Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>

Closes #2444 from sarutak/slaves-scripts-modification and squashes the following commits:

eff7394 [Kousuke Saruta] Improve the description about Cluster Launch Script in docs/spark-standalone.md
7858225 [Kousuke Saruta] Modified sbin/slaves to use the environment variable "SPARK_SSH_FOREGROUND" as a flag
53d7121 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into slaves-scripts-modification
e570431 [Kousuke Saruta] Added a description for SPARK_SSH_FOREGROUND variable
7120a0c [Kousuke Saruta] Added a description about default host for sbin/slaves
1bba8a9 [Kousuke Saruta] Added SPARK_SSH_FOREGROUND flag to sbin/slaves
88e2f17 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into slaves-scripts-modification
297e75d [Kousuke Saruta] Modified sbin/slaves not to export HOSTLIST

Add warnings to KMeans, GeneralizedLinearAlgorithm, and computeSVD when called with input data that is not cached. KMeans is implemented iteratively, and I believe that GeneralizedLinearAlgorithm’s current optimizers are iterative and its future optimizers are also likely to be iterative. RowMatrix’s computeSVD is iterative against an RDD when run in DistARPACK mode. ALS and DecisionTree are iterative as well, but they implement RDD caching internally so do not require a warning.

I added a warning to GeneralizedLinearAlgorithm rather than inside its optimizers, where the iteration actually occurs, because internally GeneralizedLinearAlgorithm maps its input data to an uncached RDD before passing it to an optimizer. (In other words, the warning would be printed for every GeneralizedLinearAlgorithm run, regardless of whether its input is cached, if the warning were in GradientDescent or other optimizer.) I assume that use of an uncached RDD by GeneralizedLinearAlgorithm is intentional, and that the mapping there (adding label, intercepts and scaling) is a lightweight operation. Arguably a user calling an optimizer such as GradientDescent will be knowledgable enough to cache their data without needing a log warning, so lack of a warning in the optimizers may be ok.

Some of the documentation examples making use of these iterative algorithms did not cache their training RDDs (while others did). I updated the examples to always cache. I also fixed some (unrelated) minor errors in the documentation examples.

Author: Aaron Staple <aaron.staple@gmail.com>

Closes #2347 from staple/SPARK-1484 and squashes the following commits:

bd49701 [Aaron Staple] Address review comments.
ab2d4a4 [Aaron Staple] Disable warnings on python code path.
a7a0f99 [Aaron Staple] Change code comments per review comments.
7cca1dc [Aaron Staple] Change warning message text.
c77e939 [Aaron Staple] [SPARK-1484][MLLIB] Warn when running an iterative algorithm on uncached data.
3b6c511 [Aaron Staple] Minor doc example fixes.

Author: epahomov <pahomov.egor@gmail.com>

Closes #2537 from epahomov/SPARK-3690 and squashes the following commits:

a0b7de4 [epahomov] [SPARK-3690] Closing shuffle writers we swallow more important exception

(HT @vanzin) Whatever the reason was for having this test class in `main`, if there is one, appear to be moot. This may have been a result of earlier streaming test reorganization.

This simply puts `MasterFailureTest` back under `test/`, removes some redundant copied code, and touches up a few tiny inspection warnings along the way.

Author: Sean Owen <sowen@cloudera.com>

Closes #2399 from srowen/SPARK-2932 and squashes the following commits:

3909411 [Sean Owen] Move MasterFailureTest to src/test, and remove redundant TestOutputStream

This patch adds a couple of, currently, very simple integration tests
to make sure both client and cluster modes are working. The tests don't
do much yet other than run a simple job, but the plan is to enhance
them after we get the framework in.

The cluster tests are noisy, so redirect all log output to a file
like other tests do. Copying the conf around sucks but it's less
work than messing with maven/sbt and having to clean up other
projects.

Note the test is only added for yarn-stable. The code compiles
against yarn-alpha but there are two issues I ran into that I
could not overcome:
- an old netty dependency kept creeping into the classpath and
  causing akka to not work, when using sbt; the old netty was
  correctly suppressed under maven.
- MiniYARNCluster kept failing to execute containers because it
  did not create the NM's local dir itself; this is apparently
  a known behavior, but I'm not sure how to work around it.

None of those issues are present with the stable Yarn.

