| // Copyright (C) 2017 GerritForge Ltd |
| // |
| // Licensed under the Apache License, Version 2.0 (the "License"); |
| // you may not use this file except in compliance with the License. |
| // You may obtain a copy of the License at |
| // |
| // http://www.apache.org/licenses/LICENSE-2.0 |
| // |
| // Unless required by applicable law or agreed to in writing, software |
| // distributed under the License is distributed on an "AS IS" BASIS, |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| // See the License for the specific language governing permissions and |
| // limitations under the License. |
| |
| package com.gerritforge.analytics.job |
| |
| import java.time.LocalDate |
| |
| import com.gerritforge.analytics.engine.events.GerritEventsTransformations.NotParsableJsonEvent |
| import com.gerritforge.analytics.engine.events.{AggregationStrategy, EventParser, GerritJsonEvent} |
| import com.gerritforge.analytics.model.{GerritEndpointConfig, GerritProject, GerritProjectsSupport} |
| import com.gerritforge.analytics.support.ops.AnalyticsTimeOps |
| import com.gerritforge.analytics.support.ops.AnalyticsTimeOps.AnalyticsDateTimeFormater |
| import com.typesafe.scalalogging.LazyLogging |
| import org.apache.spark.SparkContext |
| import org.apache.spark.rdd.RDD |
| import org.apache.spark.sql.{DataFrame, SparkSession} |
| import scopt.Read.reads |
| import scopt.{OptionParser, Read} |
| |
| import scala.io.{Codec, Source} |
| import scala.util.control.NonFatal |
| import scala.util.{Failure, Success} |
| |
| object Main extends App with Job with LazyLogging with FetchRemoteProjects { |
| |
| private val fileExists: String => Either[String, Unit] = { path => |
| if (!new java.io.File(path).exists) { |
| Left(s"ERROR: Path '$path' doesn't exists!") |
| } else { |
| Right() |
| } |
| } |
| |
| implicit val localDateRead: Read[LocalDate] = reads { dateStr => |
| val cliDateFormat = AnalyticsDateTimeFormater.yyyy_MM_dd |
| try { |
| import AnalyticsTimeOps.implicits._ |
| dateStr.parseStringToLocalDate(cliDateFormat).get |
| } catch { |
| case NonFatal(e) => |
| throw new IllegalArgumentException(s"Invalid date '$dateStr' expected format is '${cliDateFormat}'") |
| } |
| } |
| |
| private val cliOptionParser: OptionParser[GerritEndpointConfig] = new scopt.OptionParser[GerritEndpointConfig]("scopt") { |
| head("scopt", "3.x") |
| opt[String]('u', "url") optional() action { (x, c) => |
| c.copy(baseUrl = Some(x)) |
| } text "gerrit url" |
| opt[String]('p', "prefix") optional() action { (p, c) => |
| c.copy(prefix = Some(p)) |
| } text "projects prefix" |
| opt[String]('o', "out") optional() action { (x, c) => |
| c.copy(outputDir = x) |
| } text "output directory" |
| opt[String]('e', "elasticIndex") optional() action { (x, c) => |
| c.copy(elasticIndex = Some(x)) |
| } text "index name" |
| opt[LocalDate]('s', "since") optional() action { (x, c) => |
| c.copy(since = Some(x)) |
| } text "begin date " |
| opt[LocalDate]('u', "until") optional() action { (x, c) => |
| c.copy(until = Some(x)) |
| } text "since date" |
| opt[String]('g', "aggregate") optional() action { (x, c) => |
| c.copy(aggregate = Some(x)) |
| } text "aggregate email/email_hour/email_day/email_month/email_year" |
| |
| opt[String]('a', "email-aliases") optional() validate fileExists action { (path, c) => |
| c.copy(emailAlias = Some(path)) |
| } text "\"emails to author alias\" input data path" |
| opt[String]("events") optional() action { (eventsPath, config) => |
| config.copy(eventsPath = Some(eventsPath)) |
| } text "location where to load the Gerrit Events" |
| opt[String]("writeNotProcessedEventsTo") optional() action { (failedEventsPath, config) => |
| config.copy(eventsFailureOutputPath = Some(failedEventsPath)) |
| } text "location where to write a TSV file containing the events we couldn't process with a description fo the reason why" |
| } |
| |
| cliOptionParser.parse(args, GerritEndpointConfig()) match { |
| case Some(config) => |
| implicit val spark: SparkSession = SparkSession.builder() |
| .appName("Gerrit Analytics ETL") |
| .getOrCreate() |
| |
| implicit val _: GerritEndpointConfig = config |
| |
| logger.info(s"Starting analytics app with config $config") |
| |
| val dataFrame = buildProjectStats().cache() //This dataframe is written twice |
| |
| logger.info(s"ES content created, saving it to '${config.outputDir}'") |
| dataFrame.write.json(config.outputDir) |
