[GitHub] spark issue #14030: [WIP][SPARK-16350][SQL] Fix `foreach` for streaming Data...

[SparkQA]

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https://github.com/apache/spark/pull/14030
  
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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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https://github.com/apache/spark/pull/14028
  
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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14027: [SPARK-16352] Spark daemon run.sh

[zasdfgbnm]

Github user zasdfgbnm commented on the issue:

https://github.com/apache/spark/pull/14027
  
OK, but will the status of the original JIRA keep being "won't fix", if 
someone decide to reopen the discussion on it?
Can anyone give a comment on whether the running on foreground feature are 
welcome in spark upstream?
Also, if there has already been a good solution to run in foreground easily 
enough (so that my PR will be useless), could anyone send me a link to the 
document describing this?


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[GitHub] spark issue #14017: [MINOR][BUILD] Fix Java linter errors

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/14017
  
Merged to master/2.0


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[GitHub] spark issue #14029: [MINOR] [DOCS] Remove unused images; crush PNGs that cou...

[SparkQA]

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https://github.com/apache/spark/pull/14029
  
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[GitHub] spark pull request #14017: [MINOR][BUILD] Fix Java linter errors

[asfgit]

Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/14017


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[GitHub] spark pull request #14015: [SPARK-16345][Documentation][Examples][GraphX] Ex...

[asfgit]

Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/14015


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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/14015
  
Merged to master/2.0


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[GitHub] spark pull request #14029: [MINOR] [DOCS] Remove unused images; crush PNGs t...

[srowen]

GitHub user srowen opened a pull request:

https://github.com/apache/spark/pull/14029

[MINOR] [DOCS] Remove unused images; crush PNGs that could use it for good 
measure

## What changes were proposed in this pull request?

Coincidentally, I discovered that a couple images were unused in `docs/`, 
and then searched and found more, and then realized some PNGs were pretty big 
and could be crushed, and before I knew it, had done the same for the ASF site 
(not committed yet). 

No functional change at all, just less superfluous image data.

## How was this patch tested?

`jekyll serve`

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

$ git pull https://github.com/srowen/spark RemoveCompressImages

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

https://github.com/apache/spark/pull/14029.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 #14029


commit c54e5602c39e107680e681786287ab723586ad80
Author: Sean Owen 
Date:   2016-07-02T15:26:04Z

Remove unused images; crush PNGs that could use it for good measure




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[GitHub] spark issue #14027: [SPARK-16352] Spark daemon run.sh

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/14027
  
I'm suggesting you keep the conversation together with the original JIRA, 
at least. I don't know if it was going to be merged or not, but it was not 
updated by the author in any event.


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[GitHub] spark issue #3881: [SPARK-5964] Allow spark-daemon.sh to support foreground ...

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/3881
  
It's right there at 
https://github.com/apache/spark/pull/3881#issuecomment-113860838


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[GitHub] spark issue #3881: [SPARK-5964] Allow spark-daemon.sh to support foreground ...

[zasdfgbnm]

Github user zasdfgbnm commented on the issue:

https://github.com/apache/spark/pull/3881
  
Can anyone explain what happened to this PR? Why people close this PR 
without adding any support for running in foreground?


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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[SparkQA]

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https://github.com/apache/spark/pull/14028
  
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[GitHub] spark issue #14027: [SPARK-16352] Spark daemon run.sh

[zasdfgbnm]

Github user zasdfgbnm commented on the issue:

https://github.com/apache/spark/pull/14027
  
I followed that PR (https://github.com/apache/spark/pull/3881)
"I was under the impression all the shell scripts were getting refactored 
and that this patch had become obsolete. I agree it's best to close this out." 
by @hellertime 

I'm not sure what happened to that. It seems that the previous PR was 
closed because the scripts had changed a lot before that PR was merged. 

I didn't see anything that support running in foreground and nobody 
mentioned in that issue that running in foreground is useless and will never be 
supported.


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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[AmplabJenkins]

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https://github.com/apache/spark/pull/14028
  
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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[SparkQA]

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 * This patch passes all tests.
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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[SparkQA]

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[GitHub] spark issue #14027: [SPARK-16352] Spark daemon run.sh

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/14027
  
Please don't open a duplicate JIRA. You can see the discussion on the 
previous issue and JIRA, which is WontFix, mostly because it ultimately wasn't 
followed up on. It's not out of the quesiton but you should comment on the JIRA 
with details about why you think it's important first.


