Pass in input stream name rather than defining it from within

Andrew Or · Andrew Or · commit fa4e5fbb3aac · 2015-05-15T01:42:02.000-07:00
diff --git a/core/src/main/scala/org/apache/spark/rdd/RDDOperationScope.scala b/core/src/main/scala/org/apache/spark/rdd/RDDOperationScope.scala
@@ -96,7 +96,7 @@ private[spark] object RDDOperationScope extends Logging {
       sc: SparkContext,
       allowNesting: Boolean = false)(body: => T): T = {
     val stackTrace = Thread.currentThread.getStackTrace().tail // ignore "Thread#getStackTrace"
-    val ourMethodName = stackTrace(1).getMethodName //
+    val ourMethodName = stackTrace(1).getMethodName // i.e. withScope
     // Climb upwards to find the first method that's called something different
     val callerMethodName = stackTrace
       .find(_.getMethodName != ourMethodName)
diff --git a/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumeInputDStream.scala b/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumeInputDStream.scala
@@ -50,8 +50,6 @@ class FlumeInputDStream[T: ClassTag](
   enableDecompression: Boolean
 ) extends ReceiverInputDStream[SparkFlumeEvent](ssc_) {
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"input stream [$id]")
-
   override def getReceiver(): Receiver[SparkFlumeEvent] = {
     new FlumeReceiver(host, port, storageLevel, enableDecompression)
   }
diff --git a/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumePollingInputDStream.scala b/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumePollingInputDStream.scala
@@ -53,10 +53,6 @@ private[streaming] class FlumePollingInputDStream[T: ClassTag](
     storageLevel: StorageLevel
   ) extends ReceiverInputDStream[SparkFlumeEvent](_ssc) {
 
-  protected[streaming] override val customScopeName: Option[String] = {
-    Some(s"flume polling stream [$id]")
-  }
-
   override def getReceiver(): Receiver[SparkFlumeEvent] = {
     new FlumePollingReceiver(addresses, maxBatchSize, parallelism, storageLevel)
   }
diff --git a/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumeUtils.scala b/external/flume/src/main/scala/org/apache/spark/streaming/flume/FlumeUtils.scala
@@ -59,7 +59,7 @@ object FlumeUtils {
       port: Int,
       storageLevel: StorageLevel,
       enableDecompression: Boolean
-    ): ReceiverInputDStream[SparkFlumeEvent] = ssc.withScope {
+    ): ReceiverInputDStream[SparkFlumeEvent] = ssc.withNamedScope("flume stream") {
     new FlumeInputDStream[SparkFlumeEvent](ssc, hostname, port, storageLevel, enableDecompression)
   }
 
@@ -159,7 +159,7 @@ object FlumeUtils {
       storageLevel: StorageLevel,
       maxBatchSize: Int,
       parallelism: Int
-    ): ReceiverInputDStream[SparkFlumeEvent] = ssc.withScope {
+    ): ReceiverInputDStream[SparkFlumeEvent] = ssc.withNamedScope("flume polling stream") {
     new FlumePollingInputDStream[SparkFlumeEvent](ssc, addresses, maxBatchSize,
       parallelism, storageLevel)
   }
diff --git a/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/DirectKafkaInputDStream.scala b/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/DirectKafkaInputDStream.scala
@@ -65,10 +65,6 @@ class DirectKafkaInputDStream[
   val maxRetries = context.sparkContext.getConf.getInt(
     "spark.streaming.kafka.maxRetries", 1)
 
