Streaming doc : do you mean inadvertently?

Author: CrazyJvm <crazyjvm@gmail.com>

Closes #3620 from CrazyJvm/streaming-foreachRDD and squashes the following commits:

b72886b [CrazyJvm] do you mean inadvertently?

(cherry picked from commit 6eb1b6f6204ea3c8083af3fb9cd990d9f3dac89d)
Signed-off-by: Reynold Xin <rxin@databricks.com>
[SPARK-3623][GraphX] GraphX should support the checkpoint operation

Author: GuoQiang Li <witgo@qq.com>

Closes #2631 from witgo/SPARK-3623 and squashes the following commits:

a70c500 [GuoQiang Li] Remove java related
4d1e249 [GuoQiang Li] Add comments
e682724 [GuoQiang Li] Graph should support the checkpoint operation

(cherry picked from commit e895e0cbecbbec1b412ff21321e57826d2d0a982)
Signed-off-by: Ankur Dave <ankurdave@gmail.com>
[SPARK-4646] Replace Scala.util.Sorting.quickSort with Sorter(TimSort) in Spark

This patch just replaces a native quick sorter with Sorter(TimSort) in Spark.
It could get performance gains by ~8% in my quick experiments.

Author: Takeshi Yamamuro <linguin.m.s@gmail.com>

Closes #3507 from maropu/TimSortInEdgePartitionBuilderSpike and squashes the following commits:

8d4e5d2 [Takeshi Yamamuro] Remove a wildcard import
3527e00 [Takeshi Yamamuro] Replace Scala.util.Sorting.quickSort with Sorter(TimSort) in Spark

(cherry picked from commit 2e6b736b0e6e5920d0523533c87832a53211db42)
Signed-off-by: Ankur Dave <ankurdave@gmail.com>
[SPARK-4620] Add unpersist in Graph and GraphImpl

Add an IF to uncache both vertices and edges of Graph/GraphImpl.
This IF is useful when iterative graph operations build a new graph in each iteration, and the vertices and edges of previous iterations are no longer needed for following iterations.

Author: Takeshi Yamamuro <linguin.m.s@gmail.com>

This patch had conflicts when merged, resolved by
Committer: Ankur Dave <ankurdave@gmail.com>

Closes #3476 from maropu/UnpersistInGraphSpike and squashes the following commits:

77a006a [Takeshi Yamamuro] Add unpersist in Graph and GraphImpl

(cherry picked from commit 8817fc7fe8785d7b11138ca744f22f7e70f1f0a0)
Signed-off-by: Ankur Dave <ankurdave@gmail.com>
[SPARK-4774] [SQL] Makes HiveFromSpark more portable

HiveFromSpark read the kv1.txt file from SPARK_HOME/examples/src/main/resources/kv1.txt which assumed
you had a source tree checked out. Now we copy the kv1.txt file to a temporary file and delete it when
the jvm shuts down. This allows us to run this example outside of a spark source tree.

Author: Kostas Sakellis <kostas@cloudera.com>

Closes #3628 from ksakellis/kostas-spark-4774 and squashes the following commits:

6770f83 [Kostas Sakellis] [SPARK-4774] [SQL] Makes HiveFromSpark more portable

(cherry picked from commit d6a972b3e4dc35a2d95df47d256462b325f4bda6)
Signed-off-by: Michael Armbrust <michael@databricks.com>
SPARK-4770. [DOC] [YARN] spark.scheduler.minRegisteredResourcesRatio doc...

...umented default is incorrect for YARN

Author: Sandy Ryza <sandy@cloudera.com>

Closes #3624 from sryza/sandy-spark-4770 and squashes the following commits:

bd81a3a [Sandy Ryza] SPARK-4770. [DOC] [YARN] spark.scheduler.minRegisteredResourcesRatio documented default is incorrect for YARN

(cherry picked from commit cda94d15ea2a70ed3f0651ba2766b1e2f80308c1)
Signed-off-by: Josh Rosen <joshrosen@databricks.com>
[SPARK-4769] [SQL] CTAS does not work when reading from temporary tables

