spark-instrumented-optimizer/docs
MechCoder 25e271d9fb [SPARK-6025] [MLlib] Add helper method evaluateEachIteration to extract learning curve
Added evaluateEachIteration to allow the user to manually extract the error for each iteration of GradientBoosting. The internal optimisation can be dealt with later.

Author: MechCoder <manojkumarsivaraj334@gmail.com>

Closes #4906 from MechCoder/spark-6025 and squashes the following commits:

67146ab [MechCoder] Minor
352001f [MechCoder] Minor
6e8aa10 [MechCoder] Made the following changes Used mapPartition instead of map Refactored computeError and unpersisted broadcast variables
bc99ac6 [MechCoder] Refactor the method and stuff
dbda033 [MechCoder] [SPARK-6025] Add helper method evaluateEachIteration to extract learning curve
2015-03-20 17:14:09 -07:00
..
_layouts [SPARK-5310][Doc] Update SQL Programming Guide to include DataFrames. 2015-03-09 16:16:16 -07:00
_plugins [SPARK-4501][Core] - Create build/mvn to automatically download maven/zinc/scalac 2014-12-27 13:26:38 -08:00
css [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
img [SPARK-5879][MLLIB] update PIC user guide and add a Java example 2015-02-18 16:29:32 -08:00
js [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
_config.yml [SPARK-6371] [build] Update version to 1.4.0-SNAPSHOT. 2015-03-20 18:43:57 +00:00
api.md [SPARK-1439, SPARK-1440] Generate unified Scaladoc across projects and Javadocs 2014-04-21 21:57:40 -07:00
bagel-programming-guide.md [SPARK-5608] Improve SEO of Spark documentation pages 2015-02-05 11:12:50 -08:00
building-spark.md [docs] [SPARK-4820] Spark build encounters "File name too long" on some encrypted filesystems 2015-03-17 11:26:11 +00:00
cluster-overview.md [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
configuration.md [SPARK-6313] Add config option to disable file locks/fetchFile cache to ... 2015-03-17 09:33:11 -07:00
contributing-to-spark.md Work in progress: 2013-09-08 00:29:11 -07:00
ec2-scripts.md [SPARK-6402][DOC] - Remove some refererences to shark in docs and ec2 2015-03-19 08:02:06 -04:00
graphx-programming-guide.md aggregateMessages example in graphX doc 2015-03-02 10:15:32 -08:00
hadoop-third-party-distributions.md [SPARK-4501][Core] - Create build/mvn to automatically download maven/zinc/scalac 2014-12-27 13:26:38 -08:00
hardware-provisioning.md Change port from 3030 to 4040 2013-09-11 10:01:38 -07:00
index.md [SPARK-5310][Doc] Update SQL Programming Guide to include DataFrames. 2015-03-09 16:16:16 -07:00
java-programming-guide.md [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
job-scheduling.md [SPARK-6402][DOC] - Remove some refererences to shark in docs and ec2 2015-03-19 08:02:06 -04:00
ml-guide.md [SPARK-5867] [SPARK-5892] [doc] [ml] [mllib] Doc cleanups for 1.3 release 2015-02-20 02:31:32 -08:00
mllib-classification-regression.md [SPARK-5974] [SPARK-5980] [mllib] [python] [docs] Update ML guide with save/load, Python GBT 2015-02-25 16:13:17 -08:00
mllib-clustering.md [SPARK-5900][MLLIB] make PIC and FPGrowth Java-friendly 2015-02-19 18:06:16 -08:00
mllib-collaborative-filtering.md [SPARK-6053][MLLIB] support save/load in PySpark's ALS 2015-03-01 16:26:57 -08:00
mllib-data-types.md [SPARK-5958][MLLIB][DOC] update block matrix user guide 2015-02-23 22:08:44 -08:00
mllib-decision-tree.md [SPARK-6097][MLLIB] Support tree model save/load in PySpark/MLlib 2015-03-02 22:27:01 -08:00
mllib-dimensionality-reduction.md SPARK-1307 [DOCS] Don't use term 'standalone' to refer to a Spark Application 2014-10-14 21:37:51 -07:00
mllib-ensembles.md [SPARK-6025] [MLlib] Add helper method evaluateEachIteration to extract learning curve 2015-03-20 17:14:09 -07:00
mllib-feature-extraction.md [SPARK-5912] [docs] [mllib] Small fixes to ChiSqSelector docs 2015-02-23 16:15:57 -08:00
mllib-frequent-pattern-mining.md [SPARK-5900][MLLIB] make PIC and FPGrowth Java-friendly 2015-02-19 18:06:16 -08:00
mllib-guide.md [SPARK-6278][MLLIB] Mention the change of objective in linear regression 2015-03-13 10:27:28 -07:00
mllib-isotonic-regression.md [MLLIB][SPARK-5502] User guide for isotonic regression 2015-02-15 09:10:03 -08:00
mllib-linear-methods.md [SPARK-5537][MLlib][Docs] Add user guide for multinomial logistic regression 2015-03-02 22:37:12 -08:00
mllib-migration-guides.md [SPARK-5867] [SPARK-5892] [doc] [ml] [mllib] Doc cleanups for 1.3 release 2015-02-20 02:31:32 -08:00
mllib-naive-bayes.md [SPARK-6083] [MLLib] [DOC] Make Python API example consistent in NaiveBayes 2015-03-01 16:28:15 -08:00
mllib-optimization.md [SPARK-6336] LBFGS should document what convergenceTol means 2015-03-17 12:11:57 -07:00
mllib-statistics.md [SPARK-3964] [MLlib] [PySpark] add Hypothesis test Python API 2014-11-04 21:35:52 -08:00
monitoring.md Add a note for context termination for History server on Yarn 2015-02-26 14:20:30 -08:00
programming-guide.md SPARK-3642. Document the nuances of shared variables. 2015-03-11 13:22:05 +00:00
python-programming-guide.md [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
quick-start.md [SPARK-5608] Improve SEO of Spark documentation pages 2015-02-05 11:12:50 -08:00
README.md [SPARK-4501][Core] - Create build/mvn to automatically download maven/zinc/scalac 2014-12-27 13:26:38 -08:00
running-on-mesos.md [SPARK-6423][Mesos] MemoryUtils should use memoryOverhead if it's set 2015-03-20 19:14:35 +00:00
running-on-yarn.md SPARK-6085 Increase default value for memory overhead 2015-03-04 11:00:52 +00:00
scala-programming-guide.md [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
security.md [SPARK-5608] Improve SEO of Spark documentation pages 2015-02-05 11:12:50 -08:00
spark-standalone.md fix spark-6033, clarify the spark.worker.cleanup behavior in standalone mode 2015-02-26 23:06:34 -08:00
sql-programming-guide.md [SPARK-6383][SQL]Fixed compiler and errors in Dataframe examples 2015-03-17 18:50:19 -07:00
storage-openstack-swift.md [SPARK-938][doc] Add OpenStack Swift support 2014-09-07 20:56:04 -07:00
streaming-custom-receivers.md [SPARK-4806] Streaming doc update for 1.2 2014-12-11 06:21:23 -08:00
streaming-flume-integration.md [SPARK-6128][Streaming][Documentation] Updates to Spark Streaming Programming Guide 2015-03-11 18:48:21 -07:00
streaming-kafka-integration.md [SPARK-6128][Streaming][Documentation] Updates to Spark Streaming Programming Guide 2015-03-11 18:48:21 -07:00
streaming-kinesis-integration.md SPARK-3069 [DOCS] Build instructions in README are outdated 2014-09-16 09:18:03 -07:00
streaming-programming-guide.md [SPARK-6128][Streaming][Documentation] Updates to Spark Streaming Programming Guide 2015-03-11 18:48:21 -07:00
submitting-applications.md [SPARK-6426][Doc]User could also point the yarn cluster config directory via YARN_CONF_DI... 2015-03-20 18:42:18 +00:00
tuning.md [SPARK-5608] Improve SEO of Spark documentation pages 2015-02-05 11:12:50 -08:00

