https://github.com/h2oai/sparkling-water/tree/master/examples

http://stackoverflow.com/questions/tagged/sparkling-water

https://gitter.im/h2oai/sparkling-water

http://docs.h2o.ai

http://spark.apache.org/docs/latest/spark-standalone.html

http://spark.apache.org/docs/latest/running-on-yarn.html

https://www.h2o.ai/download/

https://github.com/h2oai/h2o-3/blob/master/h2o-docs/src/product/howto/H2O-DevCmdLine.md#flatfile

https://spark.apache.org/docs/latest/running-on-yarn.html

https://docs.h2o.ai/h2o/latest-stable/h2o-docs/data-munging.html

http://spark.apache.org/docs/latest/sql-programming-guide.html#save-modes

http://spark.apache.org/docs/latest/cluster-overview.html

http://spark.apache.org/docs/latest/submitting-applications.html

https://spark.apache.org/docs/SUBST_SPARK_VERSION/running-on-kubernetes.html

https://h2o-release.s3.amazonaws.com/h2o/rel-zahradnik/7/docs-website/h2o-docs/welcome.html#kubernetes-integration/>

https://github.com/h2oai/h2o-droplets/tree/master/sparkling-water-droplet

http://bit.ly/1mo3XO2

http://spark.apache.org/docs/latest/monitoring.html

https://issues.apache.org/jira/browse/SPARK-15343

https://github.com/h2oai

http://data.h2o.ai

https://jira.h2o.ai

http://h2o-release.s3.amazonaws.com/h2o/latest_stable_Rdoc.html

http://h2o.ai/resourcesJune2023:FifthEdition

http://AngelaBartzPublishedbyH2O.ai

http://2512016-2023H2O.ai

http://251H2O.ai

http://h2o.ai/download.

https://cran.r-project.org/web/packages/h2o/.

https://pypi.python.org/pypi/h2o/.Jointhecommunity

https://www.meetup.com/topics/h2o/all/.

http://stackoverflow.com/questions/tagged/h2o.

https://groups.google.com/d/forum/h2ostream.

https://gitter.im/h2oai/h2o-3.

https://github.com/h2oai/sparkling-water/tree/master/examples.HaveQuestionsaboutSparklingWater?

http://stackoverflow.com/questions/tagged/sparkling-water.

https://gitter.im/h2oai/sparkling-water.TypicalUseCasesSparklingWaterexcelsinleveragingexistingSpark-basedwork

http://spark.apache.org/docs/latest/spark-standalone.html2RefertotheSparkYARNdocumentationhttp://spark.apache.org/docs/latest/running-on-yarn.html

https://www.h2o.ai/download/foryourdesiredSparkversion.SettinguptheEnvironmentInthecaseofScala,alldependenciesarealreadyprovidedinsidetheSparklingWaterartifacts.InthecaseofPython,pleasemakesurethatyouhavethefollowingPythonpackagesinstalled:

https://github.com/h2oai/h2o-3/blob/master/h2o-docs/src/product/howto/H2O-DevCmdLine.md#flatfile.Toconnecttothisexternalcluster,runthefollowingcommands:

https://spark.apache.org/docs/latest/running-on-yarn.html.

http://210Scala1h2oContext.as

http://210Python1h2oContext.as

https://docs.h2o.ai/h2o/latest-stable/h2o-docs/data-munging.html.TocreateH2OFramedirectlyinScala,youcan:

http://...2h2oContext.as

http://051.save

http://210Scala1importai.h2o.sparkling._2importjava.net

https://raw.githubusercontent.com/h2oai/sparkling-water/master/examples/smalldata/prostate/prostate.csv

http://hc.as

http://estimator.fit

http://051.show

http://prostate_mojo.zip

http://prostatemojo.zip

http://callmodel.write.save

https://www.h2o.ai/download/.AfterwedownloadedtheSparklingWaterdistribution,extractit,andgototheextracteddirectory.LoadingandScoretheMOJOFirst,starttheenvironmentforthedesiredlanguagewithDriverlessAIlicense.Therearetwovariants.WecanuseSparklingWaterpreparedscriptswhichputrequireddependenciesontheSparkclasspathorwecanuseSparkdirectlyandaddthedependenciesmanually.IncaseofScala,run:1./bin/spark-shell--jarslicense.sig,jars/sparkling-water-assembly_2.12-3.30.1.1-1-3.0-all.jar

http://pipeline_mojo.zip

http://210Scala1predictions.select

http://210Python1predictions.select

http://java.io

http://h2o.ai/downloadcon-tainsanassemblyjarwithallclassesrequiredforSparklingWaterrun.AnapplicationsubmissionwithSparklingWaterassemblyjarisusingthe--jarsoptionwhichreferencesincludedjar3Sparkdeploymentguidehttp://spark.apache.org/docs/latest/cluster-overview.html4SubmittingSparkapplicationshttp://spark.apache.org/docs/latest/submitting-applications.html