This is the code refactor and follow ups for #2570

Author: Cheng Hao <hao.cheng@intel.com>

Closes #3336 from chenghao-intel/createtbl and squashes the following commits:

3563142 [Cheng Hao] remove the unused variable
e215187 [Cheng Hao] eliminate the compiling warning
4f97f14 [Cheng Hao] fix bug in unittest
5d58812 [Cheng Hao] revert the API changes
b85b620 [Cheng Hao] fix the regression of temp tabl not found in CTAS

(cherry picked from commit 51b1fe1426ffecac6c4644523633ea1562ff9a4e)
Signed-off-by: Michael Armbrust <michael@databricks.com>
[SPARK-4785][SQL] Initilize Hive UDFs on the driver and serialize them with a wrapper

Different from Hive 0.12.0, in Hive 0.13.1 UDF/UDAF/UDTF (aka Hive function) objects should only be initialized once on the driver side and then serialized to executors. However, not all function objects are serializable (e.g. GenericUDF doesn't implement Serializable). Hive 0.13.1 solves this issue with Kryo or XML serializer. Several utility ser/de methods are provided in class o.a.h.h.q.e.Utilities for this purpose. In this PR we chose Kryo for efficiency. The Kryo serializer used here is created in Hive. Spark Kryo serializer wasn't used because there's no available SparkConf instance.

Author: Cheng Hao <hao.cheng@intel.com>
Author: Cheng Lian <lian@databricks.com>

Closes #3640 from chenghao-intel/udf_serde and squashes the following commits:

8e13756 [Cheng Hao] Update the comment
74466a3 [Cheng Hao] refactor as feedbacks
396c0e1 [Cheng Hao] avoid Simple UDF to be serialized
e9c3212 [Cheng Hao] update the comment
19cbd46 [Cheng Hao] support udf instance ser/de after initialization

(cherry picked from commit 383c5555c9f26c080bc9e3a463aab21dd5b3797f)
Signed-off-by: Michael Armbrust <michael@databricks.com>
[SPARK-4765] Make GC time always shown in UI.

This commit removes the GC time for each task from the set of
optional, additional metrics, and instead always shows it for
each task.

cc pwendell

Author: Kay Ousterhout <kayousterhout@gmail.com>

Closes #3622 from kayousterhout/gc_time and squashes the following commits:

15ac242 [Kay Ousterhout] Make TaskDetailsClassNames private[spark]
e71d893 [Kay Ousterhout] [SPARK-4765] Make GC time always shown in UI.

(cherry picked from commit 1f5110630c1abb13a357b463c805a39772923b82)
Signed-off-by: Kay Ousterhout <kayousterhout@gmail.com>
SPARK-4567. Make SparkJobInfo and SparkStageInfo serializable

Author: Sandy Ryza <sandy@cloudera.com>

Closes #3426 from sryza/sandy-spark-4567 and squashes the following commits:

cb4b8d2 [Sandy Ryza] SPARK-4567. Make SparkJobInfo and SparkStageInfo serializable

(cherry picked from commit 5e4c06f8e54265a4024857f5978ec54c936aeea2)
Signed-off-by: Josh Rosen <joshrosen@databricks.com>
SPARK-4805 [CORE] BlockTransferMessage.toByteArray() trips assertion

Allocate enough room for type byte as well as message, to avoid tripping assertion about capacity of the buffer

Author: Sean Owen <sowen@cloudera.com>

Closes #3650 from srowen/SPARK-4805 and squashes the following commits:

9e1d502 [Sean Owen] Allocate enough room for type byte as well as message, to avoid tripping assertion about capacity of the buffer

(cherry picked from commit d8f84f26e388055ca7459810e001d05ab60af15b)
Signed-off-by: Aaron Davidson <aaron@databricks.com>
[SPARK-4740] Create multiple concurrent connections between two peer nodes in Netty.

It's been reported that when the number of disks is large and the number of nodes is small, Netty network throughput is low compared with NIO. We suspect the problem is that only a small number of disks are utilized to serve shuffle files at any given point, due to connection reuse. This patch adds a new config parameter to specify the number of concurrent connections between two peer nodes, default to 2.