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

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 * This patch passes all tests.
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[GitHub] spark issue #14027: [SPARK-16352] Spark daemon run.sh

[zasdfgbnm]

Github user zasdfgbnm commented on the issue:

https://github.com/apache/spark/pull/14027
  
I see similar pull request here:
https://github.com/apache/spark/pull/3881

But I didn't get what happened to that and why it was closed without adding 
any support for running in foreground. 


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13984
  
**[Test build #61655 has 
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 for PR 13984 at commit 
[`aaa6707`](https://github.com/apache/spark/commit/aaa67075f58f707c8dd47a98702689c1cc26bbc4).


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[GitHub] spark pull request #13984: [SPARK-16310][SPARKR] R na.string-like default fo...

[felixcheung]

Github user felixcheung commented on a diff in the pull request:

https://github.com/apache/spark/pull/13984#discussion_r69377881
  
--- Diff: R/pkg/R/SQLContext.R ---
@@ -744,6 +746,9 @@ read.df.default <- function(path = NULL, source = NULL, 
schema = NULL, ...) {
   if (is.null(source)) {
 source <- getDefaultSqlSource()
   }
+  if (source == "csv" && is.null(options[["nullValue"]])) {
+options[["nullValue"]] <- "NA"
--- End diff --

great point. updated


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[GitHub] spark pull request #13517: [SPARK-14839][SQL] Support for other types as opt...

[HyukjinKwon]

Github user HyukjinKwon commented on a diff in the pull request:

https://github.com/apache/spark/pull/13517#discussion_r69377675
  
--- Diff: 
sql/catalyst/src/main/antlr4/org/apache/spark/sql/catalyst/parser/SqlBase.g4 ---
@@ -45,11 +45,11 @@ statement
 | ALTER DATABASE identifier SET DBPROPERTIES tablePropertyList 
#setDatabaseProperties
 | DROP DATABASE (IF EXISTS)? identifier (RESTRICT | CASCADE)?  
#dropDatabase
 | createTableHeader ('(' colTypeList ')')? tableProvider
-(OPTIONS tablePropertyList)?
+(OPTIONS optionParameterList)?
 (PARTITIONED BY partitionColumnNames=identifierList)?
 bucketSpec?
#createTableUsing
 | createTableHeader tableProvider
-(OPTIONS tablePropertyList)?
--- End diff --

(Sorry for pining @hvanhovell)


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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[HyukjinKwon]

Github user HyukjinKwon commented on the issue:

https://github.com/apache/spark/pull/14028
  
BTW, this approach can be applied to reading in JSON and CSV as well if 
this change is appropriate. I will work on them if this change is sensible and 
can be merged.


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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/14028
  
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[GitHub] spark issue #14027: Spark daemon run.sh

[HyukjinKwon]

Github user HyukjinKwon commented on the issue:

https://github.com/apache/spark/pull/14027
  
(I think It might be nicer if this contribution follows 
https://cwiki.apache.org/confluence/display/SPARK/Contributing+to+Spark)


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[GitHub] spark issue #13894: [SPARK-15254][DOC] Improve ML pipeline Cross Validation ...

[krishnakalyan3]

Github user krishnakalyan3 commented on the issue:

https://github.com/apache/spark/pull/13894
  
@holdenk @MLnick is the current update okay?


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[GitHub] spark issue #14025: [WIP][DOC] update out-of-date code snippets using SQLCon...

[WeichenXu123]

Github user WeichenXu123 commented on the issue:

https://github.com/apache/spark/pull/14025
  
cc @srowen 


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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

[WeichenXu123]

Github user WeichenXu123 commented on the issue:

https://github.com/apache/spark/pull/14015
  
Merge conflicts have been solved. 
cc @srowen 
Thanks! 


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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/14015
  
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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

[SparkQA]

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 for PR 14015 at commit 
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 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #14028: [SPARK-16351][SQL] Avoid record-per type dispatch in JSO...

[SparkQA]

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https://github.com/apache/spark/pull/14028
  
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[GitHub] spark pull request #14028: [SPARK-16351][SQL] Avoid record-per type dispatch...

[HyukjinKwon]

GitHub user HyukjinKwon opened a pull request:

https://github.com/apache/spark/pull/14028

[SPARK-16351][SQL] Avoid record-per type dispatch in JSON when writing

## What changes were proposed in this pull request?

Currently, `JacksonGenerator.apply` is doing type-based dispatch for each 
row to write appropriate values.
It might not have to be done like this because the schema is already kept.

