├── .gitattributes
├── .gitignore
├── .project
├── .travis.yml
├── CONTRIBUTING.md
├── Dockerfile
├── KEYS
├── LICENSE.txt
├── NOTICE.txt
├── PMC.md
├── README.md
├── RELEASE.md
├── assembly
├── build.sbt
└── src
│ ├── debian
│ └── DEBIAN
│ │ ├── postrm
│ │ └── preinst
│ └── rpm
│ └── scriptlets
│ ├── postun
│ └── preinst
├── bin
├── cjson
├── compute-classpath.sh
├── install.sh
├── load-pio-env.sh
├── pio
├── pio-class
├── pio-daemon
├── pio-shell
├── pio-start-all
├── pio-stop-all
├── semver.sh
└── travis
│ ├── pio-start-travis
│ └── pio-stop-travis
├── build.sbt
├── common
├── build.sbt
└── src
│ └── main
│ ├── java
│ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── annotation
│ │ ├── DeveloperApi.java
│ │ └── Experimental.java
│ ├── resources
│ ├── META-INF
│ │ ├── LICENSE.txt
│ │ └── NOTICE.txt
│ └── application.conf
│ └── scala
│ └── org
│ └── apache
│ └── predictionio
│ ├── akkahttpjson4s
│ └── Json4sSupport.scala
│ ├── authentication
│ └── KeyAuthentication.scala
│ └── configuration
│ └── SSLConfiguration.scala
├── conf
├── keystore.jks
├── log4j.properties
├── pio-env.sh.template
├── pio-env.sh.travis
├── pio-vendors.sh
└── server.conf
├── core
├── build.sbt
└── src
│ ├── main
│ ├── resources
│ │ └── META-INF
│ │ │ ├── LICENSE.txt
│ │ │ └── NOTICE.txt
│ ├── scala
│ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ ├── controller
│ │ │ ├── CustomQuerySerializer.scala
│ │ │ ├── Deployment.scala
│ │ │ ├── Engine.scala
│ │ │ ├── EngineFactory.scala
│ │ │ ├── EngineParams.scala
│ │ │ ├── EngineParamsGenerator.scala
│ │ │ ├── Evaluation.scala
│ │ │ ├── FastEvalEngine.scala
│ │ │ ├── IdentityPreparator.scala
│ │ │ ├── LAlgorithm.scala
│ │ │ ├── LAverageServing.scala
│ │ │ ├── LDataSource.scala
│ │ │ ├── LFirstServing.scala
│ │ │ ├── LPreparator.scala
│ │ │ ├── LServing.scala
│ │ │ ├── LocalFileSystemPersistentModel.scala
│ │ │ ├── Metric.scala
│ │ │ ├── MetricEvaluator.scala
│ │ │ ├── P2LAlgorithm.scala
│ │ │ ├── PAlgorithm.scala
│ │ │ ├── PDataSource.scala
│ │ │ ├── PPreparator.scala
│ │ │ ├── Params.scala
│ │ │ ├── PersistentModel.scala
│ │ │ ├── SanityCheck.scala
│ │ │ ├── Utils.scala
│ │ │ ├── java
│ │ │ │ ├── JavaEngineParamsGenerator.scala
│ │ │ │ ├── JavaEvaluation.scala
│ │ │ │ ├── LJavaAlgorithm.scala
│ │ │ │ ├── LJavaDataSource.scala
│ │ │ │ ├── LJavaPreparator.scala
│ │ │ │ ├── LJavaServing.scala
│ │ │ │ ├── P2LJavaAlgorithm.scala
│ │ │ │ ├── PJavaAlgorithm.scala
│ │ │ │ ├── PJavaDataSource.scala
│ │ │ │ ├── PJavaPreparator.scala
│ │ │ │ └── SerializableComparator.scala
│ │ │ └── package.scala
│ │ │ ├── core
│ │ │ ├── AbstractDoer.scala
│ │ │ ├── BaseAlgorithm.scala
│ │ │ ├── BaseDataSource.scala
│ │ │ ├── BaseEngine.scala
│ │ │ ├── BaseEvaluator.scala
│ │ │ ├── BasePreparator.scala
│ │ │ ├── BaseServing.scala
│ │ │ ├── SelfCleaningDataSource.scala
│ │ │ └── package.scala
│ │ │ ├── package.scala
│ │ │ └── workflow
│ │ │ ├── BatchPredict.scala
│ │ │ ├── CleanupFunctions.scala
│ │ │ ├── CoreWorkflow.scala
│ │ │ ├── CreateServer.scala
│ │ │ ├── CreateWorkflow.scala
│ │ │ ├── EngineServerPlugin.scala
│ │ │ ├── EngineServerPluginContext.scala
│ │ │ ├── EngineServerPluginsActor.scala
│ │ │ ├── EvaluationWorkflow.scala
│ │ │ ├── FakeWorkflow.scala
│ │ │ ├── JsonExtractor.scala
│ │ │ ├── JsonExtractorOption.scala
│ │ │ ├── PersistentModelManifest.scala
│ │ │ ├── Workflow.scala
│ │ │ ├── WorkflowContext.scala
│ │ │ ├── WorkflowParams.scala
│ │ │ └── WorkflowUtils.scala
│ └── twirl
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ ├── controller
│ │ └── metric_evaluator.scala.html
│ │ └── workflow
│ │ └── index.scala.html
│ └── test
│ ├── java
│ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── workflow
│ │ ├── JavaParams.java
│ │ ├── JavaQuery.java
│ │ └── JavaQueryTypeAdapterFactory.java
│ └── scala
│ └── org
│ └── apache
│ └── predictionio
│ ├── controller
│ ├── EngineTest.scala
│ ├── EvaluationTest.scala
│ ├── EvaluatorTest.scala
│ ├── FastEvalEngineTest.scala
│ ├── MetricEvaluatorTest.scala
│ ├── MetricTest.scala
│ └── SampleEngine.scala
│ ├── core
│ ├── SelfCleaningDataSourceTest.scala
│ └── test.json
│ └── workflow
│ ├── BaseTest.scala
│ ├── EngineWorkflowTest.scala
│ ├── EvaluationWorkflowTest.scala
│ └── JsonExtractorSuite.scala
├── data
├── README.md
├── build.sbt
├── src
│ ├── main
│ │ ├── resources
│ │ │ └── META-INF
│ │ │ │ ├── LICENSE.txt
│ │ │ │ └── NOTICE.txt
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ ├── Utils.scala
│ │ │ ├── api
│ │ │ ├── Common.scala
│ │ │ ├── EventInfo.scala
│ │ │ ├── EventServer.scala
│ │ │ ├── EventServerPlugin.scala
│ │ │ ├── EventServerPluginContext.scala
│ │ │ ├── PluginsActor.scala
│ │ │ ├── Stats.scala
│ │ │ ├── StatsActor.scala
│ │ │ ├── Webhooks.scala
│ │ │ └── WebhooksConnectors.scala
│ │ │ ├── package.scala
│ │ │ ├── storage
│ │ │ ├── AccessKeys.scala
│ │ │ ├── Apps.scala
│ │ │ ├── BiMap.scala
│ │ │ ├── Channels.scala
│ │ │ ├── DataMap.scala
│ │ │ ├── DateTimeJson4sSupport.scala
│ │ │ ├── EngineInstances.scala
│ │ │ ├── EntityMap.scala
│ │ │ ├── EvaluationInstances.scala
│ │ │ ├── Event.scala
│ │ │ ├── EventJson4sSupport.scala
│ │ │ ├── LEventAggregator.scala
│ │ │ ├── LEvents.scala
│ │ │ ├── Models.scala
│ │ │ ├── PEventAggregator.scala
│ │ │ ├── PEvents.scala
│ │ │ ├── PropertyMap.scala
│ │ │ ├── Storage.scala
│ │ │ ├── Utils.scala
│ │ │ └── package.scala
│ │ │ ├── store
│ │ │ ├── Common.scala
│ │ │ ├── LEventStore.scala
│ │ │ ├── PEventStore.scala
│ │ │ ├── java
│ │ │ │ ├── LJavaEventStore.scala
│ │ │ │ ├── OptionHelper.scala
│ │ │ │ └── PJavaEventStore.scala
│ │ │ ├── package.scala
│ │ │ └── python
│ │ │ │ └── PPythonEventStore.scala
│ │ │ ├── view
│ │ │ ├── DataView.scala
│ │ │ ├── LBatchView.scala
│ │ │ ├── PBatchView.scala
│ │ │ └── QuickTest.scala
│ │ │ └── webhooks
│ │ │ ├── ConnectorException.scala
│ │ │ ├── ConnectorUtil.scala
│ │ │ ├── FormConnector.scala
│ │ │ ├── JsonConnector.scala
│ │ │ ├── exampleform
│ │ │ └── ExampleFormConnector.scala
│ │ │ ├── examplejson
│ │ │ └── ExampleJsonConnector.scala
│ │ │ ├── mailchimp
│ │ │ └── MailChimpConnector.scala
│ │ │ └── segmentio
│ │ │ └── SegmentIOConnector.scala
│ └── test
│ │ ├── resources
│ │ └── application.conf
│ │ └── scala
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── data
│ │ ├── api
│ │ ├── EventServiceSpec.scala
│ │ └── SegmentIOAuthSpec.scala
│ │ ├── storage
│ │ ├── BiMapSpec.scala
│ │ ├── DataMapSpec.scala
│ │ ├── LEventAggregatorSpec.scala
│ │ ├── PEventAggregatorSpec.scala
│ │ ├── StorageMockContext.scala
│ │ └── TestEvents.scala
│ │ └── webhooks
│ │ ├── ConnectorTestUtil.scala
│ │ ├── exampleform
│ │ └── ExampleFormConnectorSpec.scala
│ │ ├── examplejson
│ │ └── ExampleJsonConnectorSpec.scala
│ │ ├── mailchimp
│ │ └── MailChimpConnectorSpec.scala
│ │ └── segmentio
│ │ └── SegmentIOConnectorSpec.scala
├── test-form.sh
├── test-normal.sh
├── test-segmentio.sh
├── test.sh
├── test2.sh
├── test3.sh
└── very_long_batch_request.txt
├── doap.rdf
├── docker
├── .ivy2
│ └── .keep
├── JUPYTER.md
├── README.md
├── bin
│ └── pio-docker
├── charts
│ ├── README.md
│ ├── postgresql.yaml
│ ├── predictionio
│ │ ├── .helmignore
│ │ ├── Chart.yaml
│ │ ├── templates
│ │ │ ├── NOTES.txt
│ │ │ ├── _helpers.tpl
│ │ │ ├── pio-deployment.yaml
│ │ │ └── pio-service.yaml
│ │ └── values.yaml
│ ├── predictionio_postgresql.yaml
│ └── spark
│ │ ├── .helmignore
│ │ ├── Chart.yaml
│ │ ├── README.md
│ │ ├── templates
│ │ ├── NOTES.txt
│ │ ├── _helpers.tpl
│ │ ├── spark-master-deployment.yaml
│ │ ├── spark-sql-test.yaml
│ │ ├── spark-worker-deployment.yaml
│ │ └── spark-worker-hpa.yaml
│ │ └── values.yaml
├── deploy
│ └── run.sh
├── docker-compose.deploy.yml
├── docker-compose.jupyter.yml
├── docker-compose.spark.yml
├── docker-compose.yml
├── elasticsearch
│ ├── docker-compose.base.yml
│ ├── docker-compose.event.yml
│ └── docker-compose.meta.yml
├── jupyter
│ ├── Dockerfile
│ ├── fix-permissions
│ ├── jupyter_notebook_config.py
│ ├── requirements.txt
│ ├── start-jupyter.sh
│ └── start.sh
├── localfs
│ └── docker-compose.model.yml
├── mysql
│ ├── docker-compose.base.yml
│ ├── docker-compose.event.yml
│ ├── docker-compose.meta.yml
│ └── docker-compose.model.yml
├── pgsql
│ ├── docker-compose.base.yml
│ ├── docker-compose.event.yml
│ ├── docker-compose.meta.yml
│ └── docker-compose.model.yml
├── pio
│ ├── Dockerfile
│ └── pio_run
└── templates
│ └── .keep
├── docs
├── javadoc
│ ├── README.md
│ └── javadoc-overview.html
├── manual
│ ├── .gitignore
│ ├── Gemfile
│ ├── Gemfile.lock
│ ├── Rakefile
│ ├── bower.json
│ ├── config.rb
│ ├── data
│ │ ├── nav
│ │ │ ├── build.yml
│ │ │ └── main.yml
│ │ └── versions.yml
│ ├── helpers
│ │ ├── application_helpers.rb
│ │ ├── breadcrumb_helpers.rb
│ │ ├── icon_helpers.rb
│ │ ├── table_of_contents_helpers.rb
│ │ └── url_helpers.rb
│ ├── lib
│ │ ├── custom_renderer.rb
│ │ └── gallery_generator.rb
│ └── source
│ │ ├── 404.html.md
│ │ ├── algorithm
│ │ ├── custom.html.md
│ │ ├── index.html.md
│ │ ├── multiple.html.md
│ │ └── switch.html.md
│ │ ├── appintegration
│ │ └── index.html.md
│ │ ├── archived
│ │ ├── community.html.md
│ │ ├── index.html.md
│ │ ├── install-linux.html.md.erb
│ │ ├── install-vagrant.html.md.erb
│ │ ├── launch-aws.html.md.erb
│ │ ├── supervisedlearning.html.md
│ │ └── tapster.html.md
│ │ ├── batchpredict
│ │ └── index.html.md
│ │ ├── cli
│ │ └── index.html.md
│ │ ├── community
│ │ ├── contribute-code.html.md
│ │ ├── contribute-documentation.html.md
│ │ ├── contribute-sdk.html.md
│ │ ├── contribute-webhook.html.md
│ │ ├── index.html.md
│ │ ├── projects.html.md
│ │ └── submit-template.html.md
│ │ ├── customize
│ │ ├── dase.html.md.erb
│ │ ├── index.html.md
│ │ └── troubleshooting.html.md
│ │ ├── datacollection
│ │ ├── analytics-ipynb.html.md.erb
│ │ ├── analytics-tableau.html.md.erb
│ │ ├── analytics-zeppelin.html.md.erb
│ │ ├── analytics.html.md
│ │ ├── batchimport.html.md
│ │ ├── channel.html.md.erb
│ │ ├── eventapi.html.md
│ │ ├── eventmodel.html.md.erb
│ │ ├── index.html.md
│ │ ├── plugin.html.md
│ │ └── webhooks.html.md.erb
│ │ ├── demo
│ │ ├── index.html.md.erb
│ │ └── textclassification.html.md.erb
│ │ ├── deploy
│ │ ├── engineparams.html.md
│ │ ├── enginevariants.html.md
│ │ ├── index.html.md
│ │ ├── monitoring.html.md
│ │ └── plugin.html.md
│ │ ├── evaluation
│ │ ├── evaluationdashboard.html.md
│ │ ├── history.html.md
│ │ ├── index.html.md
│ │ ├── metricbuild.html.md
│ │ ├── metricchoose.html.md
│ │ └── paramtuning.html.md
│ │ ├── favicon.ico
│ │ ├── gallery
│ │ └── templates.yaml
│ │ ├── github.html
│ │ ├── images
│ │ ├── 0.8-command-sys.png
│ │ ├── 0.8-engine-data-pipeline.png
│ │ ├── awsm-1click.png
│ │ ├── awsm-product.png
│ │ ├── cloudformation
│ │ │ ├── awsmp-1.png
│ │ │ ├── awsmp-2.png
│ │ │ ├── cf-01.png
│ │ │ ├── cf-02.png
│ │ │ ├── cf-03.png
│ │ │ ├── cf-04.png
│ │ │ ├── cf-05.png
│ │ │ ├── cf-06.png
│ │ │ ├── compute-1.png
│ │ │ ├── compute-2.png
│ │ │ ├── compute-3.png
│ │ │ ├── compute-4.png
│ │ │ ├── hbase.png
│ │ │ ├── hdfs.png
│ │ │ ├── spark.png
│ │ │ ├── storage-1.png
│ │ │ └── storage-2.png
│ │ ├── datacollection
│ │ │ ├── ipynb-01.png
│ │ │ ├── ipynb-02.png
│ │ │ ├── ipynb-03.png
│ │ │ ├── ipynb-04.png
│ │ │ ├── tableau-01.png
│ │ │ ├── tableau-02.png
│ │ │ ├── tableau-03.png
│ │ │ ├── tableau-04.png
│ │ │ ├── zeppelin-01.png
│ │ │ ├── zeppelin-02.png
│ │ │ ├── zeppelin-03.png
│ │ │ └── zeppelin-04.png
│ │ ├── demo
│ │ │ ├── tapster
│ │ │ │ ├── pio-app-new.png
│ │ │ │ ├── pio-build.png
│ │ │ │ ├── pio-deploy.png
│ │ │ │ ├── pio-engine-setup.png
│ │ │ │ ├── pio-eventserver.png
│ │ │ │ ├── pio-import-predictionio.png
│ │ │ │ ├── pio-install.png
│ │ │ │ ├── pio-train.png
│ │ │ │ └── rails-server.png
│ │ │ └── text_classification_template
│ │ │ │ └── engine_overview.png
│ │ ├── engine-data-flow.png
│ │ ├── engine-evaluation.png
│ │ ├── engine-itemrec-prediction.png
│ │ ├── engine-itemsim-score.png
│ │ ├── engine-query.png
│ │ ├── engine-server.png
│ │ ├── engine-training.png
│ │ ├── engineinstance-overview.png
│ │ ├── eventserver-overview.png
│ │ ├── favicon
│ │ │ ├── apple.png
│ │ │ └── normal.png
│ │ ├── icons
│ │ │ ├── down-arrow.png
│ │ │ ├── drawer-toggle-active.png
│ │ │ ├── drawer-toggle-closed.png
│ │ │ ├── edit-pencil.png
│ │ │ ├── facebook.png
│ │ │ ├── search-glass.png
│ │ │ ├── sketch-64.png
│ │ │ ├── twitter.png
│ │ │ └── up-arrow.png