Welcome to the Spark documentation!

This readme will walk you through navigating and building the Spark documentation, which is included here with the Spark source code. You can also find documentation specific to release versions of Spark at http://spark.apache.org/documentation.html.

Read on to learn more about viewing documentation in plain text (i.e., markdown) or building the documentation yourself. Why build it yourself? So that you have the docs that corresponds to whichever version of Spark you currently have checked out of revision control.

Generating the Documentation HTML

We include the Spark documentation as part of the source (as opposed to using a hosted wiki, such as the github wiki, as the definitive documentation) to enable the documentation to evolve along with the source code and be captured by revision control (currently git). This way the code automatically includes the version of the documentation that is relevant regardless of which version or release you have checked out or downloaded.

In this directory you will find textfiles formatted using Markdown, with an ".md" suffix. You can read those text files directly if you want. Start with index.md.

The markdown code can be compiled to HTML using the Jekyll tool. Jekyll and a few dependencies must be installed for this to work. We recommend installing via the Ruby Gem dependency manager. Since the exact HTML output varies between versions of Jekyll and its dependencies, we list specific versions here in some cases:

$ sudo gem install jekyll
$ sudo gem install jekyll-redirect-from

Execute jekyll from the docs/ directory. Compiling the site with Jekyll will create a directory called _site containing index.html as well as the rest of the compiled files.

You can modify the default Jekyll build as follows:

# Skip generating API docs (which takes a while)
$ SKIP_API=1 jekyll build
# Serve content locally on port 4000
$ jekyll serve --watch
# Build the site with extra features used on the live page
$ PRODUCTION=1 jekyll build

Pygments

We also use pygments (http://pygments.org) for syntax highlighting in documentation markdown pages, so you will also need to install that (it requires Python) by running sudo pip install Pygments.

To mark a block of code in your markdown to be syntax highlighted by jekyll during the compile phase, use the following sytax:

{% highlight scala %}
// Your scala code goes here, you can replace scala with many other
// supported languages too.
{% endhighlight %}

Sphinx

We use Sphinx to generate Python API docs, so you will need to install it by running sudo pip install sphinx.

API Docs (Scaladoc and Sphinx)

You can build just the Spark scaladoc by running build/sbt doc from the SPARK_PROJECT_ROOT directory.

Similarly, you can build just the PySpark docs by running make html from the SPARK_PROJECT_ROOT/python/docs directory. Documentation is only generated for classes that are listed as public in __init__.py.

When you run jekyll in the docs directory, it will also copy over the scaladoc for the various Spark subprojects into the docs directory (and then also into the _site directory). We use a jekyll plugin to run build/sbt doc before building the site so if you haven't run it (recently) it may take some time as it generates all of the scaladoc. The jekyll plugin also generates the PySpark docs Sphinx.

NOTE: To skip the step of building and copying over the Scala and Python API docs, run SKIP_API=1 jekyll.