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* [SPARK-11476][DOCS] Incorrect function referred to in MLib Random data ↵Sean Owen2015-11-081-1/+1
| | | | | | | | | | generation documentation Fix Python example to use normalRDD as advertised Author: Sean Owen <sowen@cloudera.com> Closes #9529 from srowen/SPARK-11476.
* [MINOR][ML][DOC] Rename weights to coefficients in user guideYanbo Liang2015-11-051-12/+12
| | | | | | | | We should use ```coefficients``` rather than ```weights``` in user guide that freshman can get the right conventional name at the outset. mengxr vectorijk Author: Yanbo Liang <ybliang8@gmail.com> Closes #9493 from yanboliang/docs-coefficients.
* [SPARK-11491] Update build to use Scala 2.10.5Josh Rosen2015-11-041-1/+1
| | | | | | | | Spark should build against Scala 2.10.5, since that includes a fix for Scaladoc that will fix doc snapshot publishing: https://issues.scala-lang.org/browse/SI-8479 Author: Josh Rosen <joshrosen@databricks.com> Closes #9450 from JoshRosen/upgrade-to-scala-2.10.5.
* [SPARK-11197][SQL] add doc for run SQL on files directlyWenchen Fan2015-11-041-0/+38
| | | | | | Author: Wenchen Fan <wenchen@databricks.com> Closes #9467 from cloud-fan/doc.
* [SPARK-11443] Reserve space linesXusen Yin2015-11-041-1/+1
| | | | | | | | The trim_codeblock(lines) function in include_example.rb removes some blank lines in the code. Author: Xusen Yin <yinxusen@gmail.com> Closes #9400 from yinxusen/SPARK-11443.
* [SPARK-11380][DOCS] Replace example code in mllib-frequent-pattern-mining.md ↵Pravin Gadakh2015-11-041-161/+7
| | | | | | | | | using include_example Author: Pravin Gadakh <pravingadakh177@gmail.com> Author: Pravin Gadakh <prgadakh@in.ibm.com> Closes #9340 from pravingadakh/SPARK-11380.
* [DOC] Missing link to R DataFrame API doclewuathe2015-11-031-1/+1
| | | | | | | Author: lewuathe <lewuathe@me.com> Author: Lewuathe <lewuathe@me.com> Closes #9394 from Lewuathe/missing-link-to-R-dataframe.
* [SPARK-11407][SPARKR] Add doc for running from RStudiofelixcheung2015-11-031-3/+43
| | | | | | | | | | ![image](https://cloud.githubusercontent.com/assets/8969467/10871746/612ba44a-80a4-11e5-99a0-40b9931dee52.png) (This is without css, but you get the idea) shivaram Author: felixcheung <felixcheung_m@hotmail.com> Closes #9401 from felixcheung/rstudioprogrammingguide.
* [SPARK-11383][DOCS] Replaced example code in ↵Rishabh Bhardwaj2015-11-022-207/+6
| | | | | | | | | | | mllib-naive-bayes.md/mllib-isotonic-regression.md using include_example I have made the required changes in mllib-naive-bayes.md/mllib-isotonic-regression.md and also verified them. Kindle Review it. Author: Rishabh Bhardwaj <rbnext29@gmail.com> Closes #9353 from rishabhbhardwaj/SPARK-11383.
* [SPARK-11305][DOCS] Remove Third-Party Hadoop Distributions Doc PageSean Owen2015-11-015-125/+18
| | | | | | | | | | Remove Hadoop third party distro page, and move Hadoop cluster config info to configuration page CC pwendell Author: Sean Owen <sowen@cloudera.com> Closes #9298 from srowen/SPARK-11305.
* [SPARK-11340][SPARKR] Support setting driver properties when starting Spark ↵felixcheung2015-10-301-8/+20
| | | | | | | | | | | | | from R programmatically or from RStudio Mapping spark.driver.memory from sparkEnvir to spark-submit commandline arguments. shivaram suggested that we possibly add other spark.driver.* properties - do we want to add all of those? I thought those could be set in SparkConf? sun-rui Author: felixcheung <felixcheung_m@hotmail.com> Closes #9290 from felixcheung/rdrivermem.
* [SPARK-11318] Include hive profile in make-distribution.sh commandtedyu2015-10-291-1/+1
| | | | | | Author: tedyu <yuzhihong@gmail.com> Closes #9281 from tedyu/master.
