This is scala example code for both linear and logistic regression. Python and Java versions are to be added.

Author: DB Tsai <dbt@netflix.com>

Closes #6576 from dbtsai/elasticNetExample and squashes the following commits:

e7ca406 [DB Tsai] fix test
6bb6d77 [DB Tsai] fix suite and remove duplicated setMaxIter
136e0dd [DB Tsai] address feedback
1ec29d4 [DB Tsai] fix style
9462f5f [DB Tsai] add example

Author: Ram Sriharsha <rsriharsha@hw11853.local>

Closes #6358 from harsha2010/SPARK-7387 and squashes the following commits:

63efda2 [Ram Sriharsha] more examples for classifier to distinguish mapreduce from spark properly
aeb6bb6 [Ram Sriharsha] Python Style Fix
54a500c [Ram Sriharsha] Merge branch 'master' into SPARK-7387
615e91c [Ram Sriharsha] cleanup
204c4e3 [Ram Sriharsha] Merge branch 'master' into SPARK-7387
7246d35 [Ram Sriharsha] [SPARK-7387][ml][doc] CrossValidator example code in Python

This is a follow-up of PR #6493, which has been reverted in branch-1.4 because it uses Java 7 specific APIs and breaks Java 6 build. This PR replaces those APIs with equivalent Guava ones to ensure Java 6 friendliness.

cc andrewor14 pwendell, this should also be back ported to branch-1.4.

Author: Cheng Lian <lian@databricks.com>

Closes #6547 from liancheng/override-log4j and squashes the following commits:

c900cfd [Cheng Lian] Addresses Shixiong's comment
72da795 [Cheng Lian] Uses Guava API to ensure Java 6 friendliness

The temporary column should be dropped after we get the prediction column. harsha2010

Author: Xiangrui Meng <meng@databricks.com>

Closes #6592 from mengxr/SPARK-8049 and squashes the following commits:

1d89107 [Xiangrui Meng] use SparkFunSuite
6ee70de [Xiangrui Meng] drop tmp col from OneVsRest output

Thanks ogirardot, closes #6580

cc rxin JoshRosen

Author: Davies Liu <davies@databricks.com>

Closes #6590 from davies/when and squashes the following commits:

c0f2069 [Davies Liu] fix Column.when() and otherwise()

[SPARK-8014] [SQL] Avoid premature metadata discovery when writing a HadoopFsRelation with a save mode other than Append

The current code references the schema of the DataFrame to be written before checking save mode. This triggers expensive metadata discovery prematurely. For save mode other than `Append`, this metadata discovery is useless since we either ignore the result (for `Ignore` and `ErrorIfExists`) or delete existing files (for `Overwrite`) later.

This PR fixes this issue by deferring metadata discovery after save mode checking.

Author: Cheng Lian <lian@databricks.com>

Closes #6583 from liancheng/spark-8014 and squashes the following commits:

1aafabd [Cheng Lian] Updates comments
088abaa [Cheng Lian] Avoids schema merging and partition discovery when data schema and partition schema are defined
8fbd93f [Cheng Lian] Fixes SPARK-8014

[SPARK-7985] [ML] [MLlib] [Docs] Remove "fittingParamMap" references. Updating ML Doc "Estimator, Transformer, and Param" examples.

Updating ML Doc's *"Estimator, Transformer, and Param"* example to use `model.extractParamMap` instead of `model.fittingParamMap`, which no longer exists.

mengxr, I believe this addresses (part of) the *update documentation* TODO list item from [PR 5820](https://github.com/apache/spark/pull/5820).

Author: Mike Dusenberry <dusenberrymw@gmail.com>

Closes #6514 from dusenberrymw/Fix_ML_Doc_Estimator_Transformer_Param_Example and squashes the following commits:

6366e1f [Mike Dusenberry] Updating instances of model.extractParamMap to model.parent.extractParamMap, since the Params of the parent Estimator could possibly differ from thos of the Model.
d850e0e [Mike Dusenberry] Removing all references to "fittingParamMap" throughout Spark, since it has been removed.
0480304 [Mike Dusenberry] Updating the ML Doc "Estimator, Transformer, and Param" Java example to use model.extractParamMap() instead of model.fittingParamMap(), which no longer exists.
7d34939 [Mike Dusenberry] Updating ML Doc "Estimator, Transformer, and Param" example to use model.extractParamMap instead of model.fittingParamMap, which no longer exists.

