spark-instrumented-optimizer/docs
Dhruve Ashar fdd3bace1d [SPARK-22148][SPARK-15815][SCHEDULER] Acquire new executors to avoid hang because of blacklisting
## What changes were proposed in this pull request?
Every time a task is unschedulable because of the condition where no. of task failures < no. of executors available, we currently abort the taskSet - failing the job. This change tries to acquire new executors so that we can complete the job successfully. We try to acquire a new executor only when we can kill an existing idle executor. We fallback to the older implementation where we abort the job if we cannot find an idle executor.

## How was this patch tested?

I performed some manual tests to check and validate the behavior.

```scala
val rdd = sc.parallelize(Seq(1 to 10), 3)

import org.apache.spark.TaskContext

val mapped = rdd.mapPartitionsWithIndex ( (index, iterator) => { if (index == 2) { Thread.sleep(30 * 1000); val attemptNum = TaskContext.get.attemptNumber; if (attemptNum < 3) throw new Exception("Fail for blacklisting")};  iterator.toList.map (x => x + " -> " + index).iterator } )

mapped.collect
```

Closes #22288 from dhruve/bug/SPARK-22148.

Lead-authored-by: Dhruve Ashar <dhruveashar@gmail.com>
Co-authored-by: Dhruve Ashar <dhruve@users.noreply.github.com>
Co-authored-by: Tom Graves <tgraves@apache.org>
Signed-off-by: Thomas Graves <tgraves@apache.org>
2018-11-06 08:25:32 -06:00
..
_data [SPARK-25347][ML][DOC] Spark datasource for image/libsvm user guide 2018-10-25 23:03:16 +08:00
_includes [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
_layouts [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
_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-25754][DOC] Change CDN for MathJax 2018-10-17 06:52:00 -05:00
_config.yml [SPARK-25592] Setting version to 3.0.0-SNAPSHOT 2018-10-02 08:48:24 -07:00
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 [MINOR][DOC] Update the building doc to use Maven 3.5.4 and Java 8 only 2018-10-19 23:56:40 -07:00
cloud-integration.md [DOCS] Fix cloud-integration.md Typo 2018-08-16 16:48:51 -07:00
cluster-overview.md [SPARK-25909] fix documentation on cluster managers 2018-11-02 11:05:10 -05:00
configuration.md [SPARK-22148][SPARK-15815][SCHEDULER] Acquire new executors to avoid hang because of blacklisting 2018-11-06 08:25:32 -06:00
contributing-to-spark.md [DOCS][MINOR] Fix a few broken links and typos, and, nit, use HTTPS more consistently 2018-08-22 01:02:17 +08:00
graphx-programming-guide.md [DOC][MINOR] Fix minor error in the code of graphx guide 2018-10-20 10:32:09 -07:00
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-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
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-datasource.md [SPARK-25347][ML][DOC] Spark datasource for image/libsvm user guide 2018-10-25 23:03:16 +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 [SPARK-23231][ML][DOC] Add doc for string indexer ordering to user guide (also to RFormula guide) 2018-07-21 08:26:45 -05:00
ml-frequent-pattern-mining.md [SPARK-24207][R] add R API for PrefixSpan 2018-10-21 12:32:43 -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 [DOCS][MINOR] Fix a few broken links and typos, and, nit, use HTTPS more consistently 2018-08-22 01:02:17 +08:00
ml-pipeline.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
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 [DOCS] Fixed NDCG formula issues 2018-08-20 14:59:03 -05:00
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 [SPARK-25583][DOC] Add history-server related configuration in the documentation. 2018-10-02 08:05:09 -07:00
programming-guide.md [SPARK-21267][SS][DOCS] Update Structured Streaming Documentation 2017-07-06 17:28:20 -07:00
quick-start.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
rdd-programming-guide.md [SPARK-25568][CORE] Continue to update the remaining accumulators when failing to update one accumulator 2018-09-29 18:10:04 -07:00
README.md [SPARK-25273][DOC] How to install testthat 1.0.2 2018-08-30 20:25:26 +08:00
running-on-kubernetes.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
running-on-mesos.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
running-on-yarn.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
security.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
spark-standalone.md [SPARK-25023] Clarify Spark security documentation 2018-11-02 10:56:30 -05:00
sparkr.md [SPARK-16693][SPARKR] Remove methods deprecated 2018-10-27 15:11:29 -07:00
sql-data-sources-avro.md [SPARK-25819][SQL] Support parse mode option for the function from_avro 2018-10-26 11:39:38 +08:00
sql-data-sources-hive-tables.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources-jdbc.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources-json.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources-load-save-functions.md [SPARK-25656][SQL][DOC][EXAMPLE] Add a doc and examples about extra data source options 2018-10-23 12:41:20 -07:00
sql-data-sources-orc.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources-parquet.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources-troubleshooting.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-data-sources.md [SPARK-24499][SQL][DOC][FOLLOWUP] Fix some broken links 2018-10-19 23:55:19 -07:00
sql-distributed-sql-engine.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-getting-started.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-migration-guide-hive-compatibility.md [SPARK-25833][SQL][DOCS] Update migration guide for Hive view compatibility 2018-10-30 23:05:31 -07:00
sql-migration-guide-upgrade.md [MINOR] Fix typos and misspellings 2018-11-05 17:34:23 -06:00
sql-migration-guide.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
sql-performance-tuning.md [SPARK-24499][SQL][DOC][FOLLOW-UP] Fix spelling in doc 2018-10-23 12:19:31 +08:00
sql-programming-guide.md [SPARK-24499][SQL][DOC][FOLLOWUP] Fix some broken links 2018-10-19 23:55:19 -07:00
sql-pyspark-pandas-with-arrow.md [SPARK-25179][PYTHON][DOCS] Document BinaryType support in Arrow conversion 2018-10-28 23:01:35 -07:00
sql-reference.md [SPARK-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -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-25598][STREAMING][BUILD][TEST-MAVEN] Remove flume connector in Spark 3 2018-10-11 14:28:06 -07:00
streaming-kafka-0-10-integration.md [SPARK-25705][BUILD][STREAMING][TEST-MAVEN] Remove Kafka 0.8 integration 2018-10-16 09:10:24 -05:00
streaming-kafka-integration.md [SPARK-25705][BUILD][STREAMING][TEST-MAVEN] Remove Kafka 0.8 integration 2018-10-16 09:10:24 -05:00
streaming-kinesis-integration.md [DOCS][MINOR] Fix a few broken links and typos, and, nit, use HTTPS more consistently 2018-08-22 01:02:17 +08:00
streaming-programming-guide.md [SPARK-25705][BUILD][STREAMING][TEST-MAVEN] Remove Kafka 0.8 integration 2018-10-16 09:10:24 -05:00
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-24499][SQL][DOC] Split the page of sql-programming-guide.html to multiple separate pages 2018-10-18 11:59:06 -07:00
submitting-applications.md [MINOR][DOC] Fix some typos and grammar issues 2018-04-06 13:37:08 +08:00
tuning.md [SPARK-19550][DOC][FOLLOW-UP] Update tuning.md to use JDK8 2018-09-18 10:38:55 -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 https://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", "rmarkdown"), repos="http://cran.stat.ucla.edu/")'
$ sudo Rscript -e 'devtools::install_version("roxygen2", version = "5.0.1", repos="http://cran.stat.ucla.edu/")'
$ sudo Rscript -e 'devtools::install_version("testthat", version = "1.0.2", 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.