│ │ ├── intellij
│ │ │ ├── intelliJ-scala-plugin.png
│ │ │ ├── intellij-buildsbt.png
│ │ │ ├── intellij-config.png
│ │ │ ├── intellij-module-settings.png
│ │ │ ├── intellij-scala-plugin-2.png
│ │ │ ├── pio-train-env-vars.png
│ │ │ └── pio-train.png
│ │ ├── logos
│ │ │ ├── apache_incubator.png
│ │ │ ├── copyright.png
│ │ │ ├── copyright@2x.png
│ │ │ ├── header.png
│ │ │ ├── header@2x.png
│ │ │ ├── logo-white.png
│ │ │ └── logo.png
│ │ ├── machinelearning
│ │ │ └── featureselection
│ │ │ │ ├── cube100.png
│ │ │ │ └── square100.png
│ │ ├── monit.png
│ │ ├── overview-multiengines.png
│ │ ├── overview-singleengine.png
│ │ ├── pio-architecture.svg
│ │ ├── showcase
│ │ │ ├── nogoodgamez-158x70.png
│ │ │ ├── on-tapp-70x70.png
│ │ │ └── yelpio-70x70.png
│ │ ├── system-overview-simple.png
│ │ ├── system-overview.png
│ │ └── tutorials
│ │ │ └── rails
│ │ │ ├── curl-261.png
│ │ │ ├── grep-eventserver.png
│ │ │ ├── localhost-8000.png
│ │ │ ├── params-algorithms.png
│ │ │ ├── params-datasource.png
│ │ │ ├── pio-deploy.png
│ │ │ ├── pio-register.png
│ │ │ ├── pio-train.png
│ │ │ ├── rails-is-working.png
│ │ │ ├── users-index.png
│ │ │ └── users-show.png
│ │ ├── index.html.md.erb
│ │ ├── install
│ │ ├── index.html.md.erb
│ │ ├── install-docker.html.md.erb
│ │ ├── install-sourcecode.html.md.erb
│ │ └── sdk.html.md
│ │ ├── javascripts
│ │ ├── application.js
│ │ └── tryit.js
│ │ ├── layouts
│ │ ├── layout.html.slim
│ │ └── tryit.html.slim
│ │ ├── machinelearning
│ │ ├── dimensionalityreduction.html.md
│ │ └── modelingworkflow.html.md
│ │ ├── partials
│ │ ├── _action_call.html.slim
│ │ ├── _edit_page.html.slim
│ │ ├── _footer.html.slim
│ │ ├── _header.html.slim
│ │ ├── _search_bar.html.slim
│ │ ├── _segment.html.slim
│ │ ├── _swiftype.html.slim
│ │ ├── _table_of_content.html.slim
│ │ ├── head
│ │ │ ├── _base.html.slim
│ │ │ ├── _favicon.html.slim
│ │ │ ├── _javascripts.html.slim
│ │ │ ├── _meta.html.slim
│ │ │ └── _stylesheets.html.slim
│ │ ├── nav
│ │ │ ├── _breadcrumbs.html.slim
│ │ │ ├── _header.html.slim
│ │ │ ├── _main.html.slim
│ │ │ ├── _node.html.slim
│ │ │ ├── _page.html.slim
│ │ │ └── _swiftype.html.slim
│ │ └── shared
│ │ │ ├── dase
│ │ │ └── _dase.html.md.erb
│ │ │ ├── datacollection
│ │ │ └── _parquet.html.md.erb
│ │ │ ├── install
│ │ │ ├── _dependent_services.html.erb
│ │ │ ├── _elasticsearch.html.erb
│ │ │ ├── _hbase.html.erb
│ │ │ ├── _postgres.html.erb
│ │ │ ├── _proceed_template.html.md.erb
│ │ │ └── _spark.html.erb
│ │ │ └── quickstart
│ │ │ ├── _collect_data.html.md.erb
│ │ │ ├── _create_app.html.md.erb
│ │ │ ├── _create_engine.html.md.erb
│ │ │ ├── _deploy.html.md.erb
│ │ │ ├── _deploy_enginejson.html.md.erb
│ │ │ ├── _import_sample_data.html.md.erb
│ │ │ ├── _install.html.md.erb
│ │ │ ├── _install_python_sdk.html.md.erb
│ │ │ ├── _install_sdk.html.md.erb
│ │ │ ├── _production.html.md.erb
│ │ │ ├── _query_eventserver.html.md.erb
│ │ │ └── _query_eventserver_short.html.md.erb
│ │ ├── production
│ │ └── deploy-cloudformation.html.md
│ │ ├── resources
│ │ ├── faq.html.md
│ │ ├── glossary.html.md
│ │ ├── intellij.html.md.erb
│ │ ├── release.html.md
│ │ └── upgrade.html.md
│ │ ├── robots.txt
│ │ ├── samples
│ │ ├── index.html.md
│ │ ├── languages.html.md
│ │ ├── level-1.html.md
│ │ ├── level-2-1.html.md
│ │ ├── level-2-2.html.md
│ │ ├── level-2.html.md
│ │ ├── level-3-1.html.md
│ │ ├── level-3-2.html.md
│ │ ├── level-3.html.md
│ │ ├── level-4-1.html.md
│ │ ├── level-4-2.html.md
│ │ ├── level-4-3.html.md
│ │ ├── level-4.html.md
│ │ ├── narrow.html.md
│ │ ├── sizing.html.md
│ │ └── tabs.html.md
│ │ ├── sdk
│ │ ├── index.html.md
│ │ ├── java.html.md.erb
│ │ ├── php.html.md.erb
│ │ ├── python.html.md.erb
│ │ └── ruby.html.md.erb
│ │ ├── search
│ │ └── index.html.md
│ │ ├── start
│ │ ├── customize.html.md
│ │ ├── deploy.html.md.erb
│ │ ├── download.html.md
│ │ └── index.html.md
│ │ ├── stylesheets
│ │ ├── application.css.scss
│ │ ├── mixins
│ │ │ └── _all.css.scss
│ │ ├── partials
│ │ │ ├── _action_call.css.scss
│ │ │ ├── _alerts.css.scss
│ │ │ ├── _breadcrumbs.css.scss
│ │ │ ├── _buttons.css.scss
│ │ │ ├── _classes.css.scss
│ │ │ ├── _code.css.scss
│ │ │ ├── _content.css.scss
│ │ │ ├── _copyright.css.scss
│ │ │ ├── _edit_page.css.scss
│ │ │ ├── _footer.css.scss
│ │ │ ├── _global.css.scss
│ │ │ ├── _hacks.css.scss
│ │ │ ├── _header.css.scss
│ │ │ ├── _hybird_vim_highlight.css.scss
│ │ │ ├── _jcarousel.css.scss
│ │ │ ├── _layout.css.scss
│ │ │ ├── _modules.css.scss
│ │ │ ├── _off_canvas.css.scss
│ │ │ ├── _page_title.css.scss
│ │ │ ├── _responsive.css.scss
│ │ │ ├── _search_bar_row.css.scss
│ │ │ ├── _subscribe_form.css.scss
│ │ │ ├── _table_of_contents.css.scss
│ │ │ ├── _tables.css.scss
│ │ │ ├── _tabs.css.scss
│ │ │ ├── _tags.css.scss
│ │ │ ├── _tryit.css.scss
│ │ │ └── nav
│ │ │ │ ├── _header.css.scss
│ │ │ │ ├── _main.css.scss
│ │ │ │ ├── _page.css.scss
│ │ │ │ └── _swiftype.css.scss
│ │ └── variables
│ │ │ ├── _colors.css.scss
│ │ │ ├── _fonts.css.scss
│ │ │ └── _sizes.css.scss
│ │ ├── support
│ │ └── index.html.md.erb
│ │ ├── system
│ │ ├── anotherdatastore.html.md
│ │ ├── deploy-cloudformation.html.md.erb
│ │ └── index.html.md
│ │ ├── templates
│ │ ├── classification
│ │ │ ├── add-algorithm.html.md
│ │ │ ├── dase.html.md.erb
│ │ │ ├── how-to.html.md
│ │ │ ├── quickstart.html.md.erb
│ │ │ └── reading-custom-properties.html.md
│ │ ├── complementarypurchase
│ │ │ ├── dase.html.md.erb
│ │ │ └── quickstart.html.md.erb
│ │ ├── ecommercerecommendation
│ │ │ ├── adjust-score.html.md.erb
│ │ │ ├── dase.html.md.erb
│ │ │ ├── how-to.html.md
│ │ │ ├── quickstart.html.md.erb
│ │ │ └── train-with-rate-event.html.md.erb
│ │ ├── index.html.md
│ │ ├── javaecommercerecommendation
│ │ │ ├── dase.html.md.erb
│ │ │ └── quickstart.html.md.erb
│ │ ├── leadscoring
│ │ │ ├── dase.html.md.erb
│ │ │ └── quickstart.html.md.erb
│ │ ├── productranking
│ │ │ ├── dase.html.md.erb
│ │ │ └── quickstart.html.md.erb
│ │ ├── recommendation
│ │ │ ├── batch-evaluator.html.md
│ │ │ ├── blacklist-items.html.md
│ │ │ ├── customize-data-prep.html.md
│ │ │ ├── customize-serving.html.md
│ │ │ ├── dase.html.md.erb
│ │ │ ├── evaluation.html.md.erb
│ │ │ ├── how-to.html.md
│ │ │ ├── quickstart.html.md.erb
│ │ │ ├── reading-custom-events.html.md
│ │ │ └── training-with-implicit-preference.html.md
│ │ ├── similarproduct
│ │ │ ├── dase.html.md.erb
│ │ │ ├── how-to.html.md
│ │ │ ├── multi-events-multi-algos.html.md.erb
│ │ │ ├── quickstart.html.md.erb
│ │ │ ├── recommended-user.html.md.erb
│ │ │ ├── return-item-properties.html.md.erb
│ │ │ ├── rid-user-set-event.html.md.erb
│ │ │ └── train-with-rate-event.html.md.erb
│ │ └── vanilla
│ │ │ ├── dase.html.md.erb
│ │ │ └── quickstart.html.md.erb
│ │ └── tryit
│ │ └── index.html.slim
└── scaladoc
│ ├── README.md
│ ├── api-docs.css
│ ├── api-docs.js
│ └── rootdoc.txt
├── e2
├── build.sbt
└── src
│ ├── main
│ ├── resources
│ │ └── META-INF
│ │ │ ├── LICENSE.txt
│ │ │ └── NOTICE.txt
│ └── scala
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ ├── e2
│ │ ├── engine
│ │ │ ├── BinaryVectorizer.scala
│ │ │ ├── CategoricalNaiveBayes.scala
│ │ │ ├── MarkovChain.scala
│ │ │ └── PythonEngine.scala
│ │ ├── evaluation
│ │ │ └── CrossValidation.scala
│ │ └── package.scala
│ │ └── package.scala
│ └── test
│ └── scala
│ └── org
│ └── apache
│ └── predictionio
│ └── e2
│ ├── engine
│ ├── BinaryVectorizerTest.scala
│ ├── CategoricalNaiveBayesTest.scala
│ └── MarkovChainTest.scala
│ ├── evaluation
│ └── CrossValidationTest.scala
│ └── fixture
│ ├── BinaryVectorizerFixture.scala
│ ├── MarkovChainFixture.scala
│ ├── NaiveBayesFixture.scala
│ └── SharedSparkContext.scala
├── examples
├── redeploy-script
│ ├── local.sh.template
│ └── redeploy.sh
├── scala-parallel-classification
│ ├── README.md
│ ├── add-algorithm
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── data.txt
│ │ │ └── import_eventserver.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── CompleteEvaluation.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── NaiveBayesAlgorithm.scala
│ │ │ │ ├── PrecisionEvaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ ├── RandomForestAlgorithm.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ └── reading-custom-properties
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ ├── data.txt
│ │ └── import_eventserver.py
│ │ ├── engine.json
│ │ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ │ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── CompleteEvaluation.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Evaluation.scala
│ │ │ ├── NaiveBayesAlgorithm.scala
│ │ │ ├── PrecisionEvaluation.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ │ └── template.json
├── scala-parallel-ecommercerecommendation
│ ├── README.md
│ ├── adjust-score
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── import_eventserver.py
│ │ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── ECommAlgorithm.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ └── train-with-rate-event
│ │ ├── build.sbt
│ │ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ │ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── DataSource.scala
│ │ │ ├── ECommAlgorithm.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ │ └── template.json
├── scala-parallel-recommendation
│ ├── README.md
│ ├── blacklist-items
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── import_eventserver.py
│ │ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── ALSAlgorithm.scala
│ │ │ │ ├── ALSModel.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ ├── customize-data-prep
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── import_eventserver.py
│ │ │ ├── sample_not_train_data.txt
│ │ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── ALSAlgorithm.scala
│ │ │ │ ├── ALSModel.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ ├── customize-serving
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── import_eventserver.py
│ │ │ ├── sample_disabled_items.txt
│ │ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── ALSAlgorithm.scala
│ │ │ │ ├── ALSModel.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ ├── reading-custom-events
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ │ ├── import_eventserver.py
│ │ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ │ ├── assembly.sbt
│ │ │ └── build.properties
│ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── ALSAlgorithm.scala
│ │ │ │ ├── ALSModel.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ └── template.json
│ └── train-with-view-event
│ │ ├── .gitignore
│ │ ├── build.sbt
│ │ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ │ ├── engine.json
│ │ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ │ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── ALSAlgorithm.scala
│ │ │ ├── ALSModel.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Evaluation.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ │ └── template.json
└── scala-parallel-similarproduct
│ ├── README.md
│ ├── multi-events-multi-algos
│ ├── .gitignore
│ ├── build.sbt
│ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ ├── engine-cooccurrence.json
│ ├── engine.json
│ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── ALSAlgorithm.scala
│ │ │ ├── CooccurrenceAlgorithm.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── LikeAlgorithm.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ └── template.json
│ ├── recommended-user
│ ├── .gitignore
│ ├── build.sbt
│ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ ├── engine.json
│ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── ALSAlgorithm.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ └── template.json
│ ├── return-item-properties
│ ├── .gitignore
│ ├── build.sbt
│ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ ├── engine-cooccurrence.json
│ ├── engine.json
│ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── ALSAlgorithm.scala
│ │ │ ├── CooccurrenceAlgorithm.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ └── template.json
│ ├── rid-user-set-event
│ ├── .gitignore
│ ├── build.sbt
│ ├── data
│ │ ├── import_eventserver.py
│ │ └── send_query.py
│ ├── engine-cooccurrence.json
│ ├── engine.json
│ ├── project
│ │ ├── assembly.sbt
│ │ └── build.properties
│ ├── src
│ │ └── main
│ │ │ └── scala
│ │ │ ├── ALSAlgorithm.scala