Author: Reynold Xin <rxin@databricks.com>

Closes #3625 from rxin/SPARK-4740 and squashes the following commits:

ad4241a [Reynold Xin] Updated javadoc.
f33c72b [Reynold Xin] Code review feedback.
0fefabb [Reynold Xin] Use double check in synchronization.
41dfcb2 [Reynold Xin] Added test case.
9076b4a [Reynold Xin] Fixed two NPEs.
3e1306c [Reynold Xin] Minor style fix.
4f21673 [Reynold Xin] [SPARK-4740] Create multiple concurrent connections between two peer nodes in Netty.

(cherry picked from commit 2b9b72682e587909a84d3ace214c22cec830eeaf)
Signed-off-by: Reynold Xin <rxin@databricks.com>
Config updates for the new shuffle transport.

Author: Reynold Xin <rxin@databricks.com>

Closes #3657 from rxin/conf-update and squashes the following commits:

7370eab [Reynold Xin] Config updates for the new shuffle transport.

(cherry picked from commit 9bd9334f588dbb44d01554f9f4ca68a153a48993)
Signed-off-by: Aaron Davidson <aaron@databricks.com>
[Minor] Use <sup> tag for help icon in web UI page header

This small commit makes the `(?)` web UI help link into a superscript, which should address feedback that the current design makes it look like an error occurred or like information is missing.

Before:

![image](https://cloud.githubusercontent.com/assets/50748/5370611/a3ed0034-7fd9-11e4-870f-05bd9faad5b9.png)

After:

![image](https://cloud.githubusercontent.com/assets/50748/5370602/6c5ca8d6-7fd9-11e4-8d1a-568d71290aa7.png)

Author: Josh Rosen <joshrosen@databricks.com>

Closes #3659 from JoshRosen/webui-help-sup and squashes the following commits:

bd72899 [Josh Rosen] Use <sup> tag for help icon in web UI page header.

(cherry picked from commit f79c1cfc997c1a7ddee480ca3d46f5341b69d3b7)
Signed-off-by: Josh Rosen <joshrosen@databricks.com>
Revert "Preparing development version 1.2.1-SNAPSHOT"

This reverts commit bc05df8a23ba7ad485f6844f28f96551b13ba461.
Revert "Preparing Spark release v1.2.0-rc2"

This reverts commit 2b72c569a674cccf79ebbe8d067b8dbaaf78007f.
Preparing Spark release v1.2.0-rc2
Preparing development version 1.2.1-SNAPSHOT
[SPARK-4771][Docs] Document standalone cluster supervise mode

tdas looks like streaming already refers to the supervise mode. The link from there is broken though.

Author: Andrew Or <andrew@databricks.com>

Closes #3627 from andrewor14/document-supervise and squashes the following commits:

9ca0908 [Andrew Or] Wording changes
2b55ed2 [Andrew Or] Document standalone cluster supervise mode
SPARK-3526 Add section about data locality to the tuning guide

cc kayousterhout

I have a few outstanding questions from compiling this documentation:
- What's the difference between NO_PREF and ANY?  I understand the implications of the ordering but don't know what an example of each would be
- Why is NO_PREF ahead of RACK_LOCAL?  I would think it'd be better to schedule rack-local tasks ahead of no preference if you could only do one or the other.  Is the idea to wait longer and hope for the rack-local tasks to turn into node-local or better?
- Will there be a datacenter-local locality level in the future?  Apache Cassandra for example has this level

Author: Andrew Ash <andrew@andrewash.com>

Closes #2519 from ash211/SPARK-3526 and squashes the following commits:

44cff28 [Andrew Ash] Link to spark.locality parameters rather than copying the list
6d5d966 [Andrew Ash] Stay focused on Spark, no astronaut architecture mumbo-jumbo
20e0e31 [Andrew Ash] SPARK-3526 Add section about data locality to the tuning guide

(cherry picked from commit 652b781a9b543cb17d7da91f5c3bebe5a02e0478)
Signed-off-by: Patrick Wendell <pwendell@gmail.com>