So, appropriate writers can be created first according to the schema, and 
then apply them to each row. This approach is similar with 
`CatalystWriteSupport`.

This PR corrects `JacksonGenerator` so that it creates some writes for the 
schema and then applies them to each row rather than every time.

Benchmark was proceeded with the codes below:

```
test("Benchmark for JSON writer") {
  val N = 500 << 8
  val row =
"""{"struct":{"field1": true, "field2": 92233720368547758070},
"structWithArrayFields":{"field1":[4, 5, 6], "field2":["str1", 
"str2"]},
"arrayOfString":["str1", "str2"],
"arrayOfInteger":[1, 2147483647, -2147483648],
"arrayOfLong":[21474836470, 9223372036854775807, 
-9223372036854775808],
"arrayOfBigInteger":[922337203685477580700, -922337203685477580800],
"arrayOfDouble":[1.2, 1.7976931348623157E308, 4.9E-324, 
2.2250738585072014E-308],
"arrayOfBoolean":[true, false, true],
"arrayOfNull":[null, null, null, null],
"arrayOfStruct":[{"field1": true, "field2": "str1"}, {"field1": 
false}, {"field3": null}],
"arrayOfArray1":[[1, 2, 3], ["str1", "str2"]],
"arrayOfArray2":[[1, 2, 3], [1.1, 2.1, 3.1]]
   }"""
  val df = 
spark.sqlContext.read.json(spark.sparkContext.parallelize(List.fill(N)(row)))
  (0 to 10).foreach { _ =>
val benchmark = new Benchmark("JSON writer", N)
benchmark.addCase("writing JSON file", 10) { iter =>
  withTempPath { path =>
df.write.format("json").save(path.getCanonicalPath)
  }
}
benchmark.run()
  }
}
```

This produced the results below

- **Before**

```
JSON writer: Best/Avg Time(ms)Rate(M/s)   
Per Row(ns)   Relative


writing JSON file 1675 / 1767  0.1  
 13087.5   1.0X
```

- **After**

```
JSON writer: Best/Avg Time(ms)Rate(M/s)   
Per Row(ns)   Relative


writing JSON file 1597 / 1686  0.1  
 12477.1   1.0X
```

In addition, I ran this benchmarks 10 times for each and calculated the 
average times as below:

| **Before** | **After**|
|---||
|17478ms  |16669ms |


It seems roughly ~5% is improved.

## How was this patch tested?

Existing tests should cover this.


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

$ git pull https://github.com/HyukjinKwon/spark SPARK-16351

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

https://github.com/apache/spark/pull/14028.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 #14028


commit 76ca05a383b1b3f6deea266276af872ab3a18f36
Author: hyukjinkwon 
Date:   2016-07-02T12:16:25Z

Avoid record-per type dispatch in JSON when writing

commit 34ec476b5afad926db89a03ff64e6cda8263ee86
Author: hyukjinkwon 
Date:   2016-07-02T12:18:03Z

Keep the comment




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[GitHub] spark issue #14015: [SPARK-16345][Documentation][Examples][GraphX] Extract g...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/14015
  
**[Test build #61652 has 
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[GitHub] spark issue #14027: Spark daemon run.sh

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/14027
  
Can one of the admins verify this patch?


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[GitHub] spark pull request #14027: Spark daemon run.sh

[zasdfgbnm]

GitHub user zasdfgbnm opened a pull request:

https://github.com/apache/spark/pull/14027

Spark daemon run.sh

## What changes were proposed in this pull request?

I add some shell scripts to support running master and slave foreground, 
which makes it more convenient to write systemd service and run on HPC.