│ │ │ ├── CooccurrenceAlgorithm.scala
│ │ │ ├── DataSource.scala
│ │ │ ├── Engine.scala
│ │ │ ├── Preparator.scala
│ │ │ └── Serving.scala
│ └── template.json
│ └── train-with-rate-event
│ ├── build.sbt
│ ├── data
│ ├── import_eventserver.py
│ └── send_query.py
│ ├── engine-cooccurrence.json
│ ├── engine.json
│ ├── project
│ ├── assembly.sbt
│ └── build.properties
│ ├── src
│ └── main
│ │ └── scala
│ │ ├── ALSAlgorithm.scala
│ │ ├── CooccurrenceAlgorithm.scala
│ │ ├── DataSource.scala
│ │ ├── Engine.scala
│ │ ├── Preparator.scala
│ │ └── Serving.scala
│ └── template.json
├── make-distribution.sh
├── project
├── PIOBuild.scala
├── assembly.sbt
├── build.properties
├── plugins.sbt
└── unidoc.sbt
├── python
└── pypio
│ ├── __init__.py
│ ├── data
│ ├── __init__.py
│ └── eventstore.py
│ ├── pypio.py
│ ├── utils.py
│ └── workflow
│ ├── __init__.py
│ └── cleanup_functions.py
├── sbt
└── sbt
├── scalastyle-config.xml
├── storage
├── elasticsearch
│ ├── .gitignore
│ ├── build.sbt
│ └── src
│ │ ├── main
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ └── storage
│ │ │ └── elasticsearch
│ │ │ ├── ESAccessKeys.scala
│ │ │ ├── ESApps.scala
│ │ │ ├── ESChannels.scala
│ │ │ ├── ESEngineInstances.scala
│ │ │ ├── ESEvaluationInstances.scala
│ │ │ ├── ESEventsUtil.scala
│ │ │ ├── ESLEvents.scala
│ │ │ ├── ESPEvents.scala
│ │ │ ├── ESSequences.scala
│ │ │ ├── ESUtils.scala
│ │ │ ├── StorageClient.scala
│ │ │ └── package.scala
│ │ └── test
│ │ ├── resources
│ │ └── application.conf
│ │ └── scala
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── data
│ │ └── storage
│ │ └── elasticsearch
│ │ ├── StorageClientSpec.scala
│ │ └── StorageTestUtils.scala
├── hbase
│ ├── .gitignore
│ ├── build.sbt
│ └── src
│ │ ├── main
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ └── storage
│ │ │ └── hbase
│ │ │ ├── HBEventsUtil.scala
│ │ │ ├── HBLEvents.scala
│ │ │ ├── HBPEvents.scala
│ │ │ ├── PIOHBaseUtil.scala
│ │ │ ├── StorageClient.scala
│ │ │ └── package.scala
│ │ └── test
│ │ ├── resources
│ │ └── application.conf
│ │ └── scala
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── data
│ │ └── storage
│ │ └── hbase
│ │ ├── LEventsSpec.scala
│ │ ├── PEventsSpec.scala
│ │ ├── StorageTestUtils.scala
│ │ └── TestEvents.scala
├── hdfs
│ ├── .gitignore
│ ├── build.sbt
│ ├── project
│ │ └── build.properties
│ └── src
│ │ ├── main
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ └── storage
│ │ │ └── hdfs
│ │ │ ├── HDFSModels.scala
│ │ │ ├── StorageClient.scala
│ │ │ └── package.scala
│ │ └── test
│ │ └── resources
│ │ └── application.conf
├── jdbc
│ ├── .gitignore
│ ├── build.sbt
│ └── src
│ │ ├── main
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ └── storage
│ │ │ └── jdbc
│ │ │ ├── JDBCAccessKeys.scala
│ │ │ ├── JDBCApps.scala
│ │ │ ├── JDBCChannels.scala
│ │ │ ├── JDBCEngineInstances.scala
│ │ │ ├── JDBCEvaluationInstances.scala
│ │ │ ├── JDBCLEvents.scala
│ │ │ ├── JDBCModels.scala
│ │ │ ├── JDBCPEvents.scala
│ │ │ ├── JDBCUtils.scala
│ │ │ ├── StorageClient.scala
│ │ │ └── package.scala
│ │ └── test
│ │ ├── resources
│ │ └── application.conf
│ │ └── scala
│ │ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── data
│ │ └── storage
│ │ └── jdbc
│ │ ├── JDBCUtilsSpec.scala
│ │ ├── LEventsSpec.scala
│ │ ├── PEventsSpec.scala
│ │ ├── StorageTestUtils.scala
│ │ └── TestEvents.scala
├── localfs
│ ├── .gitignore
│ ├── build.sbt
│ └── src
│ │ ├── main
│ │ └── scala
│ │ │ └── org
│ │ │ └── apache
│ │ │ └── predictionio
│ │ │ └── data
│ │ │ └── storage
│ │ │ └── localfs
│ │ │ ├── LocalFSModels.scala
│ │ │ ├── StorageClient.scala
│ │ │ └── package.scala
│ │ └── test
│ │ └── resources
│ │ └── application.conf
└── s3
│ ├── .gitignore
│ ├── build.sbt
│ └── src
│ └── main
│ └── scala
│ └── org
│ └── apache
│ └── predictionio
│ └── data
│ └── storage
│ └── s3
│ ├── S3Models.scala
│ ├── StorageClient.scala
│ └── package.scala
├── tests
├── .rat-excludes
├── Dockerfile
├── Dockerfile.base
├── README.md
├── after_script.travis.sh
├── before_script.travis.sh
├── build_docker.sh
├── check_libraries.sh
├── check_license.sh
├── docker-compose.yml
├── docker-files
│ ├── awscredentials
│ ├── env-conf
│ │ ├── hbase-site.xml
│ │ └── pio-env.sh
│ ├── init.sh
│ ├── pgpass
│ └── set_build_profile.sh
├── pio_tests
│ ├── README.md
│ ├── __init__.py
│ ├── data
│ │ ├── eventserver_test
│ │ │ ├── partially_malformed_events.json
│ │ │ ├── rate_events_25.json
│ │ │ └── signup_events_51.json
│ │ └── quickstart_test
│ │ │ └── engine.json
│ ├── engines
│ │ └── recommendation-engine
│ │ │ ├── README.md
│ │ │ ├── build.sbt
│ │ │ ├── engine.json
│ │ │ ├── project
│ │ │ └── assembly.sbt
│ │ │ ├── src
│ │ │ └── main
│ │ │ │ └── scala
│ │ │ │ ├── ALSAlgorithm.scala
│ │ │ │ ├── ALSModel.scala
│ │ │ │ ├── DataSource.scala
│ │ │ │ ├── Engine.scala
│ │ │ │ ├── Evaluation.scala
│ │ │ │ ├── Preparator.scala
│ │ │ │ └── Serving.scala
│ │ │ └── template.json
│ ├── globals.py
│ ├── integration.py
│ ├── scenarios
│ │ ├── __init__.py
│ │ ├── basic_app_usecases.py
│ │ ├── eventserver_test.py
│ │ └── quickstart_test.py
│ ├── tests.py
│ └── utils.py
├── run_docker.sh
├── script.travis.sh
└── unit.sh
└── tools
├── build.sbt
└── src
├── main
├── resources
│ ├── META-INF
│ │ ├── LICENSE.txt
│ │ └── NOTICE.txt
│ └── assets
│ │ └── favicon.png
├── scala
│ └── org
│ │ └── apache
│ │ └── predictionio
│ │ └── tools
│ │ ├── Common.scala
│ │ ├── RunBatchPredict.scala
│ │ ├── RunServer.scala
│ │ ├── RunWorkflow.scala
│ │ ├── Runner.scala
│ │ ├── admin
│ │ ├── AdminAPI.scala
│ │ ├── CommandClient.scala
│ │ └── README.md
│ │ ├── commands
│ │ ├── AccessKey.scala
│ │ ├── App.scala
│ │ ├── Engine.scala
│ │ ├── Export.scala
│ │ ├── Import.scala
│ │ ├── Management.scala
│ │ └── Template.scala
│ │ ├── console
│ │ ├── Console.scala
│ │ └── Pio.scala
│ │ ├── dashboard
│ │ ├── CorsSupport.scala
│ │ └── Dashboard.scala
│ │ ├── export
│ │ └── EventsToFile.scala
│ │ └── imprt
│ │ └── FileToEvents.scala
└── twirl
│ └── org
│ └── apache
│ └── predictionio
│ └── tools
│ ├── console
│ ├── accesskey.scala.txt
│ ├── adminserver.scala.txt
│ ├── app.scala.txt
│ ├── batchpredict.scala.txt
│ ├── build.scala.txt
│ ├── dashboard.scala.txt
│ ├── deploy.scala.txt
│ ├── eval.scala.txt
│ ├── eventserver.scala.txt
│ ├── export.scala.txt
│ ├── imprt.scala.txt
│ ├── main.scala.txt
│ ├── run.scala.txt
│ ├── status.scala.txt
│ ├── template.scala.txt
│ ├── train.scala.txt
│ ├── upgrade.scala.txt
│ └── version.scala.txt
│ ├── dashboard
│ └── index.scala.html
│ └── templates
│ ├── itemrank
│ └── params
│ │ ├── algorithmsJson.scala.txt
│ │ ├── datasourceJson.scala.txt
│ │ ├── preparatorJson.scala.txt
│ │ └── servingJson.scala.txt
│ ├── itemrec
│ └── params
│ │ ├── algorithmsJson.scala.txt
│ │ ├── datasourceJson.scala.txt
│ │ ├── preparatorJson.scala.txt
│ │ └── servingJson.scala.txt
│ ├── itemsim
│ └── params
│ │ ├── algorithmsJson.scala.txt
│ │ ├── datasourceJson.scala.txt
│ │ ├── preparatorJson.scala.txt
│ │ └── servingJson.scala.txt
│ └── scala
│ ├── buildSbt.scala.txt
│ ├── engineJson.scala.txt
│ ├── manifestJson.scala.txt
│ ├── project
│ └── assemblySbt.scala.txt
│ └── src
│ └── main
│ └── scala
│ └── engine.scala.txt
└── test
└── scala
└── org
└── apache
└── predictionio
└── tools
├── RunnerSpec.scala
└── admin
└── AdminAPISpec.scala
/.gitattributes:
--------------------------------------------------------------------------------
1 | .travis.yml merge=ours
2 |
--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
1 | .DS_Store
2 | .pio_store
3 | *.swp
4 | *.swo
5 | conf/pio-env.sh
6 | target/
7 | sbt/sbt-launch-*.jar
8 | ..sxr/
9 | *.class
10 | core/data
11 | *.orig
12 | examples/data/ml-*
13 | fs/
14 | supervisord.conf
15 | /dist
16 | pio.log
17 | *.tar.gz
18 | *.pyc
19 | # Ignore source files whose name prefixed with "Private"
20 | Private*.scala
21 | quickstartapp/
22 | # Eclipse
23 | .project
24 | .classpath
25 | .settings/
26 | # IntelliJ
27 | *.iml
28 | .idea/
29 | .templates-cache
30 | /vendors
31 | /docs/manual/source/gallery/template-gallery.html.md
32 | test-reports/
33 | apache-rat-0.11.jar
34 | tests/dist
35 | tests/docker-files/*.jar
36 | tests/docker-files/*.tgz
37 | assembly/*.jar
38 | assembly/src/universal/
39 |
--------------------------------------------------------------------------------
/.project:
--------------------------------------------------------------------------------
1 | <?xml version="1.0" encoding="UTF-8"?>
2 | <projectDescription>
3 | <name>PredictionIO</name>
4 | <comment></comment>
5 | <projects>
6 | </projects>
7 | <buildSpec>
8 | </buildSpec>
9 | <natures>
10 | </natures>
11 | </projectDescription>
12 |
--------------------------------------------------------------------------------
/NOTICE.txt:
--------------------------------------------------------------------------------
1 | Apache PredictionIO
2 | Copyright 2016 The Apache Software Foundation
3 |
4 | This product includes software developed at
5 | The Apache Software Foundation (http://www.apache.org/).
6 |
7 | This product depends on third party software that falls under a variety of licenses.
8 | All dependencies with licenses other than Apache are specified in the LICENSE file.
9 | Please see LICENSE for additional copyright and licensing information.
10 |
--------------------------------------------------------------------------------
/bin/cjson:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | #
4 | # Licensed to the Apache Software Foundation (ASF) under one or more
5 | # contributor license agreements. See the NOTICE file distributed with
6 | # this work for additional information regarding copyright ownership.
7 | # The ASF licenses this file to You under the Apache License, Version 2.0
8 | # (the "License"); you may not use this file except in compliance with
9 | # the License. You may obtain a copy of the License at
10 | #
11 | # http://www.apache.org/licenses/LICENSE-2.0
12 | #
13 | # Unless required by applicable law or agreed to in writing, software
14 | # distributed under the License is distributed on an "AS IS" BASIS,
15 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
16 | # See the License for the specific language governing permissions and
17 | # limitations under the License.
18 | #
19 |
20 | curl -H "Content-Type: application/json" -d "$1" $2
21 |
--------------------------------------------------------------------------------
/common/src/main/resources/META-INF/LICENSE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../LICENSE.txt
--------------------------------------------------------------------------------
/common/src/main/resources/META-INF/NOTICE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../NOTICE.txt
--------------------------------------------------------------------------------
/common/src/main/resources/application.conf:
--------------------------------------------------------------------------------
1 | akka {
2 | log-config-on-start = false
3 | loggers = ["akka.event.slf4j.Slf4jLogger"]
4 | loglevel = "INFO"
5 | }
6 |
--------------------------------------------------------------------------------
/conf/keystore.jks:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/apache/predictionio/d9628ca2f148b45a51bf4cea68699a72f25cb383/conf/keystore.jks
--------------------------------------------------------------------------------
/core/src/main/resources/META-INF/LICENSE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../LICENSE.txt
--------------------------------------------------------------------------------
/core/src/main/resources/META-INF/NOTICE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../NOTICE.txt
--------------------------------------------------------------------------------
/core/src/main/scala/org/apache/predictionio/controller/java/SerializableComparator.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.controller.java
20 |
21 | import java.util.Comparator
22 |
23 | trait SerializableComparator[T] extends Comparator[T] with java.io.Serializable
24 |
--------------------------------------------------------------------------------
/core/src/main/scala/org/apache/predictionio/core/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio
20 |
21 | /** Core base classes of PredictionIO controller components. Engine developers
22 | * should not use these directly.