Also, these tests are a little slow to run. Apparently Spark doesn't
yet tag tests (so that these could be isolated in a "slow" batch),
so this is something to keep in mind.

Author: Marcelo Vanzin <vanzin@cloudera.com>

Closes #2257 from vanzin/yarn-tests and squashes the following commits:

6d5b84e [Marcelo Vanzin] Fix wrong system property being set.
8b0933d [Marcelo Vanzin] Merge branch 'master' into yarn-tests
5c2b56f [Marcelo Vanzin] Use custom log4j conf for Yarn containers.
ec73f17 [Marcelo Vanzin] More review feedback.
67f5b02 [Marcelo Vanzin] Review feedback.
f01517c [Marcelo Vanzin] Review feedback.
68fbbbf [Marcelo Vanzin] Use older constructor available in older Hadoop releases.
d07ef9a [Marcelo Vanzin] Merge branch 'master' into yarn-tests
add8416 [Marcelo Vanzin] [SPARK-2778] [yarn] Add yarn integration tests.

leftOuterJoin and rightOuterJoin are already implemented.  This patch adds fullOuterJoin.

Author: Aaron Staple <aaron.staple@gmail.com>

Closes #1395 from staple/SPARK-546 and squashes the following commits:

1f5595c [Aaron Staple] Fix python style
7ac0aa9 [Aaron Staple] [SPARK-546] Add full outer join to RDD and DStream.
3b5d137 [Aaron Staple] In JavaPairDStream, make class tag specification in rightOuterJoin consistent with other functions.
31f2956 [Aaron Staple] Fix left outer join documentation comments.

Details can be seen in [SPARK-3615](https://issues.apache.org/jira/browse/SPARK-3615).

Author: jerryshao <saisai.shao@intel.com>

Closes #2483 from jerryshao/SPARK_3615 and squashes the following commits:

8555563 [jerryshao] Fix Kafka unit test hard coded Zookeeper port issue

function.func_code.co_names has all the names used in the function, including name of attributes. It will pickle some unnecessary globals if there is a global having the same name with attribute (in co_names).

There is a regression introduced by #2144, revert part of changes in that PR.

cc JoshRosen

Author: Davies Liu <davies.liu@gmail.com>

Closes #2522 from davies/globals and squashes the following commits:

dfbccf5 [Davies Liu] fix bug while pickle globals of function

Python modules added through addPyFile should take precedence over system modules.

This patch put the path for user added module in the front of sys.path (just after '').

Author: Davies Liu <davies.liu@gmail.com>

Closes #2492 from davies/path and squashes the following commits:

4a2af78 [Davies Liu] fix tests
f7ff4da [Davies Liu] ad license header
6b0002f [Davies Liu] add tests
c16c392 [Davies Liu] put addPyFile in front of sys.path

This brings the master branch in sync with branch-1.1

Author: Shivaram Venkataraman <shivaram@cs.berkeley.edu>

Closes #2510 from shivaram/spark-ec2-version and squashes the following commits:

bb0dd16 [Shivaram Venkataraman] Set EC2 version to 1.1.0 and update version map

Sometimes Jenkins posts [spurious reports of new classes being added](https://github.com/apache/spark/pull/2339#issuecomment-56570170). I believe this stems from diffing the patch against `master`, as opposed to against `master...`, which starts from the commit the PR was branched from.

This patch fixes that behavior.

Author: Nicholas Chammas <nicholas.chammas@gmail.com>

Closes #2512 from nchammas/diff-only-commits-ahead and squashes the following commits:

c065599 [Nicholas Chammas] comment typo fix
a453c67 [Nicholas Chammas] diff from branch point

This is a refactored version of the original PR https://github.com/apache/spark/pull/1723 my mubarak

Please take a look andrewor14, mubarak

Author: Mubarak Seyed <mubarak.seyed@gmail.com>
Author: Tathagata Das <tathagata.das1565@gmail.com>