* Typo in mllib-evaluation-metrics.mdMageswaran.D2015-10-281-2/+2
| | | | | | | | Recall by threshold snippet was using "precisionByThreshold" Author: Mageswaran.D <mageswaran1989@gmail.com> Closes #9333 from Mageswaran1989/Typo_in_mllib-evaluation-metrics.md.
* [SPARK-11297] Add new code tagsXusen Yin2015-10-261-0/+4
| | | | | | | | | | mengxr https://issues.apache.org/jira/browse/SPARK-11297 Add new code tags to hold the same look and feel with previous documents. Author: Xusen Yin <yinxusen@gmail.com> Closes #9265 from yinxusen/SPARK-11297.
* [SPARK-11289][DOC] Substitute code examples in ML features extractors with ↵Xusen Yin2015-10-261-209/+8
| | | | | | | | | | | | include_example mengxr https://issues.apache.org/jira/browse/SPARK-11289 I make some changes in ML feature extractors. I.e. TF-IDF, Word2Vec, and CountVectorizer. I add new example code in spark/examples, hope it is the right place to add those examples. Author: Xusen Yin <yinxusen@gmail.com> Closes #9266 from yinxusen/SPARK-11289.
* [SPARK-11299][DOC] Fix link to Scala DataFrame Functions referenceJosh Rosen2015-10-251-1/+1
| | | | | | | | The SQL programming guide's link to the DataFrame functions reference points to the wrong location; this patch fixes that. Author: Josh Rosen <joshrosen@databricks.com> Closes #9269 from JoshRosen/SPARK-11299.
* [SPARK-10971][SPARKR] RRunner should allow setting path to Rscript.Sun Rui2015-10-231-0/+18
| | | | | | | | | | | | | | | | | Add a new spark conf option "spark.sparkr.r.driver.command" to specify the executable for an R script in client modes. The existing spark conf option "spark.sparkr.r.command" is used to specify the executable for an R script in cluster modes for both driver and workers. See also [launch R worker script](https://github.com/apache/spark/blob/master/core/src/main/scala/org/apache/spark/api/r/RRDD.scala#L395). BTW, [envrionment variable "SPARKR_DRIVER_R"](https://github.com/apache/spark/blob/master/launcher/src/main/java/org/apache/spark/launcher/SparkSubmitCommandBuilder.java#L275) is used to locate R shell on the local host. For your information, PYSPARK has two environment variables serving simliar purpose: PYSPARK_PYTHON Python binary executable to use for PySpark in both driver and workers (default is `python`). PYSPARK_DRIVER_PYTHON Python binary executable to use for PySpark in driver only (default is PYSPARK_PYTHON). pySpark use the code [here](https://github.com/apache/spark/blob/master/core/src/main/scala/org/apache/spark/deploy/PythonRunner.scala#L41) to determine the python executable for a python script. Author: Sun Rui <rui.sun@intel.com> Closes #9179 from sun-rui/SPARK-10971.
* [SPARK-10382] Make example code in user guide testableXusen Yin2015-10-231-0/+96
| | | | | | | | | | A POC code for making example code in user guide testable. mengxr We still need to talk about the labels in code. Author: Xusen Yin <yinxusen@gmail.com> Closes #9109 from yinxusen/SPARK-10382.
* Fix typo "Received" to "Receiver" in streaming-kafka-integration.mdRohan Bhanderi2015-10-231-1/+1
| | | | | | | | Removed typo on line 8 in markdown : "Received" -> "Receiver" Author: Rohan Bhanderi <rohan.bhanderi@sjsu.edu> Closes #9242 from RohanBhanderi/patch-1.
* [SPARK-10708] Consolidate sort shuffle implementationsJosh Rosen2015-10-221-5/+2
| | | | | | | | There's a lot of duplication between SortShuffleManager and UnsafeShuffleManager. Given that these now provide the same set of functionality, now that UnsafeShuffleManager supports large records, I think that we should replace SortShuffleManager's serialized shuffle implementation with UnsafeShuffleManager's and should merge the two managers together. Author: Josh Rosen <joshrosen@databricks.com> Closes #8829 from JoshRosen/consolidate-sort-shuffle-implementations.
* [SPARK-11105] [YARN] Distribute log4j.properties to executorsvundela2015-10-201-1/+4
| | | | | | | | | | | Currently log4j.properties file is not uploaded to executor's which is leading them to use the default values. This fix will make sure that file is always uploaded to distributed cache so that executor will use the latest settings. If user specifies log configurations through --files then executors will be picking configs from --files instead of $SPARK_CONF_DIR/log4j.properties Author: vundela <vsr@cloudera.com> Author: Srinivasa Reddy Vundela <vsr@cloudera.com> Closes #9118 from vundela/master.