23 | */
24 | package object core {}
25 |
--------------------------------------------------------------------------------
/core/src/main/scala/org/apache/predictionio/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache
20 |
21 | /** PredictionIO Scala API */
22 | package object predictionio {}
23 |
--------------------------------------------------------------------------------
/core/src/main/scala/org/apache/predictionio/workflow/JsonExtractorOption.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.workflow
20 |
21 | object JsonExtractorOption extends Enumeration {
22 | type JsonExtractorOption = Value
23 | val Json4sNative = Value
24 | val Gson = Value
25 | val Both = Value
26 | }
27 |
--------------------------------------------------------------------------------
/core/src/main/scala/org/apache/predictionio/workflow/PersistentModelManifest.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.workflow
20 |
21 | case class PersistentModelManifest(className: String)
22 |
--------------------------------------------------------------------------------
/core/src/test/scala/org/apache/predictionio/workflow/EngineWorkflowTest.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
--------------------------------------------------------------------------------
/data/src/main/resources/META-INF/LICENSE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../LICENSE.txt
--------------------------------------------------------------------------------
/data/src/main/resources/META-INF/NOTICE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../NOTICE.txt
--------------------------------------------------------------------------------
/data/src/main/scala/org/apache/predictionio/data/api/EventInfo.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.api
20 |
21 | import org.apache.predictionio.data.storage.Event
22 |
23 | case class EventInfo(
24 | appId: Int,
25 | channelId: Option[Int],
26 | event: Event)
27 |
28 |
--------------------------------------------------------------------------------
/data/src/main/scala/org/apache/predictionio/data/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio
20 |
21 | /** Provides data access for PredictionIO and any engines running on top of
22 | * PredictionIO
23 | */
24 | package object data {}
25 |
--------------------------------------------------------------------------------
/data/src/main/scala/org/apache/predictionio/data/store/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data
20 |
21 | /** Provides high level interfaces to the Event Store from within a prediction
22 | * engine.
23 | */
24 | package object store {}
25 |
--------------------------------------------------------------------------------
/data/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/docker/.ivy2/.keep:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
--------------------------------------------------------------------------------
/docker/charts/postgresql.yaml:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 | postgresqlUsername: pio
18 | postgresqlPassword: pio
19 | postgresqlDatabase: pio
20 |
21 | # for testing
22 | persistence:
23 | enabled: false
24 |
--------------------------------------------------------------------------------
/docker/deploy/run.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | #
4 | # Licensed to the Apache Software Foundation (ASF) under one or more
5 | # contributor license agreements. See the NOTICE file distributed with
6 | # this work for additional information regarding copyright ownership.
7 | # The ASF licenses this file to You under the Apache License, Version 2.0
8 | # (the "License"); you may not use this file except in compliance with
9 | # the License. You may obtain a copy of the License at
10 | #
11 | # http://www.apache.org/licenses/LICENSE-2.0
12 | #
13 | # Unless required by applicable law or agreed to in writing, software
14 | # distributed under the License is distributed on an "AS IS" BASIS,
15 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
16 | # See the License for the specific language governing permissions and
17 | # limitations under the License.
18 | #
19 |
20 | cd /templates/$PIO_TEMPLATE_NAME
21 | pio deploy
22 |
--------------------------------------------------------------------------------
/docker/docker-compose.deploy.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | - "PIO_TEMPLATE_NAME=MyRecommendation"
21 | - "PIO_RUN_FILE=/deploy/run.sh"
22 | volumes:
23 | - ./deploy:/deploy
24 |
--------------------------------------------------------------------------------
/docker/docker-compose.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | image: predictionio/pio:latest
20 | ports:
21 | - 7070:7070
22 | - 8000:8000
23 | volumes:
24 | - ./templates:/templates
25 | dns: 8.8.8.8
26 |
--------------------------------------------------------------------------------
/docker/elasticsearch/docker-compose.event.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_EVENTDATA_NAME: pio_event
21 | PIO_STORAGE_REPOSITORIES_EVENTDATA_SOURCE: ELASTICSEARCH
22 |
23 |
--------------------------------------------------------------------------------
/docker/elasticsearch/docker-compose.meta.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_METADATA_NAME: pio_meta
21 | PIO_STORAGE_REPOSITORIES_METADATA_SOURCE: ELASTICSEARCH
22 |
23 |
--------------------------------------------------------------------------------
/docker/jupyter/jupyter_notebook_config.py:
--------------------------------------------------------------------------------
1 | # Licensed under the Apache License, Version 2.0 (the "License");
2 | # you may not use this file except in compliance with the License.
3 | # You may obtain a copy of the License at
4 | #
5 | # http://www.apache.org/licenses/LICENSE-2.0
6 | #
7 | # Unless required by applicable law or agreed to in writing, software
8 | # distributed under the License is distributed on an "AS IS" BASIS,
9 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
10 | # See the License for the specific language governing permissions and
11 | # limitations under the License.
12 |
13 |
14 | c = get_config()
15 | c.NotebookApp.ip = '*'
16 | c.NotebookApp.port = 8888
17 | c.NotebookApp.open_browser = False
18 |
19 |
--------------------------------------------------------------------------------
/docker/jupyter/requirements.txt:
--------------------------------------------------------------------------------
1 | cython
2 | google-cloud
3 | h5py
4 | ipywidgets
5 | jupyter_contrib_nbextensions
6 | keras
7 | matplotlib
8 | pandas
9 | pandas-gbq
10 | predictionio
11 | sklearn
12 | tensor2tensor
13 | tensorflow
14 | widgetsnbextension
15 |
--------------------------------------------------------------------------------
/docker/mysql/docker-compose.event.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_EVENTDATA_NAME: pio_event
21 | PIO_STORAGE_REPOSITORIES_EVENTDATA_SOURCE: MYSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/mysql/docker-compose.meta.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_METADATA_NAME: pio_meta
21 | PIO_STORAGE_REPOSITORIES_METADATA_SOURCE: MYSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/mysql/docker-compose.model.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_MODELDATA_NAME: pio_model
21 | PIO_STORAGE_REPOSITORIES_MODELDATA_SOURCE: MYSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/pgsql/docker-compose.event.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_EVENTDATA_NAME: pio_event
21 | PIO_STORAGE_REPOSITORIES_EVENTDATA_SOURCE: PGSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/pgsql/docker-compose.meta.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_METADATA_NAME: pio_meta
21 | PIO_STORAGE_REPOSITORIES_METADATA_SOURCE: PGSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/pgsql/docker-compose.model.yml:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
16 | version: "3"
17 | services:
18 | pio:
19 | environment:
20 | PIO_STORAGE_REPOSITORIES_MODELDATA_NAME: pio_model
21 | PIO_STORAGE_REPOSITORIES_MODELDATA_SOURCE: PGSQL
22 |
23 |
--------------------------------------------------------------------------------
/docker/templates/.keep:
--------------------------------------------------------------------------------
1 | # Licensed to the Apache Software Foundation (ASF) under one or more
2 | # contributor license agreements. See the NOTICE file distributed with
3 | # this work for additional information regarding copyright ownership.
4 | # The ASF licenses this file to You under the Apache License, Version 2.0
5 | # (the "License"); you may not use this file except in compliance with
6 | # the License. You may obtain a copy of the License at
7 | #
8 | # http://www.apache.org/licenses/LICENSE-2.0
9 | #
10 | # Unless required by applicable law or agreed to in writing, software
11 | # distributed under the License is distributed on an "AS IS" BASIS,
12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13 | # See the License for the specific language governing permissions and
14 | # limitations under the License.
15 |
--------------------------------------------------------------------------------
/docs/javadoc/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | Java API Documentation
19 | ======================
20 |
21 | 1. Run this command at the project's root.
22 | ```
23 | $ sbt/sbt unidoc
24 | ```
25 |
26 | 2. Point your web browser at `target/javaunidoc/index.html`.
27 |
--------------------------------------------------------------------------------
/docs/manual/.gitignore:
--------------------------------------------------------------------------------
1 | # Bower
2 | /bower_components
3 |
4 | # Bundler
5 | /.bundle
6 |
7 | # Build Directory
8 | /build
9 |
10 | # Cache
11 | /.sass-cache
12 | /.cache
13 |
14 | # Sanity
15 | /sanity.html
16 |
17 | # OS Files
18 | .DS_Store
19 | .DS_Store?
20 | ._*
21 | .Spotlight-V100
22 | .Trashes
23 | .AppleDouble
24 | .LSOverride
25 | Icon
26 | Desktop.ini
27 | Icon?
28 | ehthumbs.db
29 | Thumbs.db
30 | *~
31 |
32 | .project
33 | _site
34 |
--------------------------------------------------------------------------------
/docs/manual/bower.json:
--------------------------------------------------------------------------------
1 | {
2 | "name": "predictionio.apache.org",
3 | "description": "Apache PredictionIO Documentation",
4 | "license": "Apache-2.0",
5 | "homepage": "predictionio.apache.org",
6 | "ignore": [
7 | "**/.*",
8 | "node_modules",
9 | "bower_components"
10 | ],
11 | "dependencies": {
12 | "jquery": "~2.1.1",
13 | "normalize.css": "~3.0.2",
14 | "Slidebars": "~0.10.2",
15 | "Tabslet": "~1.4.8",
16 | "jcarousel": "~0.3.3"
17 | }
18 | }
19 |
--------------------------------------------------------------------------------
/docs/manual/data/versions.yml:
--------------------------------------------------------------------------------
1 | pio: 0.14.0
2 | spark: 2.4.0
3 | spark_download_filename: spark-2.4.0-bin-hadoop2.7
4 | elasticsearch_download_filename: elasticsearch-6.8.1
5 | hbase_version: 1.2.6
6 | hbase_basename: hbase-1.2.6
7 | hbase_variant: bin
8 |
--------------------------------------------------------------------------------
/docs/manual/helpers/icon_helpers.rb:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | module IconHelpers
19 | def icon(name)
20 | if name.nil?
21 | %Q{<i class="fa"></i>}
22 | else
23 | %Q{<i class="fa fa-#{name}"></i>}
24 | end
25 | end
26 | end
27 |
--------------------------------------------------------------------------------
/docs/manual/helpers/url_helpers.rb:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | module UrlHelpers
19 | def absolute_url(path)
20 | URI::Generic.build(
21 | scheme: 'https',
22 | host: host,
23 | path: path
24 | ).to_s
25 | end
26 | end
27 |
--------------------------------------------------------------------------------
/docs/manual/source/404.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Error 404
3 | description: Page not found!
4 | ---
5 |
6 | <!--
7 | Licensed to the Apache Software Foundation (ASF) under one or more
8 | contributor license agreements. See the NOTICE file distributed with
9 | this work for additional information regarding copyright ownership.
10 | The ASF licenses this file to You under the Apache License, Version 2.0
11 | (the "License"); you may not use this file except in compliance with
12 | the License. You may obtain a copy of the License at
13 |
14 | http://www.apache.org/licenses/LICENSE-2.0
15 |
16 | Unless required by applicable law or agreed to in writing, software
17 | distributed under the License is distributed on an "AS IS" BASIS,
18 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
19 | See the License for the specific language governing permissions and
20 | limitations under the License.
21 | -->
22 |
23 | # Page Not Found
24 |
25 | Sorry the page you were looking for was not found :(
26 |
--------------------------------------------------------------------------------
/docs/manual/source/algorithm/custom.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Adding your own Algorithms
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | (Coming soon)
23 |
--------------------------------------------------------------------------------
/docs/manual/source/archived/index.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: List of Archived Pages
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Archived Contribution
23 |
24 | Please help to move pages here if they are no-longer maintained
25 |
--------------------------------------------------------------------------------
/docs/manual/source/demo/index.html.md.erb:
--------------------------------------------------------------------------------
1 | ---
2 | title: Demos
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Current Demos
23 |
24 | [Text Classification](/demo/textclassification/) - an official demo of Apache PredictionIO.
25 |
--------------------------------------------------------------------------------
/docs/manual/source/deploy/engineparams.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Setting Engine Parameters
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | (coming soon)
23 |
--------------------------------------------------------------------------------
/docs/manual/source/deploy/enginevariants.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Deploying Multiple Engine Variants
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | (coming soon)
23 |
--------------------------------------------------------------------------------
/docs/manual/source/evaluation/history.html.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
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1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
--------------------------------------------------------------------------------
/docs/manual/source/layouts/layout.html.slim:
--------------------------------------------------------------------------------
1 | doctype html
2 | html
3 | head
4 | = partial 'head/base'
5 | body
6 | #global
7 | = partial 'header'
8 | = partial 'search_bar'
9 | #page.container-fluid
10 | .row
11 | #left-menu-wrapper.col-md-3
12 | = partial 'nav/main'
13 | .col-md-9.col-sm-12
14 | .content-header.hidden-md.hidden-lg
15 | = breadcrumbs
16 | #page-title
17 | = page_title
18 |
19 | = partial 'table_of_content'
20 |
21 | .content-header.hidden-sm.hidden-xs
22 | = breadcrumbs
23 | #page-title
24 | = page_title
25 | .content
26 | = yield
27 | = partial 'footer'
28 | = partial 'swiftype'
29 | = javascript_include_tag 'application'
30 |
--------------------------------------------------------------------------------
/docs/manual/source/layouts/tryit.html.slim:
--------------------------------------------------------------------------------
1 | doctype html
2 | html
3 | head
4 | = partial 'head/base'
5 | body.tryit
6 | #global
7 | = partial 'header'
8 | #page.container
9 | main#main role="main" data-swiftype-index="true"
10 | #content
11 | = yield
12 | = partial 'footer'
13 | = partial 'swiftype'
14 | = javascript_include_tag 'application'
15 | = javascript_include_tag 'tryit'
16 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_action_call.html.slim:
--------------------------------------------------------------------------------
1 | .action-call
2 | .container
3 | .row
4 | .col-md-4.col-xs-12
5 | .action-square
6 | h1 Get Started
7 | p
8 | | Please take a look at the
9 | = succeed "." do
10 | a href="//predictionio.apache.org/" target="blank" Docs
11 | | It is helpful to read through a few examples.
12 | .col-md-4.col-xs-12
13 | .action-square
14 | h1 Get Help
15 | p
16 | | Join our
17 | a> href="//groups.google.com/forum/#!forum/predictionio-user" target="blank" Forum
18 | | to discuss, get help and help others in the PredictionIO community.
19 | .col-md-4.col-xs-12
20 | .action-square
21 | h1 href="#" Get Involved
22 | p
23 | | Check out the source code on
24 | a> href="//github.com/PredictionIO/PredictionIO" target="blank" GitHub
25 | | and report issues on the
26 | = succeed "." do
27 | a href="//github.com/PredictionIO/PredictionIO/issues" target="blank" Bug Tracker
28 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_edit_page.html.slim:
--------------------------------------------------------------------------------
1 | #edit-page
2 | p
3 | = link_to '<i class="fa fa-pencil"></i> Edit Page', github_url
4 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_header.html.slim:
--------------------------------------------------------------------------------
1 | header
2 | .container#header-wrapper
3 | .row
4 | .col-sm-12
5 | #logo-wrapper
6 | span#drawer-toggle
7 | a href="#"
8 | = link_to 'http://predictionio.apache.org/' do
9 | = image_tag 'logos/logo.png', alt: 'Apache PredictionIO', id: 'logo'
10 | span ®
11 | #menu-wrapper
12 | #pill-wrapper
13 | a.pill.left> href="/gallery/template-gallery" TEMPLATES
14 | a.pill.right href="//github.com/apache/predictionio/" OPEN SOURCE
15 | = image_tag 'icons/search-glass.png', class: 'mobile-search-bar-toggler hidden-md hidden-lg'
16 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_search_bar.html.slim:
--------------------------------------------------------------------------------
1 | #search-bar-row-wrapper
2 | .container-fluid#search-bar-row
3 | .row
4 | .col-md-9.col-sm-11.col-xs-11
5 | .hidden-md.hidden-lg#mobile-page-heading-wrapper
6 | p PredictionIO Docs
7 | h4
8 | = page_title_in_nav_menu data.nav.main.root
9 | h4.hidden-sm.hidden-xs PredictionIO Docs
10 | .col-md-3.col-sm-1.col-xs-1.hidden-md.hidden-lg
11 | = image_tag 'icons/down-arrow.png', id: 'left-menu-indicator'
12 | .col-md-3.col-sm-12.col-xs-12.swiftype-wrapper
13 | = partial 'nav/swiftype'
14 | .mobile-left-menu-toggler.hidden-md.hidden-lg
--------------------------------------------------------------------------------
/docs/manual/source/partials/_segment.html.slim:
--------------------------------------------------------------------------------
1 | - if build?