Closes #2464 from tdas/streaming-callsite and squashes the following commits:

dc54c71 [Tathagata Das] Made changes based on PR comments.
390b45d [Tathagata Das] Fixed minor bugs.
904cd92 [Tathagata Das] Merge remote-tracking branch 'apache-github/master' into streaming-callsite
7baa427 [Tathagata Das] Refactored getCallSite and setCallSite to make it simpler. Also added unit test for DStream creation site.
b9ed945 [Mubarak Seyed] Adding streaming utils
c461cf4 [Mubarak Seyed] Merge remote-tracking branch 'upstream/master'
ceb43da [Mubarak Seyed] Changing default regex function name
8c5d443 [Mubarak Seyed] Merge remote-tracking branch 'upstream/master'
196121b [Mubarak Seyed] Merge remote-tracking branch 'upstream/master'
491a1eb [Mubarak Seyed] Removing streaming visibility from getRDDCreationCallSite in DStream
33a7295 [Mubarak Seyed] Fixing review comments: Merging both setCallSite methods
c26d933 [Mubarak Seyed] Merge remote-tracking branch 'upstream/master'
f51fd9f [Mubarak Seyed] Fixing scalastyle, Regex for Utils.getCallSite, and changing method names in DStream
5051c58 [Mubarak Seyed] Getting return value of compute() into variable and call setCallSite(prevCallSite) only once. Adding return for other code paths (for None)
a207eb7 [Mubarak Seyed] Fixing code review comments
ccde038 [Mubarak Seyed] Removing Utils import from MappedDStream
2a09ad6 [Mubarak Seyed] Changes in Utils.scala for SPARK-1853
1d90cc3 [Mubarak Seyed] Changes for SPARK-1853
5f3105a [Mubarak Seyed] Merge remote-tracking branch 'upstream/master'
70f494f [Mubarak Seyed] Changes for SPARK-1853
1500deb [Mubarak Seyed] Changes in Spark Streaming UI
9d38d3c [Mubarak Seyed] [SPARK-1853] Show Streaming application code context (file, line number) in Spark Stages UI
d466d75 [Mubarak Seyed] Changes for spark streaming UI

`SPARK_DRIVER_MEMORY` was only used to start the `SparkSubmit` JVM, which becomes the driver only in client mode but not cluster mode. In cluster mode, this property is simply not propagated to the worker nodes.

`SPARK_EXECUTOR_MEMORY` is picked up from `SparkContext`, but in cluster mode the driver runs on one of the worker machines, where this environment variable may not be set.

Author: Andrew Or <andrewor14@gmail.com>

Closes #2500 from andrewor14/memory-env-vars and squashes the following commits:

6217b38 [Andrew Or] Respect SPARK_*_MEMORY for cluster mode

...the driver

Author: Sandy Ryza <sandy@cloudera.com>

Closes #2487 from sryza/sandy-spark-3612 and squashes the following commits:

2b7353d [Sandy Ryza] SPARK-3612. Executor shouldn't quit if heartbeat message fails to reach the driver

Guava's Optional refers to some package private classes / methods, and
when those are relocated the code stops working, throwing exceptions.
So add the affected classes to the exception list too, and add a unit
test.

(Note that this unit test only really makes sense in maven, since we
don't relocate in the sbt build. Also, JavaAPISuite doesn't seem to
be run by "mvn test" - I had to manually add command line options to
enable it.)

Author: Marcelo Vanzin <vanzin@cloudera.com>

Closes #2496 from vanzin/SPARK-3647 and squashes the following commits:

84f58d7 [Marcelo Vanzin] [SPARK-3647] Add more exceptions to Guava relocation.

This will allow us to take advantage of things like the spark.defaults file.

Author: Michael Armbrust <michael@databricks.com>

Closes #2493 from marmbrus/copySparkConf and squashes the following commits:

0bd1377 [Michael Armbrust] Copy SQL configuration from SparkConf when a SQLContext is created.

Supported modulus operation using % operator on fractional datatypes FloatType, DoubleType and DecimalType
Example:
SELECT 1388632775.0 % 60 from tablename LIMIT 1

Author : Venkata Ramana Gollamudi ramana.gollamudihuawei.com

Author: Venkata Ramana Gollamudi <ramana.gollamudi@huawei.com>

Closes #2457 from gvramana/double_modulus_support and squashes the following commits:

79172a8 [Venkata Ramana Gollamudi] Add hive cache to testcase
c09bd5b [Venkata Ramana Gollamudi] Added a HiveQuerySuite testcase
193fa81 [Venkata Ramana Gollamudi] corrected testcase
3624471 [Venkata Ramana Gollamudi] modified testcase
e112c09 [Venkata Ramana Gollamudi] corrected the testcase
513d0e0 [Venkata Ramana Gollamudi] modified to add modulus support to fractional types float,double,decimal
296d253 [Venkata Ramana Gollamudi] modified to add modulus support to fractional types float,double,decimal

 a follow up of https://github.com/apache/spark/pull/2377 and https://github.com/apache/spark/pull/2352, see detail there.