* [SPARK-11174] [DOCS] Fix typo in the GraphX programming guideLukasz Piepiora2015-10-181-1/+1
| | | | | | | | This patch fixes a small typo in the GraphX programming guide Author: Lukasz Piepiora <lpiepiora@gmail.com> Closes #9160 from lpiepiora/11174-fix-typo-in-graphx-programming-guide.
* fix typo bellow -> belowBritta Weber2015-10-152-3/+3
| | | | | | Author: Britta Weber <britta.weber@elasticsearch.com> Closes #9136 from brwe/typo-bellow.
* [SPARK-11039][Documentation][Web UI] Document additional ui configurationsNick Pritchard2015-10-151-0/+14
| | | | | | | | | | Add documentation for configuration: - spark.sql.ui.retainedExecutions - spark.streaming.ui.retainedBatches Author: Nick Pritchard <nicholas.pritchard@falkonry.com> Closes #9052 from pnpritchard/SPARK-11039.
* [SPARK-10983] Unified memory managerAndrew Or2015-10-131-29/+70
| | | | | | | | | | | | | | | | This patch unifies the memory management of the storage and execution regions such that either side can borrow memory from each other. When memory pressure arises, storage will be evicted in favor of execution. To avoid regressions in cases where storage is crucial, we dynamically allocate a fraction of space for storage that execution cannot evict. Several configurations are introduced: - **spark.memory.fraction (default 0.75)**: ​fraction of the heap space used for execution and storage. The lower this is, the more frequently spills and cached data eviction occur. The purpose of this config is to set aside memory for internal metadata, user data structures, and imprecise size estimation in the case of sparse, unusually large records. - **spark.memory.storageFraction (default 0.5)**: size of the storage region within the space set aside by `s​park.memory.fraction`. ​Cached data may only be evicted if total storage exceeds this region. - **spark.memory.useLegacyMode (default false)**: whether to use the memory management that existed in Spark 1.5 and before. This is mainly for backward compatibility. For a detailed description of the design, see [SPARK-10000](https://issues.apache.org/jira/browse/SPARK-10000). This patch builds on top of the `MemoryManager` interface introduced in #9000. Author: Andrew Or <andrew@databricks.com> Closes #9084 from andrewor14/unified-memory-manager.
* [SPARK-10739] [YARN] Add application attempt window for Spark on Yarnjerryshao2015-10-121-0/+9
| | | | | | | | | | | | | Add application attempt window for Spark on Yarn to ignore old out of window failures, this is useful for long running applications to recover from failures. Author: jerryshao <sshao@hortonworks.com> Closes #8857 from jerryshao/SPARK-10739 and squashes the following commits: 36eabdc [jerryshao] change the doc 7f9b77d [jerryshao] Style change 1c9afd0 [jerryshao] Address the comments caca695 [jerryshao] Add application attempt window for Spark on Yarn
* [SPARK-11056] Improve documentation of SBT build.Kay Ousterhout2015-10-121-0/+5
| | | | | | | | | | | | | | This commit improves the documentation around building Spark to (1) recommend using SBT interactive mode to avoid the overhead of launching SBT and (2) refer to the wiki page that documents using SPARK_PREPEND_CLASSES to avoid creating the assembly jar for each compile. cc srowen Author: Kay Ousterhout <kayousterhout@gmail.com> Closes #9068 from kayousterhout/SPARK-11056.
* [SPARK-10883] Add a note about how to build Spark sub-modules (reactor)Jean-Baptiste Onofré2015-10-081-0/+11
| | | | | | Author: Jean-Baptiste Onofré <jbonofre@apache.org> Closes #8993 from jbonofre/SPARK-10883-2.
* Akka framesize units should be specifiedadmackin2015-10-081-1/+1
| | | | | | | | 1.4 docs noted that the units were MB - i have assumed this is still the case Author: admackin <admackin@users.noreply.github.com> Closes #9025 from admackin/master.
* [SPARK-10669] [DOCS] Link to each language's API in codetabs in ML docs: ↵Xin Ren2015-10-0715-30/+274
| | | | | | | | | | | | | spark.mllib In the Markdown docs for the spark.mllib Programming Guide, we have code examples with codetabs for each language. We should link to each language's API docs within the corresponding codetab, but we are inconsistent about this. For an example of what we want to do, see the "ChiSqSelector" section in https://github.com/apache/spark/blob/64743870f23bffb8d96dcc8a0181c1452782a151/docs/mllib-feature-extraction.md This JIRA is just for spark.mllib, not spark.ml. Please let me know if more work is needed, thanks a lot. Author: Xin Ren <iamshrek@126.com> Closes #8977 from keypointt/SPARK-10669.
