spark-instrumented-optimizer/docs
Huangweizhe ebe9e28488 [SPARK-24628][DOC] Typos of the example code in docs/mllib-data-types.md
## What changes were proposed in this pull request?

The example wants to create a dense matrix ((1.0, 2.0), (3.0, 4.0), (5.0, 6.0)), but the list is given as [1, 2, 3, 4, 5, 6]. Now it is changed as [1, 3, 5, 2, 4, 6].

And the example wants to create an RDD of coordinate entries like:
entries = sc.parallelize([(0, 0, 1.2), (1, 0, 2.1), (2, 1, 3.7)]).
However, it is done with the MatrixEntry class like:
entries = sc.parallelize([MatrixEntry(0, 0, 1.2), MatrixEntry(1, 0, 2.1), MatrixEntry(6, 1, 3.7)]),
where the third MatrixEntry has a different row index.
Now it is changed as MatrixEntry(2, 1, 3.7).

## How was this patch tested?

This is trivial enough that it should not affect tests.

Author: Weizhe Huang <huangweizhebbdservice.com>

Please review http://spark.apache.org/contributing.html before opening a pull request.

Author: Huangweizhe <huangweizhe@bbdservice.com>

Closes #21612 from huangweizhe123/my_change.
2018-07-18 09:45:56 -05:00
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_data [SPARK-20505][ML] Add docs and examples for ml.stat.Correlation and ml.stat.ChiSquareTest. 2017-05-18 11:54:09 +08:00
_includes [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
_layouts [SPARK-22648][K8S] Spark on Kubernetes - Documentation 2017-12-21 17:21:11 -08:00
_plugins [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
css [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
img [SPARK-22648][K8S] Spark on Kubernetes - Documentation 2017-12-21 17:21:11 -08:00
js [SPARK-19402][DOCS] Support LaTex inline formula correctly and fix warnings in Scala/Java APIs generation 2017-02-01 13:26:16 +00:00
_config.yml [SPARK-23028] Bump master branch version to 2.4.0-SNAPSHOT 2018-01-13 00:37:59 +08:00
api.md [SPARK-21485][SQL][DOCS] Spark SQL documentation generation for built-in functions 2017-07-26 09:38:51 -07:00
building-spark.md [SPARK-23776][DOC] Update instructions for running PySpark after building with SBT 2018-06-26 09:48:15 +08:00
cloud-integration.md Fix minor typo in docs/cloud-integration.md 2018-06-25 16:23:23 +08:00
cluster-overview.md [SPARK-23104][K8S][DOCS] Changes to Kubernetes scheduler documentation 2018-01-19 10:23:13 -08:00
configuration.md [SPARK-24215][PYSPARK][FOLLOW UP] Implement eager evaluation for DataFrame APIs in PySpark 2018-06-27 10:43:06 -07:00
contributing-to-spark.md [SPARK-18073][DOCS][WIP] Migrate wiki to spark.apache.org web site 2016-11-23 11:25:47 +00:00
graphx-programming-guide.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
hadoop-provided.md [SPARK-6511] [docs] Fix example command in hadoop-provided docs. 2015-06-11 15:29:03 -07:00
hardware-provisioning.md [SPARK-19660][CORE][SQL] Replace the configuration property names that are deprecated in the version of Hadoop 2.6 2017-02-28 10:13:42 +00:00
index.md [SPARK-22648][K8S] Spark on Kubernetes - Documentation 2017-12-21 17:21:11 -08:00
job-scheduling.md [SPARK-20220][DOCS] Documentation Add thrift scheduling pool config to scheduling docs 2018-07-17 09:22:16 +08:00
ml-advanced.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
ml-ann.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
ml-classification-regression.md [MINOR][ML][DOC] Improved Naive Bayes user guide explanation 2018-05-09 10:34:57 -07:00
ml-clustering.md [SPARK-19386][SPARKR][DOC] Bisecting k-means in SparkR documentation 2017-02-03 12:19:47 -08:00
ml-collaborative-filtering.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
ml-decision-tree.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
ml-ensembles.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
ml-features.md Doc fix: The Imputer is an Estimator 2018-07-15 17:08:26 -05:00
ml-frequent-pattern-mining.md [SPARK-19791][ML] Add doc and example for fpgrowth 2017-04-29 10:51:45 -07:00
ml-guide.md [MINOR][DOC] Fix a few markdown typos 2018-04-03 09:36:44 +08:00
ml-linear-methods.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
ml-migration-guides.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
ml-pipeline.md [SPARK-23154][ML][DOC] Document backwards compatibility guarantees for ML persistence 2018-02-13 11:18:45 -08:00
ml-statistics.md [SPARK-23254][ML] Add user guide entry and example for DataFrame multivariate summary 2018-07-11 13:56:09 -05:00
ml-survival-regression.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
ml-tuning.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-classification-regression.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
mllib-clustering.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-collaborative-filtering.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-data-types.md [SPARK-24628][DOC] Typos of the example code in docs/mllib-data-types.md 2018-07-18 09:45:56 -05:00
mllib-decision-tree.md [MINOR][DOC] Fix the link of 'Getting Started' 2017-12-17 10:52:01 -06:00
mllib-dimensionality-reduction.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-ensembles.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
mllib-evaluation-metrics.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-feature-extraction.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-frequent-pattern-mining.md [MINOR][DOCS] s/It take/It takes/g 2017-12-31 15:38:10 -06:00
mllib-guide.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
mllib-isotonic-regression.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-linear-methods.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-migration-guides.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
mllib-naive-bayes.md [SPARK-14817][ML][MLLIB][DOC] Made DataFrame-based API primary in MLlib guide 2016-07-15 13:38:23 -07:00
mllib-optimization.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
mllib-pmml-model-export.md [MINOR][DOC] Fix a few markdown typos 2018-04-03 09:36:44 +08:00
mllib-statistics.md [SPARK-19550][BUILD][CORE][WIP] Remove Java 7 support 2017-02-16 12:32:45 +00:00
monitoring.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
programming-guide.md [SPARK-21267][SS][DOCS] Update Structured Streaming Documentation 2017-07-06 17:28:20 -07:00
quick-start.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
rdd-programming-guide.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
README.md [MINOR][DOCS] Fix R documentation generation instruction for roxygen2 2018-04-11 19:44:01 +08:00
running-on-kubernetes.md [SPARK-23529][K8S] Support mounting volumes 2018-07-10 22:53:44 -07:00
running-on-mesos.md [SPARK-24326][MESOS] add support for local:// scheme for the app jar 2018-05-31 21:25:45 -07:00
running-on-yarn.md [SPARK-24646][CORE] Minor change to spark.yarn.dist.forceDownloadSchemes to support wildcard '*' 2018-07-09 10:21:40 +08:00
security.md [SPARK-24518][CORE] Using Hadoop credential provider API to store password 2018-06-22 10:14:12 -07:00
spark-standalone.md [SPARK-24340][CORE] Clean up non-shuffle disk block manager files following executor exits on a Standalone cluster 2018-06-01 13:46:05 -07:00
sparkr.md [SPARK-23291][SPARK-23291][R][FOLLOWUP] Update SparkR migration note for 2018-05-07 14:52:14 -07:00
sql-programming-guide.md [SPARK-24675][SQL] Rename table: validate existence of new location 2018-07-05 09:25:19 -07:00
storage-openstack-swift.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
streaming-custom-receivers.md [SPARK-21508][DOC] Fix example code provided in Spark Streaming Documentation 2017-07-29 13:26:10 +01:00
streaming-flume-integration.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
streaming-kafka-0-8-integration.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
streaming-kafka-0-10-integration.md [SPARK-19185][DSTREAM] Make Kafka consumer cache configurable 2017-06-08 09:55:43 -07:00
streaming-kafka-integration.md [SPARK-21893][BUILD][STREAMING][WIP] Put Kafka 0.8 behind a profile 2017-09-13 10:10:40 +01:00
streaming-kinesis-integration.md [SPARK-20855][Docs][DStream] Update the Spark kinesis docs to use the KinesisInputDStream builder instead of deprecated KinesisUtils 2017-07-25 08:27:03 +01:00
streaming-programming-guide.md [SPARK-24507][DOCUMENTATION] Update streaming guide 2018-07-02 22:39:00 +08:00
structured-streaming-kafka-integration.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
structured-streaming-programming-guide.md [SPARK-24520] Double braces in documentations 2018-06-11 17:12:33 -05:00
submitting-applications.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
tuning.md [SPARK-24134][DOCS] A missing full-stop in doc "Tuning Spark". 2018-06-11 17:13:11 -05:00