Author: wangfei <wangfei1@huawei.com>

Closes #2505 from scwf/patch-6 and squashes the following commits:

4874ec8 [wangfei] removes the evil MINOR HACK

tdas is this what you had in mind for this JIRA? I saw this one and thought it would be easy to take care of, and helpful as I use streaming from Java.

I could do the same for `Time`? Happy to do so.

Author: Sean Owen <sowen@cloudera.com>

Closes #2403 from srowen/SPARK-2745 and squashes the following commits:

5a9e706 [Sean Owen] Change "Duration" to "Durations" to avoid changing Duration case class API
bda301c [Sean Owen] Just delegate to Scala binary operator syntax to avoid scalastyle warning
7dde949 [Sean Owen] Disable scalastyle for false positives. Add Java static factory methods seconds(), minutes() to Duration. Add Java-friendly methods to Time too, and unit tests. Remove unnecessary math.floor from Time.floor()
4dee32e [Sean Owen] Add named methods to Duration in parallel to symbolic methods for Java-friendliness. Also add unit tests for Duration, in Scala and Java.

It returns null metadata from parquet if querying on empty parquet file while calculating splits.So added null check and returns the empty splits.

Author : ravipesala ravindra.pesalahuawei.com

Author: ravipesala <ravindra.pesala@huawei.com>

Closes #2456 from ravipesala/SPARK-3536 and squashes the following commits:

1e81a50 [ravipesala] Fixed the issue when querying on empty parquet file.

Since we have moved to `ConventionHelper`, it is quite easy to avoid call `javaClassToDataType` in hive simple udf. This will solve SPARK-3582.

Author: Daoyuan Wang <daoyuan.wang@intel.com>

Closes #2506 from adrian-wang/spark3582 and squashes the following commits:

450c28e [Daoyuan Wang] not limit argument type for hive simple udf

this patch fixes timestamp smaller than 0 and cast int as timestamp

select cast(1000 as timestamp) from src limit 1;

should return 1970-01-01 00:00:01, but we now take it as 1000 seconds.
also, current implementation has bug when the time is before 1970-01-01 00:00:00.
rxin marmbrus chenghao-intel

Author: Daoyuan Wang <daoyuan.wang@intel.com>

Closes #2458 from adrian-wang/timestamp and squashes the following commits:

4274b1d [Daoyuan Wang] set test not related to timezone
1234f66 [Daoyuan Wang] fix timestamp smaller than 0 and cast int as timestamp

[SPARK-3304] [YARN] ApplicationMaster's Finish status is wrong when uncaught exception is thrown from ReporterThread

Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp>

Closes #2198 from sarutak/SPARK-3304 and squashes the following commits:

2696237 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
5b80363 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
4eb0a3e [Kousuke Saruta] Remoed the description about spark.yarn.scheduler.reporterThread.maxFailure
9741597 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
f7538d4 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
358ef8d [Kousuke Saruta] Merge branch 'SPARK-3304' of github.com:sarutak/spark into SPARK-3304
0d138c6 [Kousuke Saruta] Revert "tmp"
f8da10a [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
b6e9879 [Kousuke Saruta] tmp
8d256ed [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
13b2652 [Kousuke Saruta] Merge branch 'SPARK-3304' of github.com:sarutak/spark into SPARK-3304
2711e15 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
c081f8e [Kousuke Saruta] Modified ApplicationMaster to handle exception in ReporterThread itself
0bbd3a6 [Kousuke Saruta] Merge branch 'master' of git://git.apache.org/spark into SPARK-3304
a6982ad [Kousuke Saruta] Added ability handling uncaught exception thrown from Reporter thread

This is part of a broader effort to clean up the Yarn integration code after #2020.

