spark-instrumented-optimizer/docs
Timothy Chen 53befacced [SPARK-5338] [MESOS] Add cluster mode support for Mesos
This patch adds the support for cluster mode to run on Mesos.
It introduces a new Mesos framework dedicated to launch new apps/drivers, and can be called with the spark-submit script and specifying --master flag to the cluster mode REST interface instead of Mesos master.

Example:
./bin/spark-submit --deploy-mode cluster --class org.apache.spark.examples.SparkPi --master mesos://10.0.0.206:8077 --executor-memory 1G --total-executor-cores 100 examples/target/spark-examples_2.10-1.3.0-SNAPSHOT.jar 30

Part of this patch is also to abstract the StandaloneRestServer so it can have different implementations of the REST endpoints.

Features of the cluster mode in this PR:
- Supports supervise mode where scheduler will keep trying to reschedule exited job.
- Adds a new UI for the cluster mode scheduler to see all the running jobs, finished jobs, and supervise jobs waiting to be retried
- Supports state persistence to ZK, so when the cluster scheduler fails over it can pick up all the queued and running jobs

Author: Timothy Chen <tnachen@gmail.com>
Author: Luc Bourlier <luc.bourlier@typesafe.com>

Closes #5144 from tnachen/mesos_cluster_mode and squashes the following commits:

069e946 [Timothy Chen] Fix rebase.
e24b512 [Timothy Chen] Persist submitted driver.
390c491 [Timothy Chen] Fix zk conf key for mesos zk engine.
e324ac1 [Timothy Chen] Fix merge.
fd5259d [Timothy Chen] Address review comments.
1553230 [Timothy Chen] Address review comments.
c6c6b73 [Timothy Chen] Pass spark properties to mesos cluster tasks.
f7d8046 [Timothy Chen] Change app name to spark cluster.
17f93a2 [Timothy Chen] Fix head of line blocking in scheduling drivers.
6ff8e5c [Timothy Chen] Address comments and add logging.
df355cd [Timothy Chen] Add metrics to mesos cluster scheduler.
20f7284 [Timothy Chen] Address review comments
7252612 [Timothy Chen] Fix tests.
a46ad66 [Timothy Chen] Allow zk cli param override.
920fc4b [Timothy Chen] Fix scala style issues.
862b5b5 [Timothy Chen] Support asking driver status when it's retrying.
7f214c2 [Timothy Chen] Fix RetryState visibility
e0f33f7 [Timothy Chen] Add supervise support and persist retries.
371ce65 [Timothy Chen] Handle cluster mode recovery and state persistence.
3d4dfa1 [Luc Bourlier] Adds support to kill submissions
febfaba [Timothy Chen] Bound the finished drivers in memory
543a98d [Timothy Chen] Schedule multiple jobs
6887e5e [Timothy Chen] Support looking at SPARK_EXECUTOR_URI env variable in schedulers
8ec76bc [Timothy Chen] Fix Mesos dispatcher UI.
d57d77d [Timothy Chen] Add documentation
825afa0 [Luc Bourlier] Supports more spark-submit parameters
b8e7181 [Luc Bourlier] Adds a shutdown latch to keep the deamon running
0fa7780 [Luc Bourlier] Launch task through the mesos scheduler
5b7a12b [Timothy Chen] WIP: Making a cluster mode a mesos framework.
4b2f5ef [Timothy Chen] Specify user jar in command to be replaced with local.
e775001 [Timothy Chen] Support fetching remote uris in driver runner.
7179495 [Timothy Chen] Change Driver page output and add logging
880bc27 [Timothy Chen] Add Mesos Cluster UI to display driver results
9986731 [Timothy Chen] Kill drivers when shutdown
67cbc18 [Timothy Chen] Rename StandaloneRestClient to RestClient and add sbin scripts
e3facdd [Timothy Chen] Add Mesos Cluster dispatcher
2015-04-28 13:33:57 -07:00
..
_layouts [SPARK-5654] Integrate SparkR 2015-04-08 22:45:40 -07:00
_plugins [SPARK-5654] Integrate SparkR 2015-04-08 22:45:40 -07:00
css [SPARK-1566] consolidate programming guide, and general doc updates 2014-05-30 00:34:33 -07:00
img [SPARK-6343] Doc driver-worker network reqs 2015-04-09 06:37:20 -04:00
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-6343] Doc driver-worker network reqs 2015-04-09 06:37:20 -04:00
configuration.md [SPARK-5932] [CORE] Use consistent naming for size properties 2015-04-28 12:18:55 -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 [SPARK-6510][GraphX]: Add Graph#minus method to act as Set#difference 2015-03-26 19:08:09 -07:00
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-4286] Add an external shuffle service that can be run as a daemon. 2015-04-28 12:08:18 -07:00
ml-guide.md [SPARK-6781] [SQL] use sqlContext in python shell 2015-04-08 13:31:45 -07:00
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-5987] [MLlib] Save/load for GaussianMixtureModels 2015-03-25 14:45:23 -07:00
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-6454 [DOCS] Fix links to pyspark api 2015-03-22 15:56:25 +00:00
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 [doc][mllib] Fix typo of the page title in Isotonic regression documents 2015-04-20 00:03:23 -04:00
mllib-linear-methods.md Fixed doc 2015-04-18 17:20:46 -07:00
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-4894][mllib] Added Bernoulli option to NaiveBayes model in mllib 2015-03-31 11:16:55 -07:00
mllib-optimization.md [SPARK-6336] LBFGS should document what convergenceTol means 2015-03-17 12:11:57 -07:00
mllib-statistics.md SPARK-6454 [DOCS] Fix links to pyspark api 2015-03-22 15:56:25 +00:00
monitoring.md [SPARK-5933] [core] Move config deprecation warnings to SparkConf. 2015-04-17 19:02:07 -07:00
programming-guide.md fixed doc 2015-04-20 13:11:21 -07:00
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-5654] Integrate SparkR 2015-04-08 22:45:40 -07:00
running-on-mesos.md [SPARK-5338] [MESOS] Add cluster mode support for Mesos 2015-04-28 13:33:57 -07:00
running-on-yarn.md [SPARK-2669] [yarn] Distribute client configuration to AM. 2015-04-17 14:21:51 -05:00
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 [SPARK-6552][Deploy][Doc]expose start-slave.sh to user and update outdated doc 2015-03-28 12:32:35 +00:00
sql-programming-guide.md [SPARK-7136][Docs] Spark SQL and DataFrame Guide fix example file and paths 2015-04-24 20:25:07 -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 [doc][streaming] Fixed broken link in mllib section 2015-04-20 13:46:55 -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-5932] [CORE] Use consistent naming for size properties 2015-04-28 12:18:55 -07:00

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.

knitr, devtools

SparkR documentation is written using roxygen2 and we use knitr, devtools to generate documentation. To install these packages you can run install.packages(c("knitr", "devtools")) from a R console.

API Docs (Scaladoc, Sphinx, roxygen2)

You can build just the Spark scaladoc by running build/sbt unidoc 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. The SparkR docs can be built by running SPARK_PROJECT_ROOT/R/create-docs.sh.

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 unidoc 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, Python, R API docs, run SKIP_API=1 jekyll.