## How was this patch tested?

I test it manually and it works well on my computer



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

$ git pull https://github.com/zasdfgbnm/spark spark-daemon-run.sh

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

https://github.com/apache/spark/pull/14027.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 #14027


commit 7b99b15656daa430081b1952bc090d3824d916ce
Author: Xiang Gao 
Date:   2016-07-01T14:22:05Z

split spark-daemon.sh to allow foreground

commit 700247e5cae5bfd33d24a54c133eef2b5a28df96
Author: Xiang Gao 
Date:   2016-07-01T15:09:46Z

fix bugs to make it work

commit 6a80b7986f831abaf5cdf23c42528055f4999b86
Author: Xiang Gao 
Date:   2016-07-01T15:26:13Z

fixes

commit 3095187162a821292eabedcd44c18932dbf73ca6
Author: Xiang Gao 
Date:   2016-07-01T15:27:11Z

starting->running

commit 1954640ccca1a1da7903455d67f1abdc2db0fd73
Author: Xiang Gao 
Date:   2016-07-01T15:29:21Z

add run-master.sh

commit b96f4e1c4a28ffc893779221100080c5d31a2508
Author: Xiang Gao 
Date:   2016-07-01T15:36:26Z

add support run-slave.sh




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[GitHub] spark issue #13911: [SPARK-16215][SQL] Reduce runtime overhead of a program ...

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https://github.com/apache/spark/pull/13911
  
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[GitHub] spark issue #13911: [SPARK-16215][SQL] Reduce runtime overhead of a program ...

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[GitHub] spark issue #13911: [SPARK-16215][SQL] Reduce runtime overhead of a program ...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13911
  
**[Test build #61651 has 
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 for PR 13911 at commit 
[`2e8fb0e`](https://github.com/apache/spark/commit/2e8fb0e83152672183ea29f963d8f0f4d1a45d71).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark pull request #14010: [GRAPHX][EXAMPLES] move graphx test data director...

[asfgit]

Github user asfgit closed the pull request at:

https://github.com/apache/spark/pull/14010


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[GitHub] spark issue #14010: [GRAPHX][EXAMPLES] move graphx test data directory and u...

[srowen]

Github user srowen commented on the issue:

https://github.com/apache/spark/pull/14010
  
Merged to master/2.0


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[GitHub] spark issue #14026: [SPARK-13569][STREAMING][KAFKA] pattern based topic subs...

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[GitHub] spark issue #14026: [SPARK-13569][STREAMING][KAFKA] pattern based topic subs...

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[GitHub] spark issue #14026: [SPARK-13569][STREAMING][KAFKA] pattern based topic subs...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/14026
  
**[Test build #61649 has 
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[`796045f`](https://github.com/apache/spark/commit/796045ff3ad53afeb56cdddb69c4770090f7c168).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/13984
  
Merged build finished. Test PASSed.


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13984
  
**[Test build #61650 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/61650/consoleFull)**
 for PR 13984 at commit 
[`ebc0dfe`](https://github.com/apache/spark/commit/ebc0dfe5eb401ae4b56d504471ff466ade780918).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/13984
  
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[GitHub] spark issue #14021: [SPARK-16260][ML][Example]:PySpark ML Example Improvemen...

[yanboliang]

Github user yanboliang commented on the issue:

https://github.com/apache/spark/pull/14021
  
LGTM


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[GitHub] spark issue #13911: [SPARK-16215][SQL] Reduce runtime overhead of a program ...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13911
  
**[Test build #61651 has 
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[`2e8fb0e`](https://github.com/apache/spark/commit/2e8fb0e83152672183ea29f963d8f0f4d1a45d71).


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[GitHub] spark issue #13984: [SPARK-16310][SPARKR] R na.string-like default for csv s...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13984
  
**[Test build #61650 has 
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 for PR 13984 at commit 
[`ebc0dfe`](https://github.com/apache/spark/commit/ebc0dfe5eb401ae4b56d504471ff466ade780918).


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[GitHub] spark issue #13976: [SPARK-16288][SQL] Implement inline table generating fun...

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/13976
  
Merged build finished. Test PASSed.


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[GitHub] spark issue #13976: [SPARK-16288][SQL] Implement inline table generating fun...

[AmplabJenkins]

Github user AmplabJenkins commented on the issue:

https://github.com/apache/spark/pull/13976
  
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[GitHub] spark issue #13976: [SPARK-16288][SQL] Implement inline table generating fun...

[SparkQA]

Github user SparkQA commented on the issue:

https://github.com/apache/spark/pull/13976
  
**[Test build #61647 has 
finished](https://amplab.cs.berkeley.edu/jenkins/job/SparkPullRequestBuilder/61647/consoleFull)**
 for PR 13976 at commit 
[`ebd9cfa`](https://github.com/apache/spark/commit/ebd9cfa1dc4ed2c9ed28653ddb2c1a214ca19add).
 * This patch passes all tests.
 * This patch merges cleanly.
 * This patch adds no public classes.


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