The high-level changes in this PR include:
- Removing duplicate code, especially across the alpha and stable APIs
- Simplify unnecessarily complex method signatures and hierarchies
- Rename unclear variable and method names
- Organize logging output produced when the user runs Spark on Yarn
- Extensively add documentation
- Privatize classes where possible

I have tested the stable API on a Hadoop 2.4 cluster. I tested submitting a jar that references classes in other jars in both client and cluster mode. I also made changes in the alpha API, though I do not have access to an alpha cluster. I have verified that it compiles, but it would be ideal if others can help test it.

For those interested in some examples in detail, please read on.

--------------------------------------------------------------------------------------------------------

***Appendix***

- The loop to `getApplicationReport` from the RM is duplicated in 4 places: in the stable `Client`, alpha `Client`, and twice in `YarnClientSchedulerBackend`. We should not have different loops for client and cluster deploy modes.
- There are many fragmented small helper methods that are only used once and should just be inlined. For instance, `ClientBase#getLocalPath` returns `null` on certain conditions, and its only caller `ClientBase#addFileToClasspath` checks whether the value returned is `null`. We could just have the caller check on that same condition to avoid passing `null`s around.
- In `YarnSparkHadoopUtil#addToEnvironment`, we take in an argument `classpathSeparator` that always has the same value upstream (i.e. `File.pathSeparator`). This argument is now removed from the signature and all callers of this method upstream.
- `ClientBase#copyRemoteFile` is now renamed to `copyFileToRemote`. It was unclear whether we are copying a remote file to our local file system, or copying a locally visible file to a remote file system. Also, even the content of the method has inaccurately named variables. We use `val remoteFs` to signify the file system of the locally visible file and `val fs` to signify the remote, destination file system. These are now renamed `srcFs` and `destFs` respectively.
- We currently log the AM container's environment and resource mappings directly as Scala collections. This is incredibly hard to read and probably too verbose for the average Spark user. In other modes (e.g. standalone), we also don't log the launch commands by default, so the logging level of these information is now set to `DEBUG`.
- None of these classes (`Client`, `ClientBase`, `YarnSparkHadoopUtil` etc.) is intended to be used by a Spark application (the user should go through Spark submit instead). At the very least they should be `private[spark]`.

Author: Andrew Or <andrewor14@gmail.com>

Closes #2350 from andrewor14/yarn-cleanup and squashes the following commits:

39e8c7b [Andrew Or] Address review comments
6619f9b [Andrew Or] Merge branch 'master' of github.com:apache/spark into yarn-cleanup
2ca6d64 [Andrew Or] Improve logging in application monitor
a3b9693 [Andrew Or] Minor changes
7dd6298 [Andrew Or] Simplify ClientBase#monitorApplication
547487c [Andrew Or] Provide default values for null application report entries
a0ad1e9 [Andrew Or] Fix class not found error
1590141 [Andrew Or] Address review comments
45ccdea [Andrew Or] Remove usages of getAMMemory
d8e33b6 [Andrew Or] Merge branch 'master' of github.com:apache/spark into yarn-cleanup
ed0b42d [Andrew Or] Fix alpha compilation error
c0587b4 [Andrew Or] Merge branch 'master' of github.com:apache/spark into yarn-cleanup
6d74888 [Andrew Or] Minor comment changes
6573c1d [Andrew Or] Clean up, simplify and document code for setting classpaths
e4779b6 [Andrew Or] Clean up log messages + variable naming in ClientBase
8766d37 [Andrew Or] Heavily add documentation to Client* classes + various clean-ups
6c94d79 [Andrew Or] Various cleanups in ClientBase and ClientArguments
ef7069a [Andrew Or] Clean up YarnClientSchedulerBackend more
6de9072 [Andrew Or] Guard against potential NPE in debug logging mode
fabe4c4 [Andrew Or] Reuse more code in YarnClientSchedulerBackend
3f941dc [Andrew Or] First cut at simplifying the Client (stable and alpha)

Assign value of yarn container log directory to java opts "spark.yarn.app.container.log.dir", So user defined log4j.properties can reference this value and write log to YARN container's log directory.
Otherwise, user defined file appender will only write to container's CWD, and log files in CWD will not be displayed on YARN UI，and either cannot be aggregated to HDFS log directory after job finished.