| |
| saveES(dataFrame) |
| |
| case None => // invalid configuration usage has been displayed |
| } |
| } |
| |
| trait Job { self: LazyLogging with FetchProjects => |
| implicit val codec = Codec.ISO8859 |
| |
| def buildProjectStats()(implicit config: GerritEndpointConfig, spark: SparkSession): DataFrame = { |
| import com.gerritforge.analytics.engine.GerritAnalyticsTransformations._ |
| import com.gerritforge.analytics.engine.events.GerritEventsTransformations._ |
| |
| implicit val sc: SparkContext = spark.sparkContext |
| |
| val aggregationStrategy: AggregationStrategy = |
| config.aggregate.flatMap { agg => |
| AggregationStrategy.byName(agg) match { |
| case Success(strategy) => Some(strategy) |
| case Failure(e) => |
| logger.warn(s"Invalid aggregation strategy '$agg", e) |
| None |
| } |
| }.getOrElse(AggregationStrategy.aggregateByEmail) |
| |
| val projects = fetchProjects(config) |
| |
| logger.info(s"Loaded a list of ${projects.size} projects ${if (projects.size > 20) projects.take(20).mkString("[", ",", ", ...]") else projects.mkString("[", ",", "]")}") |
| |
| val aliasesDF = getAliasDF(config.emailAlias) |
| |
| val events = loadEvents |
| |
| val failedEvents: RDD[NotParsableJsonEvent] = events.collect { case Left(eventFailureDescription) => eventFailureDescription } |
| |
| if (!failedEvents.isEmpty()) { |
| config.eventsFailureOutputPath.foreach { failurePath => |
| logger.info(s"Events failures will be stored at '$failurePath'") |
| |
| import spark.implicits._ |
| failedEvents.toDF().write.option("sep", "\t").option("header", true).csv(failurePath) |
| } |
| } |
| |
| //We might want to use the time of the events as information to feed to the collection of data from the repository |
| val repositoryAlteringEvents = events.collect { case Right(event) => event }.repositoryWithNewRevisionEvents |
| |
| val firstEventDateMaybe: Option[LocalDate] = if (repositoryAlteringEvents.isEmpty()) None else Some(repositoryAlteringEvents.earliestEventTime.toLocalDate) |
| |
| val configWithOverriddenUntil = firstEventDateMaybe.fold(config) { firstEventDate => |
| val lastAggregationDate = firstEventDate.plusMonths(1) |
| if (lastAggregationDate.isBefore(LocalDate.now())) { |
| logger.info(s"Overriding 'until' date '${config.until}' with '$lastAggregationDate' since events ara available until $firstEventDate") |
| config.copy(until = Some(lastAggregationDate)) |
| } else { |
| config |
| } |
| } |
| |
| val statsFromAnalyticsPlugin = |
| getContributorStatsFromAnalyticsPlugin(spark.sparkContext.parallelize(projects), configWithOverriddenUntil.contributorsUrl) |
| |
| val statsFromEvents = getContributorStatsFromGerritEvents(repositoryAlteringEvents, statsFromAnalyticsPlugin.commitSet.rdd, aggregationStrategy) |
| |
| val mergedEvents = if (statsFromEvents.head(1).isEmpty) { |
| statsFromAnalyticsPlugin |
| } else { |
| require(statsFromAnalyticsPlugin.schema == statsFromEvents.schema, |
| s""" Schemas from the stats collected from events and from the analytics datasets differs!! |
| | From analytics plugin: ${statsFromAnalyticsPlugin.schema} |
| | From gerrit events: ${statsFromEvents.schema} |
| """.stripMargin) |
| |
| (statsFromAnalyticsPlugin union statsFromEvents) |
| } |
| |
| mergedEvents.dashboardStats(aliasesDF) |
| } |
| |
| def loadEvents(implicit config: GerritEndpointConfig, spark: SparkSession): RDD[Either[NotParsableJsonEvent, GerritJsonEvent]] = { // toDF |
| import com.gerritforge.analytics.engine.events.GerritEventsTransformations._ |
| |
| config.eventsPath.fold(spark.sparkContext.emptyRDD[Either[NotParsableJsonEvent, GerritJsonEvent]]) { eventsPath => |
| spark |
| .read.textFile(eventsPath).rdd |
| .parseEvents(EventParser) |
| } |
| } |
| |
| def saveES(df: DataFrame)(implicit config: GerritEndpointConfig) { |
| import org.elasticsearch.spark.sql._ |
| config.elasticIndex.foreach { esIndex => |
| logger.info(s"ES content created, saving it to elastic search instance at '${config.elasticIndex}'") |
| |
| df.saveToEs(esIndex) |
| } |
| |
| } |
| } |
| |
| trait FetchProjects { |
| def fetchProjects(config: GerritEndpointConfig): Seq[GerritProject] |
| } |
| |
| trait FetchRemoteProjects extends FetchProjects { |
| |
| def fetchProjects(config: GerritEndpointConfig): Seq[GerritProject] = { |
| config.gerritProjectsUrl.toSeq.flatMap { url => GerritProjectsSupport.parseJsonProjectListResponse(Source.fromURL(url)) } |
| } |
| } |
| |