2 | javascript:
3 | !function(){var analytics=window.analytics=window.analytics||[];if(!analytics.initialize)if(analytics.invoked)window.console&&console.error&&console.error("Segment snippet included twice.");else{analytics.invoked=!0;analytics.methods=["trackSubmit","trackClick","trackLink","trackForm","pageview","identify","group","track","ready","alias","page","once","off","on"];analytics.factory=function(t){return function(){var e=Array.prototype.slice.call(arguments);e.unshift(t);analytics.push(e);return analytics}};for(var t=0;t<analytics.methods.length;t++){var e=analytics.methods[t];analytics[e]=analytics.factory(e)}analytics.load=function(t){var e=document.createElement("script");e.type="text/javascript";e.async=!0;e.src=("https:"===document.location.protocol?"https://":"http://")+"cdn.segment.com/analytics.js/v1/"+t+"/analytics.min.js";var n=document.getElementsByTagName("script")[0];n.parentNode.insertBefore(e,n)};analytics.SNIPPET_VERSION="3.0.1";
4 | analytics.load("YlF3updaI3DR96hnNgSGpR3PPBUGDzt8");
5 | analytics.page()
6 | }}();
7 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_swiftype.html.slim:
--------------------------------------------------------------------------------
1 | javascript:
2 | (function(w,d,t,u,n,s,e){w['SwiftypeObject']=n;w[n]=w[n]||function(){
3 | (w[n].q=w[n].q||[]).push(arguments);};s=d.createElement(t);
4 | e=d.getElementsByTagName(t)[0];s.async=1;s.src=u;e.parentNode.insertBefore(s,e);
5 | })(window,document,'script','//s.swiftypecdn.com/install/v1/st.js','_st');
6 |
7 | _st('install','HaUfpXXV87xoB_zzCQ45');
8 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/_table_of_content.html.slim:
--------------------------------------------------------------------------------
1 | - if table_of_contents(current_page)
2 | #table-of-content-wrapper
3 | h5 On this page
4 | == table_of_contents(current_page)
5 | hr
6 | = link_to github_url, id: 'edit-page-link'
7 | = image_tag 'icons/edit-pencil.png'
8 | | Edit this page
9 | - else
10 | #table-of-content-wrapper
11 | = link_to github_url, id: 'edit-page-link'
12 | = image_tag 'icons/edit-pencil.png'
13 | | Edit this page
--------------------------------------------------------------------------------
/docs/manual/source/partials/head/_base.html.slim:
--------------------------------------------------------------------------------
1 | title = rendered_title
2 | = partial 'head/meta'
3 | = partial 'head/favicon'
4 | = partial 'head/stylesheets'
5 | = partial 'head/javascripts'
6 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/head/_favicon.html.slim:
--------------------------------------------------------------------------------
1 | link href="/images/favicon/normal.png" rel="shortcut icon"
2 | link href="/images/favicon/apple.png" rel="apple-touch-icon"
3 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/head/_javascripts.html.slim:
--------------------------------------------------------------------------------
1 | /[if lt IE 9]
2 | = javascript_include_tag '//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js'
3 | = javascript_include_tag '//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML'
4 |
5 | /azo sans font
6 | = javascript_include_tag '//use.typekit.net/pqo0itb.js'
7 | javascript:
8 | try{Typekit.load({ async: true });}catch(e){}
9 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/head/_meta.html.slim:
--------------------------------------------------------------------------------
1 | meta charset="utf-8"
2 | meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"
3 | meta name="viewport" content="width=device-width, initial-scale=1.0"
4 | meta class="swiftype" name="title" data-type="string" content=rendered_title
5 | - if current_page.data.description
6 | meta name="description" content=current_page.data.description
7 | meta class="swiftype" name="body" data-type="text" content=current_page.data.description
8 | link rel="canonical" href=absolute_url(current_page.url)
9 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/head/_stylesheets.html.slim:
--------------------------------------------------------------------------------
1 | link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"
2 | link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" rel="stylesheet"
3 |
4 | = stylesheet_link_tag 'application'
5 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_breadcrumbs.html.slim:
--------------------------------------------------------------------------------
1 | - if crumbs
2 | #breadcrumbs.hidden-sm.hidden.xs
3 | ul
4 | - crumbs.each do |node|
5 | li
6 | - if crumbs.last == node
7 | span.last = node.body
8 | - else
9 | = link_to node.body, node.url, class: node.css
10 | span.spacer >
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_header.html.slim:
--------------------------------------------------------------------------------
1 | nav#nav-header
2 | ul
3 | li = link_to 'Docs', '/'
4 | li = link_to 'Engine Templates', '/gallery/template-gallery'
5 | li = link_to 'Community', '/community/'
6 | li = link_to 'Blog', 'http://blog.prediction.io/'
7 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_main.html.slim:
--------------------------------------------------------------------------------
1 | nav#nav-main
2 | ul
3 | - data.nav.main.root.each do |node|
4 | = partial 'nav/node', locals: { node: node, level: 1 }
5 | - unless build?
6 | - data.nav.build.root.each do |node|
7 | = partial 'nav/node', locals: { node: node, level: 1 }
8 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_node.html.slim:
--------------------------------------------------------------------------------
1 | li class="level-#{level}"
2 | - icon_or_nil = node.children ? 'caret-right' : nil
3 | - css = node.children ? 'expandible' : 'final'
4 |
5 | = link_to_with_active "<span>#{node.body}</span>".html_safe, node.url, class: "#{node.css} #{css}".strip
6 |
7 | - if node.children
8 | ul
9 | - node.children.each do |child|
10 | = partial 'nav/node', locals: { node: child, level: level + 1 }
11 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_page.html.slim:
--------------------------------------------------------------------------------
1 | nav#nav-page
2 | = link_to '<i class="fa fa-pencil"></i>', github_url, class: 'github'
3 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/nav/_swiftype.html.slim:
--------------------------------------------------------------------------------
1 | .swiftype
2 | form.search-form
3 | = image_tag 'icons/search-glass.png', class: 'search-box-toggler hidden-xs hidden-sm'
4 | .search-box
5 | = image_tag 'icons/search-glass.png'
6 | input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."
7 | = image_tag 'icons/drawer-toggle-active.png', class: 'swiftype-row-hider hidden-md hidden-lg'
--------------------------------------------------------------------------------
/docs/manual/source/partials/shared/install/_proceed_template.html.md.erb:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | You can proceed to [Choosing an Engine Template](/start/download), or continue the QuickStart guide of the Engine template if you have already chosen one.
19 |
--------------------------------------------------------------------------------
/docs/manual/source/partials/shared/quickstart/_import_sample_data.html.md.erb:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | This engine requires more data in order to train a useful model. Instead of sending more events one by one in real time, for quickstart demonstration purpose, we are going to use a script to import more events in batch.
19 |
--------------------------------------------------------------------------------
/docs/manual/source/production/deploy-cloudformation.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Deploying with AWS CloudFormation
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | This document has been moved to [here](/system/deploy-cloudformation/).
23 |
--------------------------------------------------------------------------------
/docs/manual/source/robots.txt:
--------------------------------------------------------------------------------
1 | User-agent: *
2 | Disallow:
3 |
4 | Sitemap: http://predictionio.apache.org/sitemap.xml
5 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-1.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 1
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 1
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-2-1.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 2.1
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 2.1
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-2-2.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 2.2
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 2.2
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-2.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 2
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 2
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-3-1.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 3.1
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 3.1
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-3-2.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 3.2
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 3.2
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-3.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 3
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 3
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-4-1.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 4.1
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 4.1
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-4-2.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 4.2
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 4.2
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-4-3.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 4.3
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 4.3
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/level-4.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Level 4
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Level 4
23 |
--------------------------------------------------------------------------------
/docs/manual/source/samples/narrow.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Narrow Page
3 | hidden: true
4 | ---
5 |
6 | <!--
7 | Licensed to the Apache Software Foundation (ASF) under one or more
8 | contributor license agreements. See the NOTICE file distributed with
9 | this work for additional information regarding copyright ownership.
10 | The ASF licenses this file to You under the Apache License, Version 2.0
11 | (the "License"); you may not use this file except in compliance with
12 | the License. You may obtain a copy of the License at
13 |
14 | http://www.apache.org/licenses/LICENSE-2.0
15 |
16 | Unless required by applicable law or agreed to in writing, software
17 | distributed under the License is distributed on an "AS IS" BASIS,
18 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
19 | See the License for the specific language governing permissions and
20 | limitations under the License.
21 | -->
22 |
23 | Keep it short!
24 |
--------------------------------------------------------------------------------
/docs/manual/source/sdk/index.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: List of PredictionIO SDKs
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | ## Officially Supported SDKs
23 |
24 | * [Java & Android SDK](/sdk/java/)
25 | * [PHP SDK](/sdk/php/)
26 | * [Python SDK](/sdk/python/)
27 | * [Ruby SDK](/sdk/ruby/)
28 |
29 | ## Community Powered SDKs
30 |
31 | Check the community projects! [here](/community/projects.html#sdks).
32 |
--------------------------------------------------------------------------------
/docs/manual/source/search/index.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: Search Results
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | <div id="st-results-container"></div>
23 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/application.css.scss:
--------------------------------------------------------------------------------
1 | @import 'bootstrap';
2 | @import 'variables/**/*';
3 | @import 'mixins/**/*';
4 | @import 'partials/**/*';
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_action_call.css.scss:
--------------------------------------------------------------------------------
1 | .action-call {
2 | font-family: $standard-font-family;
3 | @include anchor-no-underline;
4 | padding-top: 78px;
5 | padding-bottom: 10px;
6 |
7 | .action-square {
8 | height: 190px;
9 | background-color: #F7F7F7;
10 | padding: 35px;
11 | padding-top: 0;
12 |
13 | h1 {
14 | padding-top: 35px;
15 | font-size: 27px;
16 | text-align: center;
17 | font-weight: normal;
18 | }
19 |
20 | p {
21 | font-size: 16px;
22 | color: #979797;
23 | }
24 | }
25 | }
26 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_alerts.css.scss:
--------------------------------------------------------------------------------
1 | body { // for higher priority
2 | .alert-message {
3 | margin: 1em 0 1em 0;
4 | display: block;
5 | width: auto;
6 | overflow:hidden;
7 |
8 | p {
9 | padding: 22px;
10 | margin: 0;
11 | }
12 |
13 | &.info {
14 | @include alert-border ($info-color);
15 | }
16 | &.success {
17 | @include alert-border ($success-color);
18 | }
19 | &.warning {
20 | @include alert-border ($warning-color);
21 | }
22 | &.danger {
23 | @include alert-border ($danger-color);
24 | }
25 | &.note {
26 | @include alert-border ($note-color);
27 | }
28 | &.todo {
29 | @include alert-border ($todo-color);
30 | }
31 | }
32 | }
33 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_breadcrumbs.css.scss:
--------------------------------------------------------------------------------
1 | #breadcrumbs {
2 | font-family: $standard-font-family;
3 | @include anchor-no-underline;
4 | ul {
5 | display: inline-block;
6 | padding: 0;
7 | }
8 |
9 | li {
10 | display: inline-block;
11 | }
12 |
13 | a {
14 | color: $breadcrumbs-link-color;
15 | }
16 |
17 | span {
18 | color: $breadcrumbs-text-color;
19 | }
20 | span.spacer {
21 | padding-left: 3px;
22 | padding-right: 3px;
23 | }
24 | }
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_buttons.css.scss:
--------------------------------------------------------------------------------
1 | .button {
2 | border-radius: 5px;
3 | }
4 |
5 | .button-primary {
6 | padding: 10px 30px 10px 30px;
7 | text-shadow: none;
8 | border: none;
9 | border-radius: 100px;
10 | font-size: 16px;
11 | font-weight: 600;
12 | display: inline-block;
13 | background-color: $button-primary-background-color;
14 | color: $button-primary-font-color;
15 | &:hover {
16 | background-color: $button-primary-hover-background-color;
17 | color: $button-primary-hover-font-color;
18 | text-decoration: none;
19 | }
20 | }
21 |
22 |
23 | .button-download {
24 | box-sizing: border-box;
25 | @extend .button;
26 | height: 40px;
27 | font-size: 16px;
28 | line-height: 24px;
29 | font-weight: 600;
30 | padding: 7px 25px 0 25px;
31 | background-color: $button-download-background-color;
32 | color: $button-download-font-color;
33 |
34 | &:hover {
35 | text-decoration: none;
36 | }
37 | i {
38 | font-size: 24px;
39 | line-height: 24px;
40 | vertical-align: bottom;
41 | margin-right: 8px;
42 | }
43 | }
44 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_classes.css.scss:
--------------------------------------------------------------------------------
1 | .hide-text {
2 | text-indent: 100%;
3 | white-space: nowrap;
4 | overflow: hidden;
5 | }
6 |
7 | .group {
8 | display: inline-block;
9 | }
10 |
11 | .new {
12 | color: $danger-color;
13 | }
14 |
15 | .logo-dark {
16 | background-color: $logo-dark-color;
17 | display: inline-block;
18 | font-size: 0;
19 | }
20 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_copyright.css.scss:
--------------------------------------------------------------------------------
1 | #copyright {
2 | display: inline-block;
3 | width: 800px;
4 | margin-left: 0;
5 | background-color: $footer-background-color;
6 | text-align: center;
7 | color: $copyright-font-color;
8 | padding: 25px 0 25px 0;
9 | font-size: 14px;
10 | a {
11 | color: $copyright-link-color;
12 | }
13 |
14 | .logo {
15 | margin-top: 10px;
16 | display: inline-block;
17 | }
18 | }
19 |
20 |
21 | @include medium {
22 | #copyright {
23 | margin-left: 300px;
24 | }
25 | }
26 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_edit_page.css.scss:
--------------------------------------------------------------------------------
1 | #edit-page {
2 | background-color: $edit-page-background-color;
3 | position: fixed;
4 | right: 25px;
5 | bottom: 0;
6 | border-top-left-radius: 5px;
7 | border-top-right-radius: 5px;
8 |
9 | i {
10 | font-size: 20px;
11 | margin-right: 7px;
12 | position: relative;
13 | top: 1px;
14 | }
15 | p {
16 | margin: 0;
17 | }
18 | a {
19 | color: $edit-page-font-color;
20 | &:hover {
21 | text-decoration: none;
22 | }
23 | display: block;
24 | font-size: 16px;
25 | font-weight: 600;
26 | margin: 7px 15px 7px 15px;
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_global.css.scss:
--------------------------------------------------------------------------------
1 | #global {
2 | min-width: 320px;
3 | background-color: $global-background-color;
4 | }
5 |
6 | #main {
7 | background-color: $main-background-color;
8 | padding: 0 0 25px 0;
9 | width: 1100px;
10 | min-height: 800px;
11 | }
12 |
13 | .col-main {
14 | margin-left: 0;
15 | }
16 |
17 | @include medium {
18 | .col-main {
19 | margin-left: 300px;
20 | }
21 | }
22 |
23 | #page {
24 | margin-top: $header-height + $search-box-height + ($search-bar-row-vertical-padding * 2) + 50px; // header height
25 | }
26 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_hacks.css.scss:
--------------------------------------------------------------------------------
1 | // Firefox sucks sometimes!
