Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Fixes #13 Add an ATK example #16

Open
wants to merge 1 commit into
base: master
Choose a base branch
from
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
@@ -0,0 +1,34 @@
package io.gearpump.examples.atk_pipeline

import io.gearpump.Message
import io.gearpump.cluster.UserConfig
import io.gearpump.streaming.dsl.plan.OpTranslator.HandlerTask
import io.gearpump.streaming.task.{StartTime, TaskContext}

class ATKTask(taskContext: TaskContext, userConf: UserConfig) extends HandlerTask[Scoring](taskContext, userConf) {
val TAR = "trustedanalytics.scoring-engine.archive-tar"

override def onStart(startTime : StartTime) : Unit = {
LOG.info("onStart")
val tar = userConf.getString(TAR).get
handler.load(tar)
}

override def onNext(msg : Message) : Unit = {
LOG.info("onNext")
val seq = msg.msg.asInstanceOf[Seq[Array[String]]]
val score = handler.score(seq)
score.foreach(result => {
result.onComplete(seq => {
seq.map(seq => {
taskContext.output(new Message(seq))
})
})
})
}

}

object ATKTask {
implicit val atkTask = classOf[ATKTask]
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,13 @@
package io.gearpump.examples.atk_pipeline

import scala.concurrent.Future

class KMeans extends Scoring {

override def score(vector: Seq[Array[String]]): Option[Future[Seq[Any]]] = {
model.map(model => {
model.score(vector)
})
}

}
Original file line number Diff line number Diff line change
@@ -0,0 +1,84 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you 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 io.gearpump.examples.atk_pipeline

import akka.actor.ActorSystem
import com.typesafe.config.{ConfigRenderOptions, ConfigFactory}
import io.gearpump.cluster.UserConfig
import io.gearpump.cluster.client.ClientContext
import io.gearpump.cluster.main.{ArgumentsParser, CLIOption, ParseResult}
import io.gearpump.streaming.dsl.CollectionDataSource
import io.gearpump.streaming.dsl.plan.OpTranslator.{HandlerTask, SourceTask}
import io.gearpump.streaming.kafka.{KafkaSource, KafkaStorageFactory}
import io.gearpump.streaming.source.DataSource
import io.gearpump.streaming.{Processor, StreamApplication}
import io.gearpump.tap.TapJsonConfig
import io.gearpump.util.Graph._
import io.gearpump.util.{AkkaApp, Graph, LogUtil}
import org.slf4j.Logger


object PipeLine extends AkkaApp with ArgumentsParser {
private val LOG: Logger = LogUtil.getLogger(getClass)

override val options: Array[(String, CLIOption[Any])] = Array(
"models"-> CLIOption[String]("<models found in hdfs>", required = false, defaultValue = Some("/user/gearpump/atk/kmeans.tar")),
"randomforest"-> CLIOption[String]("<tar file location in hdfs>", required = false, defaultValue = Some("/user/gearpump/atk/randomforest.tar")),
"hbase"-> CLIOption[String]("<hbase instance>", required = false, defaultValue = Some("hbase")),
"kafka"-> CLIOption[String]("<kafka instance>", required = false, defaultValue = Some("kafka")),
"zookeeper"-> CLIOption[String]("<zookeeper instance>", required = false, defaultValue = Some("zookeeper")),
"table"-> CLIOption[String]("<hbase table>", required = false, defaultValue = Some("gp_tap_table")),
"topic"-> CLIOption[String]("<kafka topic>", required = false, defaultValue = Some("gp_tap_topic"))
)