User defined log4j.properties reference example:
log4j.appender.rolling_file.File = ${spark.yarn.app.container.log.dir}/spark.log

Author: peng.zhang <peng.zhang@xiaomi.com>

Closes #1573 from renozhang/yarn-log-dir and squashes the following commits:

16c5cb8 [peng.zhang] Update doc
f2b5e2a [peng.zhang] Change variable's name, and update running-on-yarn.md
503ea2d [peng.zhang] Support log4j log to yarn container dir

GraphGenerators.sampleLogNormal is supposed to return an integer strictly less than maxVal. However, it violates this guarantee. It generates its return value as follows:

```scala
var X: Double = maxVal

while (X >= maxVal) {
  val Z = rand.nextGaussian()
  X = math.exp(mu + sigma*Z)
}
math.round(X.toFloat)
```

When X is sampled to be close to (but less than) maxVal, then it will pass the while loop condition, but the rounded result will be equal to maxVal, which will violate the guarantee. For example, if maxVal is 5 and X is 4.9, then X < maxVal, but `math.round(X.toFloat)` is 5.

This PR instead rounds X before checking the loop condition, guaranteeing that the condition will hold for the return value.

Author: Ankur Dave <ankurdave@gmail.com>

Closes #2439 from ankurdave/SPARK-3578 and squashes the following commits:

f6655e5 [Ankur Dave] Go back to math.floor
5900c22 [Ankur Dave] Round X in loop condition
6fd5fb1 [Ankur Dave] Run sampleLogNormal bounds check 1000 times
1638598 [Ankur Dave] Round down in sampleLogNormal to guarantee upper bound

Author: Grega Kespret <grega.kespret@gmail.com>

Closes #2479 from gregakespret/patch-1 and squashes the following commits:

dd6b90a [Grega Kespret] Update docs to use jsonRDD instead of wrong jsonRdd.

Author: RJ Nowling <rnowling@gmail.com>

Closes #2459 from rnowling/tfidf-fix and squashes the following commits:

b370a91 [RJ Nowling] Fix variable name misspelling in MLLib Feature Extraction guide

ignore .idea_modules ,  ```sbt/sbt gen-idea``` generate this dir.

Author: wangfei <wangfei1@huawei.com>

Closes #2476 from scwf/patch-4 and squashes the following commits:

e6ab88a [wangfei] ignore .idea_modules

Addresses the issue in https://issues.apache.org/jira/browse/SPARK-3595, namely saveAsHadoopFile hardcoding the OutputCommitter.  This is not ideal when running Spark jobs that write to S3, especially when running them from an EMR cluster where the default OutputCommitter is a DirectOutputCommitter.

Author: Ian Hummel <ian@themodernlife.net>

Closes #2450 from themodernlife/spark-3595 and squashes the following commits:

f37a0e5 [Ian Hummel] Update based on comments from pwendell
a11d9f3 [Ian Hummel] Fix formatting
4359664 [Ian Hummel] Add an example showing usage
8b6be94 [Ian Hummel] Add ability to specify OutputCommitter, espcially useful when writing to an S3 bucket from an EMR cluster

This commit exists to close the following pull requests on Github:

Closes #1328 (close requested by 'pwendell')
Closes #2314 (close requested by 'pwendell')
Closes #997 (close requested by 'pwendell')
Closes #550 (close requested by 'pwendell')
Closes #1506 (close requested by 'pwendell')
Closes #2423 (close requested by 'mengxr')
Closes #554 (close requested by 'joshrosen')

https://issues.apache.org/jira/browse/SPARK-3599

Author: WangTao <barneystinson@aliyun.com>
Author: WangTaoTheTonic <barneystinson@aliyun.com>

Closes #2454 from WangTaoTheTonic/avoidLoadingFrequently and squashes the following commits:

3681182 [WangTao] do not use clone
7dca036 [WangTao] use lazy val instead
2a79f26 [WangTaoTheTonic] Avoid loaing properties file frequently

**This PR introduces a subtle change in semantics for HiveContext when using the results in Python or Scala.  Specifically, while resolution remains case insensitive, it is now case preserving.**

_This PR is a follow up to #2293 (and to a lesser extent #2262 #2334)._

In #2293 the catalog was changed to store analyzed logical plans instead of unresolved ones.  While this change fixed the reported bug (which was caused by yet another instance of us forgetting to put in a `LowerCaseSchema` operator) it had the consequence of breaking assumptions made by `MultiInstanceRelation`.  Specifically, we can't replace swap out leaf operators in a tree without rewriting changed expression ids (which happens when you self join the same RDD that has been registered as a temp table).