2 | :focus { outline: none; }
3 | ::-moz-focus-inner { border: none; }
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_layout.css.scss:
--------------------------------------------------------------------------------
1 | #page.container-fluid {
2 | max-width: 1170px;
3 | }
4 |
5 | .content-header {
6 | width: auto;
7 | display: block;
8 | }
9 |
10 | .container-center {
11 | width: 1170px;
12 | display: inline-block;
13 | text-align: left;
14 | }
15 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_modules.css.scss:
--------------------------------------------------------------------------------
1 | .pill-button {
2 | height: auto;
3 | border:1px solid #2499E6;
4 | border-radius: 3em;
5 | font-size: 12px;
6 | color: #2499E6;
7 | text-align: center;
8 | display: inline-block;
9 | letter-spacing: 2px;
10 | transition:All 0.3s ease;
11 | -webkit-transition:All 0.3s ease;
12 | -moz-transition:All 0.3s ease;
13 | -o-transition:All 0.3s ease;
14 | padding: 14px 15px;
15 | -webkit-font-smoothing: subpixel-antialiased;
16 | }
17 |
18 | .underlined-input {
19 | border:none;
20 | border-bottom: 1px solid #EBF1F9;
21 | outline: none;
22 | padding: 5px 0;
23 |
24 | }
25 |
26 | .underlined-input:focus {
27 | border-color: #249DEC;
28 | }
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_off_canvas.css.scss:
--------------------------------------------------------------------------------
1 | #active-navigation {
2 | float: left;
3 | font-size: 40px;
4 | height: 40px;
5 | margin: 0 0 0 20px;
6 | color: $header-icon-color;
7 | display: block;
8 | i {
9 | vertical-align: top;
10 | }
11 | }
12 |
13 | @include medium {
14 | #active-navigation {
15 | display: none;
16 | }
17 |
18 | .active-navigation {
19 | #main {
20 | margin-right: 0;
21 | }
22 | }
23 | }
24 |
25 | // Large
26 | @include x-large {
27 | #table-of-contents {
28 | display: block;
29 | &.empty {
30 | display: none;
31 | }
32 | }
33 | }
34 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_page_title.css.scss:
--------------------------------------------------------------------------------
1 | #page-title {
2 | h1 {
3 | font-family: $standard-font-family;
4 | margin: 0;
5 | margin-top: 15px;
6 | margin-bottom: 32px;
7 | font-size: 28px;
8 | font-weight: 400;
9 | line-height: 1.2;
10 | color: $page-title-font-color;
11 | word-wrap: break-word;
12 | &.missing {
13 | color: $danger-color;
14 | }
15 | }
16 | }
17 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_search_bar_row.css.scss:
--------------------------------------------------------------------------------
1 | #search-bar-row-wrapper {
2 | font-family: $standard-font-family;
3 | height: $search-box-height + ($search-bar-row-vertical-padding * 2);
4 | width: 100%;
5 | position: fixed;
6 | top: $header-height;
7 | padding-top: $search-bar-row-vertical-padding;
8 | padding-bottom: $search-bar-row-vertical-padding;
9 | z-index: 9998;
10 | background-color: $white;
11 | box-sizing: border-box;
12 | line-height: 15px;
13 | border-bottom: 1px solid $search-box-wrapper-border-color;
14 | #search-bar-row {
15 | height: 100%;
16 | max-width: 1170px;
17 | h4 {
18 | font-size: 15px;
19 | }
20 | }
21 | }
22 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_table_of_contents.css.scss:
--------------------------------------------------------------------------------
1 | #table-of-content-wrapper {
2 | font-family: $standard-font-family;
3 | display: inline-block;
4 | width: 262.5px;
5 | box-sizing: border-box;
6 | float: right;
7 | margin-left: 20px;
8 | margin-bottom: 20px;
9 | padding: 20px 15px;
10 | border: 1px solid #dddddd;
11 |
12 | @include anchor-no-underline;
13 |
14 | h5 {
15 | font-size: 13px;
16 | color: $black;
17 | }
18 |
19 | hr {
20 | margin-top: 0;
21 | }
22 |
23 | ul {
24 | padding: 0;
25 | margin: 0;
26 | font-size: 14px;
27 | line-height: 24px;
28 | color: $table-of-contents-font-color;
29 |
30 | ul {
31 | padding-left: 20px;
32 | }
33 | }
34 |
35 | li {
36 | list-style-type: none;
37 | padding: 14px 0;
38 | }
39 |
40 | a {
41 | color: $table-of-contents-link-color;
42 | }
43 |
44 | #edit-page-link {
45 | color: $table-of-contents-edit-page-link-color;
46 | font-size: 13px;
47 |
48 | &:hover {
49 | text-decoration: none;
50 | }
51 |
52 | img {
53 | height: 19px;
54 | margin-right: 5px;
55 | }
56 |
57 | }
58 | }
59 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_tables.css.scss:
--------------------------------------------------------------------------------
1 | table {
2 | width: 100%;
3 | th {
4 | text-align: left;
5 | }
6 |
7 | tr {
8 | border-bottom: 1px solid $border-color;
9 | }
10 |
11 | td, th {
12 | padding: 2px 20px 2px 0;
13 | }
14 |
15 | }
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_tags.css.scss:
--------------------------------------------------------------------------------
1 | body {
2 | font-family: $body-font-family;
3 | color: $body-font-color;
4 | background-color: $footer-background-color;
5 | }
6 |
7 | a {
8 | color: $link-color;
9 | text-decoration: none;
10 | &:hover {
11 | text-decoration: underline;
12 | }
13 | }
14 |
15 | // Hack for links with anchors with fixed header!
16 | :target:before {
17 | display: block;
18 | content: '';
19 | margin-top: -100px;
20 | height: 100px;
21 | visibility: hidden;
22 | }
23 |
24 | blockquote {
25 | margin: 0;
26 | p {
27 | padding: 20px;
28 | }
29 |
30 | background-color: $blockquote-background-color;
31 | }
32 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/_tryit.css.scss:
--------------------------------------------------------------------------------
1 | .codepicnic {
2 | display: flex;
3 | margin-top: 20px;
4 | flex-wrap: wrap;
5 |
6 | i {
7 | font-weight: 600;
8 | color: $tryit-i-color;
9 | }
10 | }
11 |
12 | .tutorial {
13 | margin: 0 25px 0 0;
14 | min-width: 400px;
15 | }
16 |
17 | @include large {
18 | .codepicnic {
19 | flex-wrap: nowrap;
20 | }
21 |
22 | }
23 |
24 | .iframe {
25 | width: 100%;
26 | margin-bottom: 70px;
27 |
28 | iframe {
29 | border: 1px solid $border-color;
30 | width: 100%;
31 | height: 100%;
32 | min-height: 500px;
33 | }
34 | }
35 |
36 | .tryit {
37 |
38 | #main {
39 | width: 100%;
40 | }
41 |
42 | #footer {
43 | width: 100%;
44 | margin-left: 0;
45 | }
46 |
47 | #copyright {
48 | width: 100%;
49 | margin-left: 0;
50 | }
51 | }
52 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/nav/_header.css.scss:
--------------------------------------------------------------------------------
1 | #nav-header {
2 | display: none;
3 | margin: 0 25px 0 0;
4 | ul {
5 | padding: 0;
6 | margin: 8px 0 0 0;
7 | }
8 | li {
9 | display: inline-block;
10 | margin-right: 25px;
11 | &:last-child {
12 | margin-right: 0;
13 | }
14 | }
15 | a {
16 | font-weight: 400;
17 | color: $nav-header-link-color;
18 | font-size: 18px;
19 | }
20 |
21 |
22 | @include medium {
23 | display :inline-block;
24 | }
25 | }
26 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/partials/nav/_page.css.scss:
--------------------------------------------------------------------------------
1 | #nav-page {
2 | font-size: 24px;
3 | white-space: nowrap;
4 | display: inline-block;
5 | margin: 15px 25px 0 -100px;
6 | a {
7 | color: $nav-page-icon-color;
8 | }
9 | }
10 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/variables/_fonts.css.scss:
--------------------------------------------------------------------------------
1 | $standard-font-family: "pt-sans", 'Helvetica Neue', Helvetica, Arial, sans-serif;
2 | $body-font-family: "pt-sans", 'Helvetica Neue', Helvetica, Arial, sans-serif;
3 | $code-font-family: Menlo, Monaco, Consolas, monospace;
4 |
--------------------------------------------------------------------------------
/docs/manual/source/stylesheets/variables/_sizes.css.scss:
--------------------------------------------------------------------------------
1 | $search-bar-row-height: 56px;
2 | $header-height: 83px;
3 | $mobile-header-height: 56px;
4 | $search-box-height: 36px;
5 | $search-bar-row-vertical-padding: 10px;
--------------------------------------------------------------------------------
/docs/manual/source/templates/classification/how-to.html.md:
--------------------------------------------------------------------------------
1 | ---
2 | title: How-To (Classification)
3 | ---
4 |
5 | <!--
6 | Licensed to the Apache Software Foundation (ASF) under one or more
7 | contributor license agreements. See the NOTICE file distributed with
8 | this work for additional information regarding copyright ownership.
9 | The ASF licenses this file to You under the Apache License, Version 2.0
10 | (the "License"); you may not use this file except in compliance with
11 | the License. You may obtain a copy of the License at
12 |
13 | http://www.apache.org/licenses/LICENSE-2.0
14 |
15 | Unless required by applicable law or agreed to in writing, software
16 | distributed under the License is distributed on an "AS IS" BASIS,
17 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
18 | See the License for the specific language governing permissions and
19 | limitations under the License.
20 | -->
21 |
22 | Here are the pages that show you how you can customize the Classification engine template.
23 |
24 | - [Use Alternative Algorithm](/templates/classification/add-algorithm/)
25 | - [Read Custom Properties](/templates/classification/reading-custom-properties/)
26 |
--------------------------------------------------------------------------------
/docs/scaladoc/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | Scala API Documentation
19 | =======================
20 |
21 | 1. Run this command at the project's root.
22 | ```
23 | $ sbt/sbt pioUnidoc
24 | ```
25 |
26 | 2. Point your web browser at `target/scala-2.11/unidoc/index.html`.
27 |
--------------------------------------------------------------------------------
/docs/scaladoc/api-docs.css:
--------------------------------------------------------------------------------
1 | .developer {
2 | background-color: #44751E;
3 | }
4 |
5 | .experimental {
6 | background-color: #257080;
7 | }
8 |
9 | .badge {
10 | font-family: Arial, san-serif;
11 | float: right;
12 | }
13 |
--------------------------------------------------------------------------------
/docs/scaladoc/api-docs.js:
--------------------------------------------------------------------------------
1 | $(document).ready(function() {
2 | var annotations = $("dt:contains('Annotations')").next("dd").children("span.name");
3 | addBadges(annotations, "DeveloperApi", ":: DeveloperApi ::", '<span class="developer badge">Core Developer API</span>');
4 | addBadges(annotations, "Experimental", ":: Experimental ::", '<span class="experimental badge">Experimental</span>');
5 | });
6 |
7 | function addBadges(allAnnotations, name, tag, html) {
8 | var annotations = allAnnotations.filter(":contains('" + name + "')")
9 | var tags = $(".cmt:contains(" + tag + ")")
10 |
11 | // Remove identifier tags from comments
12 | tags.each(function(index) {
13 | var oldHTML = $(this).html();
14 | var newHTML = oldHTML.replace(tag, "");
15 | $(this).html(newHTML);
16 | });
17 |
18 | // Add badges to all containers
19 | tags.prevAll("h4.signature")
20 | .add(annotations.closest("div.fullcommenttop"))
21 | .add(annotations.closest("div.fullcomment").prevAll("h4.signature"))
22 | .prepend(html);
23 | }
24 |
--------------------------------------------------------------------------------
/docs/scaladoc/rootdoc.txt:
--------------------------------------------------------------------------------
1 | This is the API documentation of Apache PredictionIO.
2 |
3 | == Package Structure ==
4 |
5 | - [[org.apache.predictionio.controller]] - The common starting point. Building blocks of a prediction engine.
6 | - [[org.apache.predictionio.data.store]] - Event Store API.
7 |
8 | == Experimental Features ==
9 |
10 | Classes and methods marked with <span class="experimental badge" style="float:
11 | none;">Experimental</span> are user-facing features which have not been
12 | officially adopted by the PredictionIO project. These are subject to change or
13 | removal in minor releases.
14 |
15 | == Developer API ==
16 |
17 | Classes and methods marked with <span class="developer badge" style="float:
18 | none;">Core Developer API</span> are intended for advanced users who want to
19 | extend PredictionIO through lower level interfaces. These are subject to changes
20 | or removal in minor releases.
21 |
--------------------------------------------------------------------------------
/e2/build.sbt:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 | import PIOBuild._
19 |
20 | name := "apache-predictionio-e2"
21 |
22 | parallelExecution in Test := false
23 |
24 | libraryDependencies ++= Seq(
25 | "org.apache.spark" %% "spark-mllib" % sparkVersion.value % "provided",
26 | "org.scalatest" %% "scalatest" % "2.2.5" % "test")
27 |
28 | pomExtra := childrenPomExtra.value
29 |
--------------------------------------------------------------------------------
/e2/src/main/resources/META-INF/LICENSE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../LICENSE.txt
--------------------------------------------------------------------------------
/e2/src/main/resources/META-INF/NOTICE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../NOTICE.txt
--------------------------------------------------------------------------------
/e2/src/main/scala/org/apache/predictionio/e2/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.e2
20 |
21 | /** Collection of engine libraries that have no dependency on PredictionIO */
22 | package object engine {}
23 |
24 | /** Collection of evaluation libraries that have no dependency on PredictionIO */
25 | package object evaluation {}
26 |
--------------------------------------------------------------------------------
/e2/src/main/scala/org/apache/predictionio/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio
20 |
21 | /** Independent library of code that is useful for engine development and
22 | * evaluation
23 | */
24 | package object e2 {}
25 |
--------------------------------------------------------------------------------
/examples/redeploy-script/local.sh.template:
--------------------------------------------------------------------------------
1 | #!/bin/bash
2 |
3 | ##########################
4 | # Rename this to local.sh
5 | ##########################
6 |
7 | ##################################
8 | # Settings common to all variants
9 | ##################################
10 | PIO_HOME= #/path/to/PredictionIO
11 | LOG_DIR= #/path/to/log_dir
12 |
13 | # Email for the log file/error message
14 | FROM_EMAIL= #
15 | TARGET_EMAIL= #
16 |
17 | # Change the default binding IP if neeeded
18 | IP=0.0.0.0
19 |
20 | EVENT_SERVER_PORT=7070
21 |
22 | # Sanity check below
23 |
24 | check_non_empty() {
25 | # $1 is the content of the variable in quotes e.g. "$FROM_EMAIL"
26 | # $2 is the error message
27 | if [[ $1 == "" ]]; then
28 | echo "ERROR: specify $2"
29 | exit -1
30 | fi
31 | }
32 |
33 | check_non_empty "$PIO_HOME" "PIO_HOME in local.sh"
34 | check_non_empty "$LOG_DIR" "LOG_DIR in local.sh"
35 | check_non_empty "$FROM_EMAIL" "FROM_EMAIL in local.sh"
36 | check_non_empty "$TARGET_EMAIL" "TARGET_EMAIL in local.sh"
37 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | This is based on Classification Engine Template v0.14.0.