-  protected[streaming] override val customScopeName: Option[String] = {
-    Some(s"kafka direct stream [$id]")
-  }
-
   protected[streaming] override val checkpointData =
     new DirectKafkaInputDStreamCheckpointData
 
diff --git a/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/KafkaInputDStream.scala b/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/KafkaInputDStream.scala
@@ -55,8 +55,6 @@ class KafkaInputDStream[
     storageLevel: StorageLevel
   ) extends ReceiverInputDStream[(K, V)](ssc_) with Logging {
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"kafka stream [$id]")
-
   def getReceiver(): Receiver[(K, V)] = {
     if (!useReliableReceiver) {
       new KafkaReceiver[K, V, U, T](kafkaParams, topics, storageLevel)
diff --git a/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/KafkaUtils.scala b/external/kafka/src/main/scala/org/apache/spark/streaming/kafka/KafkaUtils.scala
@@ -58,7 +58,7 @@ object KafkaUtils {
       groupId: String,
       topics: Map[String, Int],
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2
-    ): ReceiverInputDStream[(String, String)] = ssc.withScope {
+    ): ReceiverInputDStream[(String, String)] = {
     val kafkaParams = Map[String, String](
       "zookeeper.connect" -> zkQuorum, "group.id" -> groupId,
       "zookeeper.connection.timeout.ms" -> "10000")
@@ -80,7 +80,7 @@ object KafkaUtils {
       kafkaParams: Map[String, String],
       topics: Map[String, Int],
       storageLevel: StorageLevel
-    ): ReceiverInputDStream[(K, V)] = ssc.withScope {
+    ): ReceiverInputDStream[(K, V)] = ssc.withNamedScope("kafka stream") {
     val walEnabled = WriteAheadLogUtils.enableReceiverLog(ssc.conf)
     new KafkaInputDStream[K, V, U, T](ssc, kafkaParams, topics, walEnabled, storageLevel)
   }
@@ -99,7 +99,7 @@ object KafkaUtils {
       zkQuorum: String,
       groupId: String,
       topics: JMap[String, JInt]
-    ): JavaPairReceiverInputDStream[String, String] = jssc.ssc.withScope {
+    ): JavaPairReceiverInputDStream[String, String] = {
     createStream(jssc.ssc, zkQuorum, groupId, Map(topics.mapValues(_.intValue()).toSeq: _*))
   }
 
@@ -118,7 +118,7 @@ object KafkaUtils {
       groupId: String,
       topics: JMap[String, JInt],
       storageLevel: StorageLevel
-    ): JavaPairReceiverInputDStream[String, String] = jssc.ssc.withScope {
+    ): JavaPairReceiverInputDStream[String, String] = {
     createStream(jssc.ssc, zkQuorum, groupId, Map(topics.mapValues(_.intValue()).toSeq: _*),
       storageLevel)
   }
@@ -145,7 +145,7 @@ object KafkaUtils {
       kafkaParams: JMap[String, String],
       topics: JMap[String, JInt],
       storageLevel: StorageLevel
-    ): JavaPairReceiverInputDStream[K, V] = jssc.ssc.withScope {
+    ): JavaPairReceiverInputDStream[K, V] = {
     implicit val keyCmt: ClassTag[K] = ClassTag(keyTypeClass)
     implicit val valueCmt: ClassTag[V] = ClassTag(valueTypeClass)
 