In this PR, I instead remove the need to insert `LowerCaseSchema` operators at all, by moving the concern of matching up identifiers completely into analysis.  Doing so allows the test cases from both #2293 and #2262 to pass at the same time (and likely fixes a slew of other "unknown unknown" bugs).

While it is rolled back in this PR, storing the analyzed plan might actually be a good idea.  For instance, it is kind of confusing if you register a temporary table, change the case sensitivity of resolution and now you can't query that table anymore.  This can be addressed in a follow up PR.

Follow-ups:
 - Configurable case sensitivity
 - Consider storing analyzed plans for temp tables

Author: Michael Armbrust <michael@databricks.com>

Closes #2382 from marmbrus/lowercase and squashes the following commits:

c21171e [Michael Armbrust] Ensure the resolver is used for field lookups and ensure that case insensitive resolution is still case preserving.
d4320f1 [Michael Armbrust] Merge remote-tracking branch 'origin/master' into lowercase
2de881e [Michael Armbrust] Address comments.
219805a [Michael Armbrust] style
5b93711 [Michael Armbrust] Replace LowerCaseSchema with Resolver.

[SPARK-3609][SQL] Adds sizeInBytes statistics for Limit operator when all output attributes are of native data types

This helps to replace shuffled hash joins with broadcast hash joins in some cases.

Author: Cheng Lian <lian.cs.zju@gmail.com>

Closes #2468 from liancheng/more-stats and squashes the following commits:

32687dc [Cheng Lian] Moved the test case to PlannerSuite
5595a91 [Cheng Lian] Removes debugging code
73faf69 [Cheng Lian] Test case for auto choosing broadcast hash join
f30fe1d [Cheng Lian] Adds sizeInBytes estimation for Limit when all output types are native types

The included test waits 100 ms after job completion for task completion events to come in so it can verify they have reasonable finish times.  Does anyone know a better way to wait on listener events that are expected to come in?

Author: Sandy Ryza <sandy@cloudera.com>

Closes #2440 from sryza/sandy-spark-3574 and squashes the following commits:

c81439b [Sandy Ryza] Fix test failure
b340956 [Sandy Ryza] SPARK-3574. Remove shuffleFinishTime metric

Author: Matthew Farrellee <matt@redhat.com>

Closes #2467 from mattf/master-pyspark-remove-numslices-from-tests and squashes the following commits:

c49a87b [Matthew Farrellee] [PySpark] remove unnecessary use of numSlices from pyspark tests

"val conf" was used instead of "SparkConf conf" in Java snippet.

Author: Santiago M. Mola <santi@mola.io>

Closes #2472 from smola/patch-1 and squashes the following commits:

5bfeb9b [Santiago M. Mola] Fix Java example in Streaming Programming Guide

Author: Vida Ha <vida@databricks.com>

Closes #2466 from vidaha/vida/spark-3608 and squashes the following commits:

9509776 [Vida Ha] Break if the instance tag naming succeeds

This is now supported!

Author: andrewor14 <andrewor14@gmail.com>
Author: Andrew Or <andrewor14@gmail.com>

Closes #2461 from andrewor14/document-standalone-cluster and squashes the following commits:

85c8b9e [andrewor14] Wording change per Patrick
35e30ee [Andrew Or] Fix outdated docs for standalone cluster

Simple mistake, simple fix:
```shell
args="arg1 arg2 arg3"

sbt $args    # sbt sees 3 arguments
sbt "$args"  # sbt sees 1 argument
```

Should fix the problems we are seeing [here](https://amplab.cs.berkeley.edu/jenkins/job/Spark-Master-SBT/694/AMPLAB_JENKINS_BUILD_PROFILE=hadoop1.0,label=centos/console), for example.

Author: Nicholas Chammas <nicholas.chammas@gmail.com>

Closes #2462 from nchammas/fix-sbt-master-build and squashes the following commits:

4500c86 [Nicholas Chammas] warn about quoting
10018a6 [Nicholas Chammas] Revert "test hadoop1 build"
7d5356c [Nicholas Chammas] Revert "re-add bad quoting for testing"
061600c [Nicholas Chammas] re-add bad quoting for testing
b2de56c [Nicholas Chammas] test hadoop1 build
43fb854 [Nicholas Chammas] unquote profile args