def application(config: ParseResult, system: ActorSystem): StreamApplication = {
import ATKTask._
import SourceTask._
implicit val actorSystem = system
val TAR = "trustedanalytics.scoring-engine.archive-tar"
val appConfig = UserConfig.empty.withString(TAR, config.getString("tar"))
val conf = ConfigFactory.load
val services = conf.root.withOnlyKey("VCAP_SERVICES").render(ConfigRenderOptions.defaults().setJson(true))
val tjc = new TapJsonConfig(services)
val hbaseconfig = tjc.getHBase(config.getString("hbase"))
val kafkaconfig = tjc.getKafkaConfig(config.getString("kafka"))
val zookeeperconfig = tjc.getZookeeperConfig(config.getString("zookeeper"))
val topic = config.getString("topic")
val table = config.getString("table")
val zookeepers = zookeeperconfig.get("zookeepers")
val brokers = kafkaconfig.get("brokers")
val offsetStorageFactory = new KafkaStorageFactory(zookeepers, brokers)
val source = new KafkaSource(topic, zookeepers, offsetStorageFactory)
val kafka = Processor[HandlerTask,DataSource](source, 1, "KafkaSource", UserConfig.empty)
val kmeans = Processor[HandlerTask,Scoring](new KMeans, 1, "ATK", appConfig)
val app = StreamApplication("ATKPipeline", Graph(
kafka ~> kmeans
), UserConfig.empty)
app
}

override def main(akkaConf: Config, args: Array[String]): Unit = {
val config = parse(args)
val context = ClientContext(akkaConf)
val appId = context.submit(application(config, context.system))
context.close()
}

}

Original file line number Diff line number Diff line change
@@ -0,0 +1,29 @@
package io.gearpump.examples.atk_pipeline

import java.io.File
import java.net.URI

import org.apache.hadoop.conf.Configuration
import org.apache.hadoop.fs.Path
import org.trustedanalytics.atk.model.publish.format.ModelPublishFormat
import org.trustedanalytics.atk.scoring.interfaces.Model

import scala.concurrent.Future

trait Scoring extends java.io.Serializable {

var model: Option[Model] = None

def load(tar: String): Unit = {
val pt = new Path(tar)
val uri = new URI(tar)
val hdfsFileSystem: org.apache.hadoop.fs.FileSystem = org.apache.hadoop.fs.FileSystem.get(uri, new Configuration())
val tempFilePath = "/tmp/kmeans.tar"
val local = new Path(tempFilePath)
hdfsFileSystem.copyToLocalFile(false, pt, local)
model = Option(ModelPublishFormat.read(new File(tempFilePath), Thread.currentThread().getContextClassLoader))
}

def score(vector: Seq[Array[String]]): Option[Future[Seq[Any]]]

}
Original file line number Diff line number Diff line change
Expand Up @@ -23,8 +23,9 @@ import com.typesafe.config.ConfigFactory
import io.gearpump.cluster.UserConfig
import io.gearpump.cluster.client.ClientContext
import io.gearpump.cluster.main.{ArgumentsParser, CLIOption, ParseResult}
import io.gearpump.streaming.dsl.plan.OpTranslator.{HandlerTask, SourceTask}
import io.gearpump.streaming.kafka.{KafkaSource, KafkaStorageFactory}
import io.gearpump.streaming.source.DataSourceProcessor
import io.gearpump.streaming.source.DataSource
import io.gearpump.streaming.{Processor, StreamApplication}
import io.gearpump.util.Graph._
import io.gearpump.util.{AkkaApp, Graph, LogUtil}
Expand All @@ -44,6 +45,7 @@ object PipeLine extends AkkaApp with ArgumentsParser {
)

def application(config: ParseResult, system: ActorSystem): StreamApplication = {
import SourceTask._
implicit val actorSystem = system
import Messages._
val pipelineString =
Expand Down Expand Up @@ -75,7 +77,7 @@ object PipeLine extends AkkaApp with ArgumentsParser {