http://h2o_pysparkling_3.0-3.30.1.1-1-3.0.zip

http://1343app.py

http://machine-foo.bar.com:7077

http://example.com

http://.compute.amazonaws.com

https://www.h2o.ai/download/.3.Thejar

https://www.h2o.ai/download/.3.ThePySparklingzip

http://h2o-release.s3.amazonaws.com/h2o/rel-zahradnik/7/R

http://h2o-release.s3.amazonaws.com/sparkling-water/spark-2.4/3.30.0.7-1-2.4/R

https://spark.apache.org/docs/SUBST_SPARK_VERSION/running-on-kubernetes.html.2.EnsurethatwehaveaworkingKubernetesClusterandkubectlinstalled.3.EnsurewehaveSPARKHOMEsetuptoahomedirectoryofourSparkdistribution,forexampleofversion3.0.0.4.Runkubectlcluster-infotoobtainKubernetesmasterURL.5.HaveinternetconnectionsoKubernetescandownloadSparklingWaterdockerimages.6.Ifwehavesomenon-defaultnetworkpoliciesappliedtothenamespacewhereSparklingWaterissupposedtorun,makesurethatthefollowingportsareexposed:allSparkportsandports54321and54322asthesearealsonecessarybyH2Otobeabletocommunicate.TheexamplesbelowareusingthedefaultKubernetesnamespacewhichweenableforSparkas:1kubectlcreateclusterrolebindingdefault--clusterrole=edit--serviceaccount=default:default--namespace=defaultWecanalsousedi

http://1347--confspark.driver.host

http://1348--confspark.kubernetes.driver.pod.name

http://1348--confspark.driver.host

http://1349--confspark.kubernetes.driver.pod.name

http://initTest.py

http://h2o-release.s3.amazonaws.com/h2o/rel-SUBST_H2O_RELEASE_NAME/SUBST_H2O_BUILD_NUMBER/R

http://h2o-release.s3.amazonaws.com/sparkling-water/spark-SUBST_SPARK_MAJOR_VERSION/SUBST_SW_VERSION/R

https://h2o-release.s3.amazonaws.com/h2o/rel-zahradnik/7/docs-website/h2o-docs/welcome.html#kubernetes-integration/

http://64jRunningSparklingWaterinKubernetes8--confspark.kubernetes.driver.pod.name

http://13413--confspark.ext.h2o.cloud.name

http://13414--confspark.ext.h2o.cloud.name

http://h2o-release.s3.amazonaws.com/sparkling-

http://spark.ext.h2o.cloud.name

http://134modeisnotrecommendedforbigclustersandclusterswhereSparkexecutorsarenotstable.spark.ext.h2o.cloud.name

http://014gu-ration.spark.ext.h2o.auto

http://scache.Defaulttimeoutvalueis10minutes.spark.ext.h2o.extra.properties

http://tforgettoputajarwithHivedriveronSparkclasspathiftheinternalbackendisused.spark.ext.h2o.hive.host

http://134modeoftheexternalbackendisset.spark.ext.h2o.cluster.start.timeout120TimeoutinsecondsforstartingH2Oexternalclusterspark.ext.h2o.cluster.info.name

https://github.com/h2oai/h2o-droplets/tree/master/sparkling-water-dropletProjectstructuregradle/........Gradlede

http://bit.ly/1mo3XO2Let'sgetstarted!First,createSparkSessionandH2OContext:1importorg.apache.spark.SparkConf2importai.h2o.sparkling._3importorg.apache.spark.sql.SparkSession4valconf=newSparkConf

http://dl.fit

http://spark.apache.org/docs/latest/monitoring.html.Sparkisveryslowduringinitialization,orH2Odoesnotformacluster.WhatshouldIdo?Con

http://-src.zip

https://issues.apache.org/jira/browse/SPARK-15343.HowcanIcon

http://1h2o_context.as

http://en-Duser.country

http://100jReferencesReferencesH2O.ai

http://h2o.aiH2O.ai

http://docs.h2o.aiH2O.ai

https://github.com/h2oaiH2O.aiTeam.H2ODatasets,2023.URLhttp://data.h2o.aiH2O.aiTeam.H2OJIRA,2023.URLhttps://jira.h2o.aiH2O.aiTeam.H2Ostream,2023.URLhttps://groups.google.com/d/forum/h2ostreamH2O.aiTeam.H2ORPackageDocumentation,2023.URLhttp://h2o-release.s3.amazonaws.com/h2o/latest_stable_Rdoc.html