The minimal change would be to disable shading of Guava in the module,
and rely on the transitive dependency from other libraries instead. But
since Guava's use is so localized, I think it's better to just not use
it instead, so I replaced that code and removed all traces of Guava from
the module's build.

Author: Marcelo Vanzin <vanzin@cloudera.com>

Closes #6555 from vanzin/SPARK-8015 and squashes the following commits:

c0ceea8 [Marcelo Vanzin] Add comments about dependency management.
c38228d [Marcelo Vanzin] Add guava dep in test scope.
b7a0349 [Marcelo Vanzin] Add libthrift exclusion.
6e0942d [Marcelo Vanzin] Add comment in pom.
2d79260 [Marcelo Vanzin] [SPARK-8015] [flume] Remove Guava dependency from flume-sink.

Author: Cheng Lian <lian@databricks.com>

Closes #6581 from liancheng/spark-8037 and squashes the following commits:

d08e97b [Cheng Lian] Ignores files whose name starts with dot in HadoopFsRelation

The new test uses CV to compare `maxIter=0` and `maxIter=1`, and validate on the evaluation result. jkbradley

Author: Xiangrui Meng <meng@databricks.com>

Closes #6572 from mengxr/SPARK-7432 and squashes the following commits:

c236bb8 [Xiangrui Meng] fix flacky cv doctest

add schema()/format()/options() for reader,  add mode()/format()/options()/partitionBy() for writer

cc rxin yhuai  pwendell

Author: Davies Liu <davies@databricks.com>

Closes #6578 from davies/readwrite and squashes the following commits:

720d293 [Davies Liu] address comments
b65dfa2 [Davies Liu] Update readwriter.py
1299ab6 [Davies Liu] make Python API consistent with Scala

[SPARK-8023][SQL] Add "deterministic" attribute to Expression to avoid collapsing nondeterministic projects.

This closes #6570.

Author: Yin Huai <yhuai@databricks.com>
Author: Reynold Xin <rxin@databricks.com>

Closes #6573 from rxin/deterministic and squashes the following commits:

356cd22 [Reynold Xin] Added unit test for the optimizer.
da3fde1 [Reynold Xin] Merge pull request #6570 from yhuai/SPARK-8023
da56200 [Yin Huai] Comments.
e38f264 [Yin Huai] Comment.
f9d6a73 [Yin Huai] Add a deterministic method to Expression.

[SPARK-8020] [SQL] Spark SQL conf in spark-defaults.conf make metadataHive get constructed too early

https://issues.apache.org/jira/browse/SPARK-8020

Author: Yin Huai <yhuai@databricks.com>

Closes #6571 from yhuai/SPARK-8020-1 and squashes the following commits:

0398f5b [Yin Huai] First populate the SQLConf and then construct executionHive and metadataHive.

cc yhuai

Author: Davies Liu <davies@databricks.com>

Closes #6558 from davies/decimalType and squashes the following commits:

c877ca8 [Davies Liu] Update ParquetConverter.scala
48cc57c [Davies Liu] Update ParquetConverter.scala
b43845c [Davies Liu] add test
3b4a94f [Davies Liu] DecimalType is not read back when non-native type exists

This PR adds a Java unit test and user guide for `StringIndexer`. I put it before `OneHotEncoder` because they are closely related. jkbradley

Author: Xiangrui Meng <meng@databricks.com>

Closes #6561 from mengxr/SPARK-7582 and squashes the following commits:

4bba4f1 [Xiangrui Meng] fix example
ba1cd1b [Xiangrui Meng] fix style
7fa18d1 [Xiangrui Meng] add user guide for StringIndexer
136cb93 [Xiangrui Meng] add a Java unit test for StringIndexer

[SPARK-7965] [SPARK-7972] [SQL] Handle expressions containing multiple window expressions and make parser match window frames in case insensitive way

JIRAs:
https://issues.apache.org/jira/browse/SPARK-7965
https://issues.apache.org/jira/browse/SPARK-7972

Author: Yin Huai <yhuai@databricks.com>

Closes #6524 from yhuai/7965-7972 and squashes the following commits:

c12c79c [Yin Huai] Add doc for returned value.
de64328 [Yin Huai] Address rxin's comments.
fc9b1ad [Yin Huai] wip
2996da4 [Yin Huai] scala style
20b65b7 [Yin Huai] Handle expressions containing multiple window expressions.
9568b21 [Yin Huai] case insensitive matches
41f633d [Yin Huai] Failed test case.