val offsetStorageFactory = new KafkaStorageFactory(zookeepers, brokers)
val source = new KafkaSource(topic, zookeepers, offsetStorageFactory)
val kafka = DataSourceProcessor(source, 1)
val kafka = Processor[HandlerTask,DataSource](source, 1, "KafkaSource", UserConfig.empty)
val cpuProcessor = Processor[CpuProcessor](processors, "CpuProcessor")
val memoryProcessor = Processor[MemoryProcessor](processors, "MemoryProcessor")
val cpuPersistor = Processor[CpuPersistor](persistors, "CpuPersistor")
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -23,8 +23,9 @@ import io.gearpump.cluster.UserConfig
import io.gearpump.cluster.client.ClientContext
import io.gearpump.cluster.main.{ArgumentsParser, CLIOption, ParseResult}
import io.gearpump.partitioner.ShufflePartitioner
import io.gearpump.streaming.dsl.plan.OpTranslator.{HandlerTask, SourceTask}
import io.gearpump.streaming.kafka.{KafkaSource, KafkaStorageFactory}
import io.gearpump.streaming.source.DataSourceProcessor
import io.gearpump.streaming.source.DataSource
import io.gearpump.streaming.{Processor, StreamApplication}
import io.gearpump.util.Graph._
import io.gearpump.util.{AkkaApp, Graph, LogUtil}
Expand Down Expand Up @@ -54,6 +55,7 @@ object PipeLine extends AkkaApp with ArgumentsParser {
)

def application(config: ParseResult, system: ActorSystem): StreamApplication = {
import SourceTask._
implicit val actorSystem = system
val readerNum = config.getInt("reader")
val scorerNum = config.getInt("scorer")
Expand All @@ -67,7 +69,7 @@ object PipeLine extends AkkaApp with ArgumentsParser {

val partitioner = new ShufflePartitioner()
val source = new KafkaSource(topic, zookeepers, offsetStorageFactory)
val reader = DataSourceProcessor(source, readerNum)
val reader = Processor[HandlerTask,DataSource](source, readerNum, "KafkaSource", UserConfig.empty)
val scorer = Processor[ScoringTask](scorerNum)
val writer = Processor[ParquetWriterTask](writerNum)

Expand Down
73 changes: 71 additions & 2 deletions project/Build.scala
Original file line number Diff line number Diff line change
Expand Up @@ -21,6 +21,7 @@ object Build extends sbt.Build {
val travis_deploy = taskKey[Unit]("use this after sbt assembly packArchive, it will rename the package so that travis deploy can find the package.")

val akkaVersion = "2.3.12"
val atkVersion = "0.4.3-master-SNAPSHOT"
val clouderaVersion = "2.6.0-cdh5.4.2"
val clouderaHBaseVersion = "1.0.0-cdh5.4.2"
val gearpumpVersion = "0.6.2-SNAPSHOT"
Expand Down Expand Up @@ -48,7 +49,8 @@ object Build extends sbt.Build {
"bintray/non" at "http://dl.bintray.com/non/maven",
"cloudera" at "https://repository.cloudera.com/artifactory/cloudera-repos",
"clockfly" at "http://dl.bintray.com/clockfly/maven",
"local maven" at "file://"+Path.userHome.absolutePath+"/.m2/repository"
"tap" at "https://maven.trustedanalytics.org/content/repositories/snapshots",
"localmaven" at "file://"+Path.userHome.absolutePath+"/.m2/repository"
),
addCompilerPlugin("org.scalamacros" % "paradise" % "2.1.0-M5" cross CrossVersion.full)
) ++
Expand Down Expand Up @@ -133,7 +135,7 @@ object Build extends sbt.Build {
new File(packagePath).renameTo(new File(target))
}
)
).aggregate(kafka_hdfs_pipeline, kafka_hbase_pipeline, tap_pipeline)
).aggregate(kafka_hdfs_pipeline, kafka_hbase_pipeline, atk_pipeline, tap_pipeline)

lazy val kafka_hdfs_pipeline = Project(
id = "gearpump-kafka-hdfs-pipeline",
Expand Down Expand Up @@ -268,6 +270,73 @@ object Build extends sbt.Build {
)
)