19 |
20 | Please refer to https://predictionio.apache.org/templates/classification/how-to/
21 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/add-algorithm/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | pio.log
3 | /pio.sbt
4 | target/
5 | .idea
6 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/add-algorithm/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.classification.ClassificationEngine",
5 | "datasource": {
6 | "params": {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "randomforest",
13 | "params": {
14 | "numClasses": 4,
15 | "numTrees": 5,
16 | "featureSubsetStrategy": "auto",
17 | "impurity": "gini",
18 | "maxDepth": 4,
19 | "maxBins": 100
20 | }
21 | }
22 | ]
23 | }
24 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/add-algorithm/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/add-algorithm/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/add-algorithm/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/reading-custom-properties/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | pio.log
3 | /pio.sbt
4 | target/
5 | .idea
6 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/reading-custom-properties/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.classification.ClassificationEngine",
5 | "datasource": {
6 | "params": {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "naive",
13 | "params": {
14 | "lambda": 1.0
15 | }
16 | }
17 | ]
18 | }
19 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/reading-custom-properties/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/reading-custom-properties/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
--------------------------------------------------------------------------------
/examples/scala-parallel-classification/reading-custom-properties/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | This is based on E-Commerce Recommendation Template v0.14.0.
19 |
20 | Please refer to https://predictionio.apache.org/templates/ecommercerecommendation/how-to/
21 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | target/
3 | pio.log
4 | /pio.sbt
5 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "u1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.ecommercerecommendation.ECommerceRecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "ecomm",
13 | "params": {
14 | "appName": "MyApp1",
15 | "unseenOnly": true,
16 | "seenEvents": ["buy", "view"],
17 | "similarEvents": ["view"],
18 | "rank": 10,
19 | "numIterations" : 20,
20 | "lambda": 0.01,
21 | "seed": 3
22 | }
23 | }
24 | ]
25 | }
26 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/adjust-score/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/train-with-rate-event/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "u1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/train-with-rate-event/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.ecommercerecommendation.ECommerceRecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "ecomm",
13 | "params": {
14 | "appName": "MyApp1",
15 | "unseenOnly": true,
16 | "seenEvents": ["buy", "view"],
17 | "similarEvents": ["view"],
18 | "rank": 10,
19 | "numIterations" : 20,
20 | "lambda": 0.01,
21 | "seed": 3
22 | }
23 | }
24 | ]
25 | }
26 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/train-with-rate-event/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/train-with-rate-event/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-ecommercerecommendation/train-with-rate-event/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | This is based on Recommendation Template v0.14.0.
19 |
20 | Please refer to https://predictionio.apache.org/templates/recommendation/how-to/
21 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/blacklist-items/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/blacklist-items/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/blacklist-items/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/blacklist-items/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/blacklist-items/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/.gitignore:
--------------------------------------------------------------------------------
1 | data/sample_movielens_data.txt
2 | manifest.json
3 | target/
4 | pio.log
5 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/data/sample_not_train_data.txt:
--------------------------------------------------------------------------------
1 | 3
2 | 4
3 | 10
4 | 22
5 | 34
6 | 54
7 | 65
8 | 89
9 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "preparator": {
11 | "params": {
12 | "filepath": "./data/sample_not_train_data.txt"
13 | }
14 | },
15 | "algorithms": [
16 | {
17 | "name": "als",
18 | "params": {
19 | "rank": 10,
20 | "numIterations": 20,
21 | "lambda": 0.01,
22 | "seed": 3
23 | }
24 | }
25 | ]
26 | }
27 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-data-prep/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/.gitignore:
--------------------------------------------------------------------------------
1 | data/sample_movielens_data.txt
2 | manifest.json
3 | target/
4 | pio.log
5 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/data/sample_disabled_items.txt:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/apache/predictionio/d9628ca2f148b45a51bf4cea68699a72f25cb383/examples/scala-parallel-recommendation/customize-serving/data/sample_disabled_items.txt
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ],
21 | "serving": {
22 | "params": {
23 | "filepath": "./data/sample_disabled_items.txt"
24 | }
25 | }
26 | }
27 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/customize-serving/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/.gitignore:
--------------------------------------------------------------------------------
1 | data/sample_movielens_data.txt
2 | manifest.json
3 | target/
4 | pio.log
5 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/reading-custom-events/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/.gitignore:
--------------------------------------------------------------------------------
1 | data/sample_movielens_data.txt
2 | manifest.json
3 | target/
4 | pio.log
5 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"user": "1", "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-recommendation/train-with-view-event/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/README.md:
--------------------------------------------------------------------------------
1 | <!--
2 | Licensed to the Apache Software Foundation (ASF) under one or more
3 | contributor license agreements. See the NOTICE file distributed with
4 | this work for additional information regarding copyright ownership.
5 | The ASF licenses this file to You under the Apache License, Version 2.0
6 | (the "License"); you may not use this file except in compliance with
7 | the License. You may obtain a copy of the License at
8 |
9 | http://www.apache.org/licenses/LICENSE-2.0
10 |
11 | Unless required by applicable law or agreed to in writing, software
12 | distributed under the License is distributed on an "AS IS" BASIS,
13 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | See the License for the specific language governing permissions and
15 | limitations under the License.
16 | -->
17 |
18 | This is based on Similar Product Template v0.14.0.
19 |
20 | Please refer to https://predictionio.apache.org/templates/similarproduct/how-to/
21 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | target/
3 | pio.log
4 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"items": ["i1", "i3"], "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/engine-cooccurrence.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "cooccurrence",
13 | "params": {
14 | "n": 20
15 | }
16 | }
17 | ]
18 | }
19 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations" : 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | },
20 | {
21 | "name": "likealgo",
22 | "params": {
23 | "rank": 8,
24 | "numIterations" : 15,
25 | "lambda": 0.01,
26 | "seed": 3
27 | }
28 | }
29 | ]
30 | }
31 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/multi-events-multi-algos/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | target/
3 | pio.log
4 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"users": ["u1", "u3"], "num": 10}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.RecommendedUserEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations" : 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/recommended-user/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | target/
3 | pio.log
4 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"items": ["i1", "i3"], "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/engine-cooccurrence.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "cooccurrence",
13 | "params": {
14 | "n": 20
15 | }
16 | }
17 | ]
18 | }
19 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations" : 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/return-item-properties/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/.gitignore:
--------------------------------------------------------------------------------
1 | manifest.json
2 | target/
3 | pio.log
4 | /pio.sbt
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"items": ["i1", "i3"], "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/engine-cooccurrence.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "cooccurrence",
13 | "params": {
14 | "n": 20
15 | }
16 | }
17 | ]
18 | }
19 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations" : 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/rid-user-set-event/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/data/send_query.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | Send sample query to prediction engine
20 | """
21 |
22 | import predictionio
23 | engine_client = predictionio.EngineClient(url="http://localhost:8000")
24 | print(engine_client.send_query({"items": ["i1", "i3"], "num": 4}))
25 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/engine-cooccurrence.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "cooccurrence",
13 | "params": {
14 | "n": 20
15 | }
16 | }
17 | ]
18 | }
19 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.apache.predictionio.examples.similarproduct.SimilarProductEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations" : 20,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
2 |
--------------------------------------------------------------------------------
/examples/scala-parallel-similarproduct/train-with-rate-event/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.10.0-incubating" }}}
2 |
--------------------------------------------------------------------------------
/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=1.2.8
--------------------------------------------------------------------------------
/project/plugins.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-buildinfo" % "0.9.0")
2 |
3 | addSbtPlugin("com.jsuereth" % "sbt-pgp" % "1.1.2")
4 |
5 | addSbtPlugin("com.typesafe.sbt" % "sbt-twirl" % "1.4.1")
6 |
7 | addSbtPlugin("org.xerial.sbt" % "sbt-sonatype" % "2.5")
8 |
9 | addSbtPlugin("org.scalastyle" %% "scalastyle-sbt-plugin" % "1.0.0")
10 |
11 | resolvers += "sonatype-releases" at "https://oss.sonatype.org/content/repositories/releases/"
12 |
13 | addSbtPlugin("org.scoverage" % "sbt-scoverage" % "1.5.1")
14 |
15 | addSbtPlugin("com.typesafe.sbt" % "sbt-native-packager" % "1.3.22")
16 |
17 | addSbtPlugin("com.typesafe.sbt" % "sbt-license-report" % "1.2.0")
--------------------------------------------------------------------------------
/project/unidoc.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-unidoc" % "0.4.2")
2 |
--------------------------------------------------------------------------------
/python/pypio/__init__.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | """
19 | PyPIO is the Python API for PredictionIO.
20 | """
21 |
22 | from __future__ import absolute_import
23 |
24 | from pypio.pypio import *
25 |
26 |
27 | __all__ = [
28 | 'pypio'
29 | ]
30 |
--------------------------------------------------------------------------------
/python/pypio/data/__init__.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | from __future__ import absolute_import
19 |
20 | from pypio.data.eventstore import PEventStore
21 |
22 |
23 | __all__ = [
24 | 'PEventStore'
25 | ]
26 |
--------------------------------------------------------------------------------
/python/pypio/workflow/__init__.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 |
18 | from __future__ import absolute_import
19 |
20 | from pypio.workflow.cleanup_functions import CleanupFunctions
21 |
22 |
23 | __all__ = [
24 | 'CleanupFunctions'
25 | ]
26 |
--------------------------------------------------------------------------------
/storage/elasticsearch/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/elasticsearch/src/main/scala/org/apache/predictionio/data/storage/elasticsearch/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** Elasticsearch implementation of storage traits, supporting meta data only
22 | *
23 | * @group Implementation
24 | */
25 | package elasticsearch {}
26 |
--------------------------------------------------------------------------------
/storage/elasticsearch/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/storage/hbase/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/hbase/src/main/scala/org/apache/predictionio/data/storage/hbase/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** HBase implementation of storage traits, supporting event data only
22 | *
23 | * @group Implementation
24 | */
25 | package object hbase {}
26 |
--------------------------------------------------------------------------------
/storage/hbase/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/storage/hdfs/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/hdfs/project/build.properties:
--------------------------------------------------------------------------------
1 | sbt.version=0.13.15
2 |
--------------------------------------------------------------------------------
/storage/hdfs/src/main/scala/org/apache/predictionio/data/storage/hdfs/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** HDFS implementation of storage traits, supporting model data only
22 | *
23 | * @group Implementation
24 | */
25 | package object hdfs {}
26 |
--------------------------------------------------------------------------------
/storage/hdfs/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/storage/jdbc/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/jdbc/src/main/scala/org/apache/predictionio/data/storage/jdbc/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** JDBC implementation of storage traits, supporting meta data, event data, and
22 | * model data
23 | *
24 | * @group Implementation
25 | */
26 | package object jdbc {}
27 |
--------------------------------------------------------------------------------
/storage/jdbc/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/storage/localfs/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/localfs/src/main/scala/org/apache/predictionio/data/storage/localfs/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** Local file system implementation of storage traits, supporting model data only
22 | *
23 | * @group Implementation
24 | */
25 | package object localfs {}
26 |
--------------------------------------------------------------------------------
/storage/localfs/src/test/resources/application.conf:
--------------------------------------------------------------------------------
1 | org.apache.predictionio.data.storage {
2 | sources {
3 | mongodb {
4 | type = mongodb
5 | hosts = [localhost]
6 | ports = [27017]
7 | }
8 | elasticsearch {
9 | type = elasticsearch
10 | hosts = [localhost]
11 | ports = [9300]
12 | }
13 | }
14 | repositories {
15 | # This section is dummy just to make storage happy.
16 | # The actual testing will not bypass these repository settings completely.
17 | # Please refer to StorageTestUtils.scala.
18 | settings {
19 | name = "test_predictionio"
20 | source = mongodb
21 | }
22 |
23 | appdata {
24 | name = "test_predictionio_appdata"
25 | source = mongodb
26 | }
27 | }
28 | }
29 |
--------------------------------------------------------------------------------
/storage/s3/.gitignore:
--------------------------------------------------------------------------------
1 | /bin/
2 |
--------------------------------------------------------------------------------
/storage/s3/src/main/scala/org/apache/predictionio/data/storage/s3/package.scala:
--------------------------------------------------------------------------------
1 | /*
2 | * Licensed to the Apache Software Foundation (ASF) under one or more
3 | * contributor license agreements. See the NOTICE file distributed with
4 | * this work for additional information regarding copyright ownership.
5 | * The ASF licenses this file to You under the Apache License, Version 2.0
6 | * (the "License"); you may not use this file except in compliance with
7 | * the License. You may obtain a copy of the License at
8 | *
9 | * http://www.apache.org/licenses/LICENSE-2.0
10 | *
11 | * Unless required by applicable law or agreed to in writing, software
12 | * distributed under the License is distributed on an "AS IS" BASIS,
13 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | * See the License for the specific language governing permissions and
15 | * limitations under the License.
16 | */
17 |
18 |
19 | package org.apache.predictionio.data.storage
20 |
21 | /** AWS S3 implementation of storage traits, supporting model data only
22 | *
23 | * @group Implementation
24 | */
25 | package object s3 {}
26 |
--------------------------------------------------------------------------------
/tests/.rat-excludes:
--------------------------------------------------------------------------------
1 | RELEASE
2 | KEYS
3 | spark-env.sh
4 | .gitignore
5 | .gitattributes
6 | .npmignore
7 | .rat-excludes
8 | .project
9 | sbt-launch-lib.bash
10 | plugins.sbt
11 | build.properties
12 | eventserver.pid
13 | application.conf
14 | assembly.sbt
15 | pio-build.sbt
16 | pio.sbt
17 | unidoc.sbt
18 | spark-defaults.conf
19 | Gemfile.lock
20 | templates.yaml
21 | semver.sh
22 | pgpass
23 |
24 | PredictionIO-.*/*
25 | target/*
26 | /source
27 | test-reports/*
28 | dist/*
29 | vendors/*
30 | .logs/*
31 | sbt/*
32 |
33 | .*slim
34 | .*eps
35 | .*txt
36 | .*svg
37 | .*jks
38 | .*json
39 | .*log
40 | .*template
41 | .*js
42 | .*css
43 | .*map
44 | .*data
45 | .*csv
46 | .*Driver
47 | .*rst
48 |
--------------------------------------------------------------------------------
/tests/after_script.travis.sh:
--------------------------------------------------------------------------------
1 | #!/bin/bash
2 | #
3 | # Licensed to the Apache Software Foundation (ASF) under one or more
4 | # contributor license agreements. See the NOTICE file distributed with
5 | # this work for additional information regarding copyright ownership.
6 | # The ASF licenses this file to You under the Apache License, Version 2.0
7 | # (the "License"); you may not use this file except in compliance with
8 | # the License. You may obtain a copy of the License at
9 | #
10 | # http://www.apache.org/licenses/LICENSE-2.0
11 | #
12 | # Unless required by applicable law or agreed to in writing, software
13 | # distributed under the License is distributed on an "AS IS" BASIS,
14 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 | # See the License for the specific language governing permissions and
16 | # limitations under the License.
17 | #
18 |
19 | DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
20 |
21 | source $DIR/../conf/pio-vendors.sh
22 |
23 | # Print a summary of containers used
24 | docker ps -a
25 |
26 | # Clean up used containers
27 | docker-compose -f $DIR/docker-compose.yml down
28 |
--------------------------------------------------------------------------------
/tests/before_script.travis.sh:
--------------------------------------------------------------------------------
1 | #!/bin/bash
2 | #
3 | # Licensed to the Apache Software Foundation (ASF) under one or more
4 | # contributor license agreements. See the NOTICE file distributed with
5 | # this work for additional information regarding copyright ownership.
