589440
  
--- Diff: 
examples/src/main/java/org/apache/spark/examples/sql/JavaUserDefinedTypedAggregation.java
 ---
@@ -0,0 +1,160 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.spark.examples.sql;
+
+// $example on:typed_custom_aggregation$
+import java.io.Serializable;
+
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Encoder;
+import org.apache.spark.sql.Encoders;
+import org.apache.spark.sql.SparkSession;
+import org.apache.spark.sql.TypedColumn;
+import org.apache.spark.sql.expressions.Aggregator;
+// $example off:typed_custom_aggregation$
+
+public class JavaUserDefinedTypedAggregation {
+
+  // $example on:typed_custom_aggregation$
+  public static class Employee implements Serializable {
+private String name;
+private long salary;
+
+// Constructors, getters, setters...
+// $example off:typed_custom_aggregation$
+public String getName() {
+  return name;
+}
+
+public void setName(String name) {
+  this.name = name;
+}
+
+public long getSalary() {
+  return salary;
+}
+
+public void setSalary(long salary) {
+  this.salary = salary;
+}
+// $example on:typed_custom_aggregation$
+  }
+
+  public static class Average implements Serializable  {
+private long sum;
+private long count;
+
+// Constructors, getters, setters...
+// $example off:typed_custom_aggregation$
+public Average() {
+}
+
+public Average(long sum, long count) {
+  this.sum = sum;
+  this.count = count;
+}
+
+public long getSum() {
+  return sum;
+}
+
+public void setSum(long sum) {
+  this.sum = sum;
+}
+
+public long getCount() {
+  return count;
+}
+
+public void setCount(long count) {
+  this.count = count;
+}
+// $example on:typed_custom_aggregation$
+  }
+
+  public static class MyAverage extends Aggregator {
+// A zero value for this aggregation. Should satisfy the property that 
any b + zero = b
+public Average zero() {
--- End diff --

@srowen `Average` is a Java bean that holds current sum and count. It is 
defined earlier. Here it represents a zero value. `MyAverage`, in turn, is the 
actual aggregator that accepts instances of the `Employee` class, stores 
intermediate results using an instance of`Average`, and produces `Double` as a 
result. 

I can rename `MyAverage` to `MyAverageAggregator` if this makes things 
clearer. 


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[GitHub] spark issue #16690: [SPARK-19347] ReceiverSupervisorImpl can add block to Re...

2017-01-24 Thread squito
Github user squito commented on the issue:

https://github.com/apache/spark/pull/16690
  
cc @vanzin @zsxwing 

(I was going to make a longer comment about removing `askWithRetry` and 
whether we need another method, but then saw the comments on the referenced PR 
-- I'll defer to the experts here)


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[GitHub] spark issue #16605: [SPARK-18884][SQL] Support Array[_] in ScalaUDF

2017-01-24 Thread AmplabJenkins
Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/16605
  
Test FAILed.
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[GitHub] spark issue #16690: [SPARK-19347] ReceiverSupervisorImpl can add block to Re...

2017-01-24 Thread SparkQA
Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/16690
  
**[Test build #71938 has 
started](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/71938/testReport)**
 for PR 16690 at commit 
[`ce5216e`](https://github.com/apache/spark/commit/ce5216eb09b58f95c2f9c045c47b33ef5138e963).


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