lazy val atk_pipeline = Project(
id = "gearpump-atk-pipeline",
base = file("atk-pipeline"),
settings = commonSettings ++ myAssemblySettings ++
Seq(
mergeStrategy in assembly := {
case PathList("META-INF", "maven","org.slf4j","slf4j-api", ps) if ps.startsWith("pom") => MergeStrategy.discard
case x =>
val oldStrategy = (mergeStrategy in assembly).value
oldStrategy(x)
},
libraryDependencies ++= Seq(
"com.lihaoyi" %% "upickle" % upickleVersion,
"com.github.intel-hadoop" %% "gearpump-core" % gearpumpVersion % "provided"
exclude("org.fusesource.leveldbjni", "leveldbjni-all"),
"com.github.intel-hadoop" %% "gearpump-core" % gearpumpVersion % "test" classifier "tests",
"com.github.intel-hadoop" %% "gearpump-streaming" % gearpumpVersion % "provided"
exclude("org.fusesource.leveldbjni", "leveldbjni-all"),
"com.github.intel-hadoop" %% "gearpump-streaming" % gearpumpVersion % "test" classifier "tests",
"com.github.intel-hadoop" %% "gearpump-external-kafka" % gearpumpVersion
exclude("org.fusesource.leveldbjni", "leveldbjni-all"),
"org.trustedanalytics.gearpump" % "config-tools" % gearpumpTapVersion
exclude("org.fusesource.leveldbjni", "leveldbjni-all")
exclude("org.apache.htrace", "htrace-core")
exclude("commons-beanutils", "commons-beanutils-core")
exclude("commons-beanutils", "commons-beanutils"),
"org.trustedanalytics.atk" % "model-publish-format" % atkVersion,
"org.scala-lang.modules" %% "scala-parser-combinators" % "1.0.2",
"com.julianpeeters" % "avro-scala-macro-annotations_2.11" % "0.9.0",
"org.apache.hadoop" % "hadoop-hdfs" % clouderaVersion
exclude("org.fusesource.leveldbjni", "leveldbjni-all")
exclude("org.mortbay.jetty", "jetty-util")
exclude("org.mortbay.jetty", "jetty")
exclude("org.apache.htrace", "htrace-core")
exclude("tomcat", "jasper-runtime"),
"org.apache.hadoop" % "hadoop-yarn-api" % clouderaVersion
exclude("org.fusesource.leveldbjni", "leveldbjni-all")
exclude("com.google.guava", "guava")
exclude("com.google.protobuf", "protobuf-java")
exclude("commons-lang", "commons-lang")
exclude("org.apache.htrace", "htrace-core")
exclude("commons-logging", "commons-logging")
exclude("org.apache.hadoop", "hadoop-annotations"),
"org.apache.hadoop" % "hadoop-yarn-client" % clouderaVersion
exclude("org.fusesource.leveldbjni", "leveldbjni-all")
exclude("com.google.guava", "guava")
exclude("com.sun.jersey", "jersey-client")
exclude("commons-cli", "commons-cli")
exclude("commons-lang", "commons-lang")
exclude("commons-logging", "commons-logging")
exclude("org.apache.htrace", "htrace-core")
exclude("log4j", "log4j")
exclude("org.apache.hadoop", "hadoop-annotations")
exclude("org.mortbay.jetty", "jetty-util")
exclude("org.apache.hadoop", "hadoop-yarn-api")
exclude("org.apache.hadoop", "hadoop-yarn-common"),
"com.typesafe.akka" %% "akka-testkit" % akkaVersion % "test",
"org.scalatest" %% "scalatest" % scalaTestVersion % "test",
"org.scalacheck" %% "scalacheck" % scalaCheckVersion % "test",
"org.mockito" % "mockito-core" % mockitoVersion % "test",
"junit" % "junit" % junitVersion % "test"
) ++ hadoopDependency,
mainClass in (Compile, packageBin) := Some("io.gearpump.examples.atk_pipeline.PipeLine"),
target in assembly := baseDirectory.value.getParentFile / "target" / scalaVersionMajor
)
)