Scala `deprecated` annotation actually doesn't show up in JavaDoc.

Author: zsxwing <zsxwing@gmail.com>

Closes #6564 from zsxwing/SPARK-8025 and squashes the following commits:

2faa2bb [zsxwing] Add JavaDoc style deprecation for deprecated Streaming methods

This reverts commit 91f6be87.

https://issues.apache.org/jira/browse/SPARK-8020

Author: Yin Huai <yhuai@databricks.com>

Closes #6563 from yhuai/SPARK-8020 and squashes the following commits:

4e5addc [Yin Huai] style
bf766c6 [Yin Huai] Failed test.
0398f5b [Yin Huai] First populate the SQLConf and then construct executionHive and metadataHive.

Author: Reynold Xin <rxin@databricks.com>

Closes #6569 from rxin/freqItemsWarning and squashes the following commits:

7eec145 [Reynold Xin] [minor doc] Add exploratory data analysis warning for DataFrame.stat.freqItem API.

Also use that profile in create-release.sh

cc pwendell -- Note that this means that we need `knitr` and `roxygen` installed on the machines used for building the release. Let me know if you need help with that.

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

Closes #6567 from shivaram/SPARK-8027 and squashes the following commits:

8dc8ecf [Shivaram Venkataraman] Add maven profile to build R package docs Also use that profile in create-release.sh

Author: Reynold Xin <rxin@databricks.com>

Closes #6565 from rxin/alias and squashes the following commits:

286d880 [Reynold Xin] [SPARK-8026][SQL] Add Column.alias to Scala/Java DataFrame API

Author: Reynold Xin <rxin@databricks.com>

Closes #6566 from rxin/crosstab and squashes the following commits:

e0ace1c [Reynold Xin] [SPARK-7982][SQL] DataFrame.stat.crosstab should use 0 instead of null for pairs that don't appear

This prevents the spark.jars from being cleared while using `--packages` or `--jars`

cc pwendell davies brkyvz

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

Closes #6568 from shivaram/SPARK-8028 and squashes the following commits:

3a9cf1f [Shivaram Venkataraman] Use addJar instead of setJars in SparkR This prevents the spark.jars from being cleared

Currently if a bad log type if specified, then we get blank.
We should provide a more informative error message.

StreamingContext.start() can throw exception because DStream.validateAtStart() fails (say, checkpoint directory not set for StateDStream). But by then JobScheduler, JobGenerator, and ReceiverTracker has already started, along with their actors. But those cannot be shutdown because the only way to do that is call StreamingContext.stop() which cannot be called as the context has not been marked as ACTIVE.

The solution in this PR is to stop the internal scheduler if start throw exception, and mark the context as STOPPED.

Author: Tathagata Das <tathagata.das1565@gmail.com>

Closes #6559 from tdas/SPARK-7958 and squashes the following commits:

20b2ec1 [Tathagata Das] Added synchronized
790b617 [Tathagata Das] Handled exception in StreamingContext.start()

This PR adds a section in the user guide for `VectorAssembler` with code examples in Python/Java/Scala. It also adds a unit test in Java.

jkbradley

Author: Xiangrui Meng <meng@databricks.com>

Closes #6556 from mengxr/SPARK-7584 and squashes the following commits:

11313f6 [Xiangrui Meng] simplify Java example
0cd47f3 [Xiangrui Meng] update user guide
fd36292 [Xiangrui Meng] update Java unit test
ce61ca0 [Xiangrui Meng] add Java unit test for VectorAssembler
e399942 [Xiangrui Meng] scala/python example code

Increase the duration and timeout in streaming python tests.