6 | # The ASF licenses this file to You under the Apache License, Version 2.0
7 | # (the "License"); you may not use this file except in compliance with
8 | # the License. You may obtain a copy of the License at
9 | #
10 | # http://www.apache.org/licenses/LICENSE-2.0
11 | #
12 | # Unless required by applicable law or agreed to in writing, software
13 | # distributed under the License is distributed on an "AS IS" BASIS,
14 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 | # See the License for the specific language governing permissions and
16 | # limitations under the License.
17 | #
18 |
19 | DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
20 |
21 | $DIR/build_docker.sh
22 |
--------------------------------------------------------------------------------
/tests/docker-files/awscredentials:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
17 | [default]
18 | aws_access_key_id = foo
19 | aws_secret_access_key = foo
20 |
--------------------------------------------------------------------------------
/tests/docker-files/init.sh:
--------------------------------------------------------------------------------
1 | #!/bin/bash
2 | #
3 | # Licensed to the Apache Software Foundation (ASF) under one or more
4 | # contributor license agreements. See the NOTICE file distributed with
5 | # this work for additional information regarding copyright ownership.
6 | # The ASF licenses this file to You under the Apache License, Version 2.0
7 | # (the "License"); you may not use this file except in compliance with
8 | # the License. You may obtain a copy of the License at
9 | #
10 | # http://www.apache.org/licenses/LICENSE-2.0
11 | #
12 | # Unless required by applicable law or agreed to in writing, software
13 | # distributed under the License is distributed on an "AS IS" BASIS,
14 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 | # See the License for the specific language governing permissions and
16 | # limitations under the License.
17 | #
18 |
19 | set -e
20 | export PYTHONPATH=$PIO_HOME/tests:$PYTHONPATH
21 | echo "Sleeping $SLEEP_TIME seconds for all services to be ready..."
22 | sleep $SLEEP_TIME
23 |
24 | # create S3 bucket in localstack
25 | aws --endpoint-url=http://localstack:4572 --region=us-east-1 s3 mb s3://pio_bucket
26 |
27 | eval $@
28 |
--------------------------------------------------------------------------------
/tests/docker-files/pgpass:
--------------------------------------------------------------------------------
1 | postgres:5432:pio:pio:pio
2 |
--------------------------------------------------------------------------------
/tests/pio_tests/__init__.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
--------------------------------------------------------------------------------
/tests/pio_tests/data/eventserver_test/partially_malformed_events.json:
--------------------------------------------------------------------------------
1 | [
2 | {
3 | "event" : "test",
4 | "entityType" : "test",
5 | "entityId" : "t2"
6 | },
7 | {
8 | "event" : "malformed-event"
9 | }
10 | ]
--------------------------------------------------------------------------------
/tests/pio_tests/data/quickstart_test/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.template.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyRecommender"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 10,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/tests/pio_tests/engines/recommendation-engine/engine.json:
--------------------------------------------------------------------------------
1 | {
2 | "id": "default",
3 | "description": "Default settings",
4 | "engineFactory": "org.template.recommendation.RecommendationEngine",
5 | "datasource": {
6 | "params" : {
7 | "appName": "MyApp1"
8 | }
9 | },
10 | "algorithms": [
11 | {
12 | "name": "als",
13 | "params": {
14 | "rank": 10,
15 | "numIterations": 10,
16 | "lambda": 0.01,
17 | "seed": 3
18 | }
19 | }
20 | ]
21 | }
22 |
--------------------------------------------------------------------------------
/tests/pio_tests/engines/recommendation-engine/project/assembly.sbt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.9")
2 |
--------------------------------------------------------------------------------
/tests/pio_tests/engines/recommendation-engine/template.json:
--------------------------------------------------------------------------------
1 | {"pio": {"version": { "min": "0.9.2" }}}
2 |
--------------------------------------------------------------------------------
/tests/pio_tests/scenarios/__init__.py:
--------------------------------------------------------------------------------
1 | #
2 | # Licensed to the Apache Software Foundation (ASF) under one or more
3 | # contributor license agreements. See the NOTICE file distributed with
4 | # this work for additional information regarding copyright ownership.
5 | # The ASF licenses this file to You under the Apache License, Version 2.0
6 | # (the "License"); you may not use this file except in compliance with
7 | # the License. You may obtain a copy of the License at
8 | #
9 | # http://www.apache.org/licenses/LICENSE-2.0
10 | #
11 | # Unless required by applicable law or agreed to in writing, software
12 | # distributed under the License is distributed on an "AS IS" BASIS,
13 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 | # See the License for the specific language governing permissions and
15 | # limitations under the License.
16 | #
--------------------------------------------------------------------------------
/tools/src/main/resources/META-INF/LICENSE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../LICENSE.txt
--------------------------------------------------------------------------------
/tools/src/main/resources/META-INF/NOTICE.txt:
--------------------------------------------------------------------------------
1 | ../../../../../NOTICE.txt
--------------------------------------------------------------------------------
/tools/src/main/resources/assets/favicon.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/apache/predictionio/d9628ca2f148b45a51bf4cea68699a72f25cb383/tools/src/main/resources/assets/favicon.png
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/accesskey.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio accesskey new [--key] <app name> [<event1> <event2>...]
2 |
3 | Add allowed event(s) to an access key.
4 |
5 | --key <value>
6 | Specify a custom key.
7 | <app name>
8 | App to be associated with the new access key.
9 | <event1> <event2>...
10 | Allowed event name(s) to be added to the access key.
11 |
12 | Usage: pio accesskey list [<app name>]
13 |
14 | <app name>
15 | App name.
16 |
17 | Usage: pio accesskey delete <access key>
18 |
19 | <access key>
20 | The access key to be deleted.
21 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/adminserver.scala.txt:
--------------------------------------------------------------------------------
1 | (Experimental Only!) Usage: pio adminserver [--ip <value>] [--port <value>]
2 |
3 | --ip <value>
4 | IP to bind to. Default: localhost
5 | --port <value>
6 | Port to bind to. Default: 7071
7 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/build.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio build [--sbt-extra <value>] [--clean] [--no-asm]
2 | [common options...]
3 |
4 | Build an engine at the current directory.
5 |
6 | --sbt-extra <value>
7 | Extra command to pass to SBT when it builds your engine.
8 | --clean
9 | Clean build.
10 | --no-asm
11 | Skip building external dependencies assembly.
12 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/dashboard.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio dashboard [--ip <value>] [--port <value>]
2 |
3 | --ip <value>
4 | IP to bind to. Default: localhost
5 | --port <value>
6 | Port to bind to. Default: 9000
7 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/eval.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio eval <evaluation-class> <engine-parameters-generator-class>
2 | [--batch <value>]
3 | [common options...]
4 |
5 | Kick off an evaluation using specified evaluation and engine parameters
6 | generator class. This command will pass all pass-through arguments to its
7 | underlying spark-submit command.
8 |
9 | --batch <value>
10 | Batch label of the run.
11 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/eventserver.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio eventserver [--ip <value>] [--port <value>] [--stats]
2 |
3 | --ip <value>
4 | IP to bind to. Default: 0.0.0.0
5 | --port <value>
6 | Port to bind to. Default: 7070
7 | --stats
8 | Enable Event Server internal statistics and its API endpoint.
9 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/export.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio export --appid <value> --output <value> [--format <value>] [--channel <value>]
2 |
3 | Exports all events of an app to a file. If Hadoop configuration is present, the
4 | file will be exported to HDFS instead of local filesystem.
5 |
6 | --appid <value>
7 | App ID of events to be exported.
8 | --channel <value>
9 | Channel Name (default if this is not specified)
10 | --output <value>
11 | Output path of the exported file.
12 | --format <value>
13 | The format of the exported file. Valid values are "json" and "parquet".
14 | The default format is "json".
15 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/imprt.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio import --appid <value> --input <value> [--channel <value>]
2 |
3 | Imports all events from a file to an app. Each line of the file should be a JSON
4 | object that represent a single event. If Hadoop configuration is present, the
5 | file will be imported from HDFS instead of local filesystem.
6 |
7 | --appid <value>
8 | App ID of events to be imported.
9 | --channel <value>
10 | Channel Name (default if this is not specified)
11 | --input <value>
12 | Input path of the import file.
13 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/run.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio run [--sbt-extra <value>] [--clean] [--no-asm]
2 | [common options...] <main class>
3 |
4 | Launch a driver program. This command will pass all pass-through arguments to
5 | its underlying spark-submit command. In addition, it also supports a second
6 | level of pass-through arguments to the driver program, e.g.
7 |
8 | pio run -- --master spark://localhost:7077 -- --driver-arg foo
9 |
10 | <main class>
11 | Main class name of the driver program.
12 | --sbt-extra <value>
13 | Extra command to pass to SBT when it builds your engine.
14 | --clean
15 | Clean build.
16 | --no-asm
17 | Skip building external dependencies assembly.
18 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/status.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio status
2 |
3 | Displays status information about the PredictionIO system.
4 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/template.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio template list
2 |
3 | No longer supported! Please use git to download and manage your templates.
4 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/upgrade.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio upgrade <from version> <to version> <old App ID> <new app ID>
2 |
3 | No longer supported!
4 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/console/version.scala.txt:
--------------------------------------------------------------------------------
1 | Usage: pio version
2 |
3 | Displays the version of this command line console.
4 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrank/params/algorithmsJson.scala.txt:
--------------------------------------------------------------------------------
1 | [
2 | {
3 | "name": "mahoutItemBased",
4 | "params": {
5 | "booleanData": true,
6 | "itemSimilarity": "LogLikelihoodSimilarity",
7 | "weighted": false,
8 | "nearestN": 10,
9 | "threshold": 4.9E-324,
10 | "numSimilarItems": 50,
11 | "numUserActions": 50,
12 | "freshness" : 0,
13 | "freshnessTimeUnit" : 86400
14 | }
15 | }
16 | ]
17 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrank/params/datasourceJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "appId": 1,
3 | "actions": [
4 | "view",
5 | "like",
6 | "dislike",
7 | "conversion",
8 | "rate"
9 | ],
10 | "attributeNames": {
11 | "user" : "pio_user",
12 | "item" : "pio_item",
13 | "u2iActions": [
14 | "view",
15 | "like",
16 | "dislike",
17 | "conversion",
18 | "rate"
19 | ],
20 | "itypes" : "pio_itypes",
21 | "starttime" : "pio_starttime",
22 | "endtime" : "pio_endtime",
23 | "inactive" : "pio_inactive",
24 | "rating" : "pio_rating"
25 | }
26 | }
27 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrank/params/preparatorJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "actions": {
3 | "view": 3,
4 | "like": 5,
5 | "dislike": 1,
6 | "conversion": 4,
7 | "rate": null
8 | },
9 | "conflict": "latest"
10 | }
11 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrank/params/servingJson.scala.txt:
--------------------------------------------------------------------------------
1 | {}
2 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrec/params/algorithmsJson.scala.txt:
--------------------------------------------------------------------------------
1 | [
2 | {
3 | "name": "ncMahoutItemBased",
4 | "params": {
5 | "booleanData": true,
6 | "itemSimilarity": "LogLikelihoodSimilarity",
7 | "weighted": false,
8 | "threshold": 4.9E-324,
9 | "nearestN": 10,
10 | "unseenOnly": false,
11 | "freshness" : 0,
12 | "freshnessTimeUnit" : 86400
13 | }
14 | }
15 | ]
16 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrec/params/datasourceJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "appId": 2,
3 | "actions": [
4 | "view",
5 | "like",
6 | "dislike",
7 | "conversion",
8 | "rate"
9 | ],
10 | "attributeNames": {
11 | "user" : "pio_user",
12 | "item" : "pio_item",
13 | "u2iActions": [
14 | "view",
15 | "like",
16 | "dislike",
17 | "conversion",
18 | "rate"
19 | ],
20 | "itypes" : "pio_itypes",
21 | "starttime" : "pio_starttime",
22 | "endtime" : "pio_endtime",
23 | "inactive" : "pio_inactive",
24 | "rating" : "pio_rating"
25 | }
26 | }
27 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrec/params/preparatorJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "actions": {
3 | "view": 3,
4 | "like": 5,
5 | "dislike": 1,
6 | "conversion": 4,
7 | "rate": null
8 | },
9 | "conflict": "latest"
10 | }
11 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemrec/params/servingJson.scala.txt:
--------------------------------------------------------------------------------
1 | {}
2 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemsim/params/algorithmsJson.scala.txt:
--------------------------------------------------------------------------------
1 | [
2 | {
3 | "name": "ncMahoutItemBased",
4 | "params": {
5 | "booleanData": true,
6 | "itemSimilarity": "LogLikelihoodSimilarity",
7 | "weighted": false,
8 | "threshold": 4.9E-324,
9 | "freshness" : 0,
10 | "freshnessTimeUnit" : 86400
11 | }
12 | }
13 | ]
14 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemsim/params/datasourceJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "appId": 2,
3 | "actions": [
4 | "view",
5 | "like",
6 | "dislike",
7 | "conversion",
8 | "rate"
9 | ],
10 | "attributeNames": {
11 | "user" : "pio_user",
12 | "item" : "pio_item",
13 | "u2iActions": [
14 | "view",
15 | "like",
16 | "dislike",
17 | "conversion",
18 | "rate"
19 | ],
20 | "itypes" : "pio_itypes",
21 | "starttime" : "pio_starttime",
22 | "endtime" : "pio_endtime",
23 | "inactive" : "pio_inactive",
24 | "rating" : "pio_rating"
25 | }
26 | }
27 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemsim/params/preparatorJson.scala.txt:
--------------------------------------------------------------------------------
1 | {
2 | "actions": {
3 | "view": 3,
4 | "like": 5,
5 | "dislike": 1,
6 | "conversion": 4,
7 | "rate": null
8 | },
9 | "conflict": "latest"
10 | }
11 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/itemsim/params/servingJson.scala.txt:
--------------------------------------------------------------------------------
1 | {}
2 |
--------------------------------------------------------------------------------
/tools/src/main/twirl/org/apache/predictionio/tools/templates/scala/buildSbt.scala.txt:
--------------------------------------------------------------------------------
1 | @(name: String, pioVersion: String, sparkVersion: String)
2 | import AssemblyKeys._
3 |
4 | assemblySettings
5 |
6 | name := "@{name}"
7 |
8 | organization := "myorg"
9 |
10 | version := "0.0.1-SNAPSHOT"
11 |
12 | libraryDependencies ++= Seq(
13 | "org.apache.predictionio" %% "core" % "@{pioVersion}" % "provided",
14 | "org.apache.spark" %% "spark-core" % "@{sparkVersion}" % "provided")
15 |
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/tools/src/main/twirl/org/apache/predictionio/tools/templates/scala/engineJson.scala.txt:
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1 | @(name: String, engineFactory: String)
2 | {
3 | "id": "default",
4 | "description": "@{name}",
5 | "engineFactory": "@{engineFactory}",
6 | "datasource": {
7 | "multiplier": 2
8 | }
9 | }
10 |
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/tools/src/main/twirl/org/apache/predictionio/tools/templates/scala/manifestJson.scala.txt:
--------------------------------------------------------------------------------
1 | @(id: String, version: String, name: String)
2 | {
3 | "id": "@{id}",
4 | "version": "@{version}",
5 | "name": "@{name}",
6 | "description": "@{name}"
7 | "engineFactory": "",
8 | "files": []
9 | }
10 |
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/tools/src/main/twirl/org/apache/predictionio/tools/templates/scala/project/assemblySbt.scala.txt:
--------------------------------------------------------------------------------
1 | addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.11.2")
2 |
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