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 correspond to whichever version of Spark you currently have checked out of revision control.

Prerequisites

The Spark documentation build uses a number of tools to build HTML docs and API docs in Scala, Java, Python, R and SQL.

You need to have Ruby and Python installed. Also install the following libraries:

$ sudo gem install jekyll jekyll-redirect-from pygments.rb
$ sudo pip install Pygments
# Following is needed only for generating API docs
$ sudo pip install sphinx pypandoc mkdocs
$ sudo Rscript -e 'install.packages(c("knitr", "devtools", "testthat", "rmarkdown"), repos="http://cran.stat.ucla.edu/")'
$ sudo Rscript -e 'devtools::install_version("roxygen2", version = "5.0.1", repos="http://cran.stat.ucla.edu/")'

Note: If you are on a system with both Ruby 1.9 and Ruby 2.0 you may need to replace gem with gem2.0.

Note: Other versions of roxygen2 might work in SparkR documentation generation but RoxygenNote field in $SPARK_HOME/R/pkg/DESCRIPTION is 5.0.1, which is updated if the version is mismatched.

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 text files formatted using Markdown, with an ".md" suffix. You can read those text files directly if you want. Start with index.md.

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

$ cd docs
$ jekyll build

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

API Docs (Scaladoc, Javadoc, Sphinx, roxygen2, MkDocs)

You can build just the Spark scaladoc and javadoc by running build/sbt unidoc from the $SPARK_HOME directory.

Similarly, you can build just the PySpark docs by running make html from the $SPARK_HOME/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_HOME/R/create-docs.sh, and the SQL docs can be built by running $SPARK_HOME/sql/create-docs.sh after building Spark first.

When you run jekyll build in the docs directory, it will also copy over the scaladoc and javadoc 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 and javadoc using Unidoc. The jekyll plugin also generates the PySpark docs using Sphinx, SparkR docs using roxygen2 and SQL docs using MkDocs.

NOTE: To skip the step of building and copying over the Scala, Java, Python, R and SQL API docs, run SKIP_API=1 jekyll build. In addition, SKIP_SCALADOC=1, SKIP_PYTHONDOC=1, SKIP_RDOC=1 and SKIP_SQLDOC=1 can be used to skip a single step of the corresponding language. SKIP_SCALADOC indicates skipping both the Scala and Java docs.