Author: Davies Liu <davies@databricks.com>

Closes #6239 from davies/flaky_tests and squashes the following commits:

d6aee8f [Davies Liu] fix window tests
26317f7 [Davies Liu] Merge branch 'master' of github.com:apache/spark into flaky_tests
7947db6 [Davies Liu] fix streaming flaky tests

pwendell tdas

Author: Nishkam Ravi <nravi@cloudera.com>
Author: nishkamravi2 <nishkamravi@gmail.com>
Author: nravi <nravi@c1704.halxg.cloudera.com>

Closes #6544 from nishkamravi2/master_nravi and squashes the following commits:

46e8c03 [Nishkam Ravi] Slight modification to streaming docs

Also cut trailing whitespaces.

Author: Reynold Xin <rxin@databricks.com>

Closes #6548 from rxin/readme and squashes the following commits:

630efc3 [Reynold Xin] Update README to include DataFrames and zinc.

The origin code has several problems:
* `true <=> 1` will return false as we didn't set a rule to handle it.
* `true = a` where `a` is not `Literal` and its value is 1, will return false as we only handle literal values.

Author: Wenchen Fan <cloud0fan@outlook.com>

Closes #6505 from cloud-fan/tmp1 and squashes the following commits:

77f0f39 [Wenchen Fan] minor fix
b6401ba [Wenchen Fan] add type coercion for CaseKeyWhen and address comments
ebc8c61 [Wenchen Fan] use SQLTestUtils and If
625973c [Wenchen Fan] improve
9ba2130 [Wenchen Fan] address comments
fc0d741 [Wenchen Fan] fix style
2846a04 [Wenchen Fan] fix 7952

Author: Davies Liu <davies@databricks.com>

Closes #6532 from davies/decimal and squashes the following commits:

c7fcbce [Davies Liu] Update tests.py
1425359 [Davies Liu] DecimalType should not be singleton

(1) rules that we enforce.
(2) rules that we would like to enforce, but haven't cleaned up the codebase to
    turn on yet (or we need to make the scalastyle rule more configurable).
(3) rules that we don't want to enforce.

Author: Reynold Xin <rxin@databricks.com>

Closes #6543 from rxin/scalastyle and squashes the following commits:

beefaab [Reynold Xin] [SPARK-7986] Split scalastyle config into 3 sections.

PySpark SQL's `readerwriter` and `window` doctests weren't being run by our test runner script; this patch re-enables them.

Author: Josh Rosen <joshrosen@databricks.com>

Closes #6542 from JoshRosen/enable-more-pyspark-sql-tests and squashes the following commits:

9f46ce4 [Josh Rosen] Enable PySpark SQL readerwriter and window tests.

Author: Sun Rui <rui.sun@intel.com>

Closes #6183 from sun-rui/SPARK-7227 and squashes the following commits:

dd6f5b3 [Sun Rui] Rename readEnv() back to readMap(). Add alias na.omit() for dropna().
41cf725 [Sun Rui] [SPARK-7227][SPARKR] Support fillna / dropna in R DataFrame.

Author: Reynold Xin <rxin@databricks.com>

Closes #6541 from rxin/trailing-whitespace-on and squashes the following commits:

f72ebe4 [Reynold Xin] [SPARK-3850] Turn style checker on for trailing whitespaces.

add save load for examples:
KMeansModel
PowerIterationClusteringModel
Word2VecModel
IsotonicRegressionModel

Author: Yuhao Yang <hhbyyh@gmail.com>

Closes #6498 from hhbyyh/docSaveLoad and squashes the following commits:

7f9f06d [Yuhao Yang] add missing imports
c604cad [Yuhao Yang] Merge remote-tracking branch 'upstream/master' into docSaveLoad
1dd77cc [Yuhao Yang] update document with some missing save/load

Author: Reynold Xin <rxin@databricks.com>

Closes #6534 from rxin/whitespace-mllib and squashes the following commits:

38926e3 [Reynold Xin] [SPARK-3850] Trim trailing spaces for MLlib.

Add license for dagre-d3 and graphlib-dot

Author: zsxwing <zsxwing@gmail.com>

Closes #6539 from zsxwing/LICENSE and squashes the following commits:

82b0475 [zsxwing] Add license for dagre-d3 and graphlib-dot