@@ -295,7 +295,7 @@ object KafkaUtils {
       offsetRanges: Array[OffsetRange],
       leaders: JMap[TopicAndPartition, Broker],
       messageHandler: JFunction[MessageAndMetadata[K, V], R]
-    ): JavaRDD[R] = jsc.sc.withScope {
+    ): JavaRDD[R] = {
     implicit val keyCmt: ClassTag[K] = ClassTag(keyClass)
     implicit val valueCmt: ClassTag[V] = ClassTag(valueClass)
     implicit val keyDecoderCmt: ClassTag[KD] = ClassTag(keyDecoderClass)
@@ -348,7 +348,7 @@ object KafkaUtils {
       kafkaParams: Map[String, String],
       fromOffsets: Map[TopicAndPartition, Long],
       messageHandler: MessageAndMetadata[K, V] => R
-  ): InputDStream[R] = ssc.withScope {
+  ): InputDStream[R] = ssc.withNamedScope("kafka direct stream") {
     val cleanedHandler = ssc.sc.clean(messageHandler)
     new DirectKafkaInputDStream[K, V, KD, VD, R](
       ssc, kafkaParams, fromOffsets, cleanedHandler)
@@ -394,7 +394,7 @@ object KafkaUtils {
       ssc: StreamingContext,
       kafkaParams: Map[String, String],
       topics: Set[String]
-  ): InputDStream[(K, V)] = ssc.withScope {
+  ): InputDStream[(K, V)] = ssc.withNamedScope("kafka direct stream") {
     val messageHandler = (mmd: MessageAndMetadata[K, V]) => (mmd.key, mmd.message)
     val kc = new KafkaCluster(kafkaParams)
     val reset = kafkaParams.get("auto.offset.reset").map(_.toLowerCase)
@@ -465,7 +465,7 @@ object KafkaUtils {
       kafkaParams: JMap[String, String],
       fromOffsets: JMap[TopicAndPartition, JLong],
       messageHandler: JFunction[MessageAndMetadata[K, V], R]
-    ): JavaInputDStream[R] = jssc.ssc.withScope {
+    ): JavaInputDStream[R] = {
     implicit val keyCmt: ClassTag[K] = ClassTag(keyClass)
     implicit val valueCmt: ClassTag[V] = ClassTag(valueClass)
     implicit val keyDecoderCmt: ClassTag[KD] = ClassTag(keyDecoderClass)
@@ -524,7 +524,7 @@ object KafkaUtils {
       valueDecoderClass: Class[VD],
       kafkaParams: JMap[String, String],
       topics: JSet[String]
-    ): JavaPairInputDStream[K, V] = jssc.ssc.withScope {
+    ): JavaPairInputDStream[K, V] = {
     implicit val keyCmt: ClassTag[K] = ClassTag(keyClass)
     implicit val valueCmt: ClassTag[V] = ClassTag(valueClass)
     implicit val keyDecoderCmt: ClassTag[KD] = ClassTag(keyDecoderClass)
diff --git a/external/mqtt/src/main/scala/org/apache/spark/streaming/mqtt/MQTTInputDStream.scala b/external/mqtt/src/main/scala/org/apache/spark/streaming/mqtt/MQTTInputDStream.scala
@@ -57,8 +57,6 @@ class MQTTInputDStream(
     storageLevel: StorageLevel
   ) extends ReceiverInputDStream[String](ssc_) {
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"MQTT stream [$id]")
-
   def getReceiver(): Receiver[String] = {
     new MQTTReceiver(brokerUrl, topic, storageLevel)
   }
diff --git a/external/mqtt/src/main/scala/org/apache/spark/streaming/mqtt/MQTTUtils.scala b/external/mqtt/src/main/scala/org/apache/spark/streaming/mqtt/MQTTUtils.scala
@@ -37,7 +37,7 @@ object MQTTUtils {
       brokerUrl: String,
       topic: String,
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2
-    ): ReceiverInputDStream[String] = ssc.withScope {
+    ): ReceiverInputDStream[String] = ssc.withNamedScope("MQTT stream") {
     new MQTTInputDStream(ssc, brokerUrl, topic, storageLevel)
   }
 
diff --git a/external/twitter/src/main/scala/org/apache/spark/streaming/twitter/TwitterInputDStream.scala b/external/twitter/src/main/scala/org/apache/spark/streaming/twitter/TwitterInputDStream.scala
@@ -45,8 +45,6 @@ class TwitterInputDStream(
     storageLevel: StorageLevel
   ) extends ReceiverInputDStream[Status](ssc_)  {
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"twitter stream [$id]")
-
   private def createOAuthAuthorization(): Authorization = {
     new OAuthAuthorization(new ConfigurationBuilder().build())
   }
diff --git a/external/twitter/src/main/scala/org/apache/spark/streaming/twitter/TwitterUtils.scala b/external/twitter/src/main/scala/org/apache/spark/streaming/twitter/TwitterUtils.scala
@@ -40,7 +40,7 @@ object TwitterUtils {
       twitterAuth: Option[Authorization],
       filters: Seq[String] = Nil,
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2
-    ): ReceiverInputDStream[Status] = ssc.withScope {
+    ): ReceiverInputDStream[Status] = ssc.withNamedScope("twitter stream") {
     new TwitterInputDStream(ssc, twitterAuth, filters, storageLevel)
   }
 