lazy val tap_pipeline = Project(
id = "gearpump-tap-pipeline",
base = file("tap-pipeline"),
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -24,10 +24,11 @@ import io.gearpump.cluster.UserConfig
import io.gearpump.cluster.client.ClientContext
import io.gearpump.cluster.main.{ArgumentsParser, CLIOption, ParseResult}
import io.gearpump.external.hbase.HBaseSink
import io.gearpump.streaming.StreamApplication
import io.gearpump.streaming.dsl.plan.OpTranslator.HandlerTask
import io.gearpump.streaming.kafka.{KafkaSource, KafkaStorageFactory}
import io.gearpump.streaming.sink.DataSinkProcessor
import io.gearpump.streaming.source.DataSourceProcessor
import io.gearpump.streaming.sink.DataSink
import io.gearpump.streaming.source.DataSource
import io.gearpump.streaming.{Processor, StreamApplication}
import io.gearpump.tap.TapJsonConfig
import io.gearpump.util.Graph._
import io.gearpump.util.{AkkaApp, Graph, LogUtil}
Expand All @@ -39,6 +40,7 @@ object PipeLine extends AkkaApp with ArgumentsParser {
override val options: Array[(String, CLIOption[Any])] = Array(
"hbase"-> CLIOption[String]("<hbase instance>", required = false, defaultValue = Some("hbase")),
"kafka"-> CLIOption[String]("<kafka instance>", required = false, defaultValue = Some("kafka")),
"zookeeper"-> CLIOption[String]("<zookeeper instance>", required = false, defaultValue = Some("zookeeper")),
"table"-> CLIOption[String]("<hbase table>", required = false, defaultValue = Some("gp_tap_table")),
"topic"-> CLIOption[String]("<kafka topic>", required = false, defaultValue = Some("gp_tap_topic"))
)
Expand All @@ -50,17 +52,16 @@ object PipeLine extends AkkaApp with ArgumentsParser {
val services = conf.root.withOnlyKey("VCAP_SERVICES").render(ConfigRenderOptions.defaults().setJson(true))
val tjc = new TapJsonConfig(services)
val hbaseconfig = tjc.getHBase(config.getString("hbase"))
//val kafkaconfig = tjc.getKafka(config.getString("hbase"))
val kafkaconfig = Map(
"zookeepers" -> "10.10.10.46:9092,10.10.10.164:9092,10.10.10.236:9092",
"brokers" -> "10.10.10.46:2181,10.10.10.236:2181,10.10.10.164:2181/kafka"
)
val kafkaconfig = tjc.getKafkaConfig(config.getString("kafka"))
val zookeeperconfig = tjc.getZookeeperConfig(config.getString("zookeeper"))
val topic = config.getString("topic")
val table = config.getString("table")
val zookeepers = kafkaconfig.get("zookeepers").get
val brokers = kafkaconfig.get("brokers").get
val source = DataSourceProcessor(new KafkaSource(topic, zookeepers,new KafkaStorageFactory(zookeepers, brokers)), 1)
val sink = DataSinkProcessor(new HBaseSink(table, hbaseconfig), 1)
val zookeepers = zookeeperconfig.get("zookeepers")
val brokers = kafkaconfig.get("brokers")
val offsetStorageFactory = new KafkaStorageFactory(zookeepers, brokers)
val source = new KafkaSource(topic, zookeepers, offsetStorageFactory)
val kafka = Processor[HandlerTask,DataSource](source, 1, "KafkaSource", UserConfig.empty)
val sink = Processor[HandlerTask,DataSink](new HBaseSink(table, hbaseconfig), 1, "HBaseSink", UserConfig.empty)
val app = StreamApplication("TAPPipeline", Graph(
source ~> sink
), UserConfig.empty)
Expand Down