* [SPARK-9570] [DOCS] Consistent recommendation for submitting spark apps to ↵Sean Owen2015-10-043-26/+33
| | | | | | | | | | | | YARN, -master yarn --deploy-mode x vs -master yarn-x'. Recommend `--master yarn --deploy-mode {cluster,client}` consistently in docs. Follow-on to https://github.com/apache/spark/pull/8385 CC nssalian Author: Sean Owen <sowen@cloudera.com> Closes #8968 from srowen/SPARK-9570.
* [SPARK-10670] [ML] [Doc] add api reference for ml docYuhao Yang2015-09-281-64/+195
| | | | | | | | | | jira: https://issues.apache.org/jira/browse/SPARK-10670 In the Markdown docs for the spark.ml Programming Guide, we have code examples with codetabs for each language. We should link to each language's API docs within the corresponding codetab, but we are inconsistent about this. For an example of what we want to do, see the "Word2Vec" section in https://github.com/apache/spark/blob/64743870f23bffb8d96dcc8a0181c1452782a151/docs/ml-features.md This JIRA is just for spark.ml, not spark.mllib Author: Yuhao Yang <hhbyyh@gmail.com> Closes #8901 from hhbyyh/docAPI.
* Fix two mistakes in programming-guide pageDavid Martin2015-09-281-2/+2
| | | | | | | | | seperate -> separate sees -> see Author: David Martin <dmartinpro@users.noreply.github.com> Closes #8928 from dmartinpro/patch-1.
* add doc for spark.streaming.stopGracefullyOnShutdownBin Wang2015-09-271-0/+8
| | | | | | Author: Bin Wang <wbin00@gmail.com> Closes #8898 from wb14123/doc.
* [SPARK-10663] Removed unnecessary invocation of DataFrame.toDF method.Matt Hagen2015-09-221-1/+1
| | | | | | | | | | | | The Scala example under the "Example: Pipeline" heading in this document initializes the "test" variable to a DataFrame. Because test is already a DF, there is not need to call test.toDF as the example does in a subsequent line: model.transform(test.toDF). So, I removed the extraneous toDF invocation. Author: Matt Hagen <anonz3000@gmail.com> Closes #8875 from hagenhaus/SPARK-10663.
* [SPARK-10695] [DOCUMENTATION] [MESOS] Fixing incorrect value informati…Akash Mishra2015-09-221-2/+2
| | | | | | | | …on for spark.mesos.constraints parameter. Author: Akash Mishra <akash.mishra20@gmail.com> Closes #8816 from SleepyThread/constraint-fix.
* [SPARK-10676] [DOCS] Add documentation for SASL encryption options.Marcelo Vanzin2015-09-212-2/+36
| | | | | | Author: Marcelo Vanzin <vanzin@cloudera.com> Closes #8803 from vanzin/SPARK-10676.
* [SPARK-10662] [DOCS] Code snippets are not properly formatted in tablesJacek Laskowski2015-09-216-170/+171
| | | | | | | | | | * Backticks are processed properly in Spark Properties table * Removed unnecessary spaces * See http://people.apache.org/~pwendell/spark-nightly/spark-master-docs/latest/running-on-yarn.html Author: Jacek Laskowski <jacek.laskowski@deepsense.io> Closes #8795 from jaceklaskowski/docs-yarn-formatting.
* [SPARK-10710] Remove ability to disable spilling in core and SQLJosh Rosen2015-09-192-18/+3
| | | | | | | | | | It does not make much sense to set `spark.shuffle.spill` or `spark.sql.planner.externalSort` to false: I believe that these configurations were initially added as "escape hatches" to guard against bugs in the external operators, but these operators are now mature and well-tested. In addition, these configurations are not handled in a consistent way anymore: SQL's Tungsten codepath ignores these configurations and will continue to use spilling operators. Similarly, Spark Core's `tungsten-sort` shuffle manager does not respect `spark.shuffle.spill=false`. This pull request removes these configurations, adds warnings at the appropriate places, and deletes a large amount of code which was only used in code paths that did not support spilling. Author: Josh Rosen <joshrosen@databricks.com> Closes #8831 from JoshRosen/remove-ability-to-disable-spilling.
* Fixed links to the APIAlexis Seigneurin2015-09-191-4/+4
| | | | | | | | Submitting this change on the master branch as requested in https://github.com/apache/spark/pull/8819#issuecomment-141505941 Author: Alexis Seigneurin <alexis.seigneurin@gmail.com> Closes #8838 from aseigneurin/patch-2.
* [SPARK-10584] [SQL] [DOC] Documentation about the compatible Hive version is ↵Kousuke Saruta2015-09-191-3/+5
| | | | | | | | | | | | wrong. In Spark 1.5.0, Spark SQL is compatible with Hive 0.12.0 through 1.2.1 but the documentation is wrong. /CC yhuai Author: Kousuke Saruta <sarutak@oss.nttdata.co.jp> Closes #8776 from sarutak/SPARK-10584-2.
* [SPARK-9808] Remove hash shuffle file consolidation.Reynold Xin2015-09-181-10/+0
| | | | | | Author: Reynold Xin <rxin@databricks.com> Closes #8812 from rxin/SPARK-9808-1.
* Added <code> tag to documentation.Reynold Xin2015-09-171-1/+1
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* docs/running-on-mesos.md: state default values in default columnFelix Bechstein2015-09-171-4/+4
| | | | | | | | This PR simply uses the default value column for defaults. Author: Felix Bechstein <felix.bechstein@otto.de> Closes #8810 from felixb/fix_mesos_doc.
* [SPARK-10650] Clean before building docsMichael Armbrust2015-09-171-2/+5
| | | | | | | | The [published docs for 1.5.0](http://spark.apache.org/docs/1.5.0/api/java/org/apache/spark/streaming/) have a bunch of test classes in them. The only way I can reproduce this is to `test:compile` before running `unidoc`. To prevent this from happening again, I've added a clean before doc generation. Author: Michael Armbrust <michael@databricks.com> Closes #8787 from marmbrus/testsInDocs.
* [SPARK-10660] Doc describe error in the "Running Spark on YARN" pageyangping.wu2015-09-171-2/+2
| | | | | | | | In the Configuration section, the **spark.yarn.driver.memoryOverhead** and **spark.yarn.am.memoryOverhead**‘s default value should be "driverMemory * 0.10, with minimum of 384" and "AM memory * 0.10, with minimum of 384" respectively. Because from Spark 1.4.0, the **MEMORY_OVERHEAD_FACTOR** is set to 0.1.0, not 0.07. Author: yangping.wu <wyphao.2007@163.com> Closes #8797 from 397090770/SparkOnYarnDocError.
* [SPARK-10595] [ML] [MLLIB] [DOCS] Various ML guide cleanupsJoseph K. Bradley2015-09-155-35/+91
| | | | | | | | | | | | | | | | | | Various ML guide cleanups. * ml-guide.md: Make it easier to access the algorithm-specific guides. * LDA user guide: EM often begins with useless topics, but running longer generally improves them dramatically. E.g., 10 iterations on a Wikipedia dataset produces useless topics, but 50 iterations produces very meaningful topics. * mllib-feature-extraction.html#elementwiseproduct: “w” parameter should be “scalingVec” * Clean up Binarizer user guide a little. * Document in Pipeline that users should not put an instance into the Pipeline in more than 1 place. * spark.ml Word2Vec user guide: clean up grammar/writing * Chi Sq Feature Selector docs: Improve text in doc. CC: mengxr feynmanliang Author: Joseph K. Bradley <joseph@databricks.com> Closes #8752 from jkbradley/mlguide-fixes-1.5.
* [DOCS] Small fixes to Spark on Yarn docJacek Laskowski2015-09-151-6/+6
| | | | | | | | | * a follow-up to 16b6d18613e150c7038c613992d80a7828413e66 as `--num-executors` flag is not suppported. * links + formatting Author: Jacek Laskowski <jacek.laskowski@deepsense.io> Closes #8762 from jaceklaskowski/docs-spark-on-yarn.
* Update version to 1.6.0-SNAPSHOT.Reynold Xin2015-09-151-2/+2
| | | | | | Author: Reynold Xin <rxin@databricks.com> Closes #8350 from rxin/1.6.
* Small fixes to docsJacek Laskowski2015-09-141-5/+5
| | | | | | | | Links work now properly + consistent use of *Spark standalone cluster* (Spark uppercase + lowercase the rest -- seems agreed in the other places in the docs). Author: Jacek Laskowski <jacek.laskowski@deepsense.io> Closes #8759 from jaceklaskowski/docs-submitting-apps.