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/StreamingContext.scala b/streaming/src/main/scala/org/apache/spark/streaming/StreamingContext.scala
@@ -34,7 +34,7 @@ import org.apache.hadoop.mapreduce.{InputFormat => NewInputFormat}
 import org.apache.spark._
 import org.apache.spark.annotation.{DeveloperApi, Experimental}
 import org.apache.spark.input.FixedLengthBinaryInputFormat
-import org.apache.spark.rdd.RDD
+import org.apache.spark.rdd.{RDD, RDDOperationScope}
 import org.apache.spark.storage.StorageLevel
 import org.apache.spark.streaming.StreamingContextState._
 import org.apache.spark.streaming.dstream._
@@ -245,28 +245,41 @@ class StreamingContext private[streaming] (
    * Execute a block of code in a scope such that all new DStreams created in this body will
    * be part of the same scope. For more detail, see the comments in `doCompute`.
    *
-   * Note: Return statements are NOT allowed in the given body. Also, this currently does
-   * not handle multiple StreamingContexts sharing the same SparkContext gracefully.
+   * Note: Return statements are NOT allowed in the given body.
    */
   private[streaming] def withScope[U](body: => U): U = sparkContext.withScope(body)
 
+  /**
+   * Execute a block of code in a scope such that all new DStreams created in this body will
+   * be part of the same scope. For more detail, see the comments in `doCompute`.
+   *
+   * Note: Return statements are NOT allowed in the given body.
+   */
+  private[streaming] def withNamedScope[U](name: String)(body: => U): U = {
+    RDDOperationScope.withScope(sc, name, allowNesting = false, ignoreParent = false)(body)
+  }
+
   /**
    * Create an input stream with any arbitrary user implemented receiver.
    * Find more details at: http://spark.apache.org/docs/latest/streaming-custom-receivers.html
    * @param receiver Custom implementation of Receiver
    */
   @deprecated("Use receiverStream", "1.0.0")
-  def networkStream[T: ClassTag](receiver: Receiver[T]): ReceiverInputDStream[T] = withScope {
-    receiverStream(receiver)
+  def networkStream[T: ClassTag](receiver: Receiver[T]): ReceiverInputDStream[T] = {
+    withNamedScope("network stream") {
+      receiverStream(receiver)
+    }
   }
 
   /**
    * Create an input stream with any arbitrary user implemented receiver.
    * Find more details at: http://spark.apache.org/docs/latest/streaming-custom-receivers.html
    * @param receiver Custom implementation of Receiver
    */
-  def receiverStream[T: ClassTag](receiver: Receiver[T]): ReceiverInputDStream[T] = withScope {
-    new PluggableInputDStream[T](this, receiver)
+  def receiverStream[T: ClassTag](receiver: Receiver[T]): ReceiverInputDStream[T] = {
+    withNamedScope("receiver stream") {
+      new PluggableInputDStream[T](this, receiver)
+    }
   }
 
   /**
@@ -286,7 +299,7 @@ class StreamingContext private[streaming] (
       name: String,
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2,
       supervisorStrategy: SupervisorStrategy = ActorSupervisorStrategy.defaultStrategy
-    ): ReceiverInputDStream[T] = withScope {
+    ): ReceiverInputDStream[T] = withNamedScope("actor stream") {
     receiverStream(new ActorReceiver[T](props, name, storageLevel, supervisorStrategy))
   }
 
@@ -303,7 +316,7 @@ class StreamingContext private[streaming] (
       hostname: String,
       port: Int,
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2
-    ): ReceiverInputDStream[String] = withScope {
+    ): ReceiverInputDStream[String] = withNamedScope("socket text stream") {
     socketStream[String](hostname, port, SocketReceiver.bytesToLines, storageLevel)
   }
 
@@ -322,7 +335,7 @@ class StreamingContext private[streaming] (
       port: Int,
       converter: (InputStream) => Iterator[T],
       storageLevel: StorageLevel
-    ): ReceiverInputDStream[T] = withScope {
+    ): ReceiverInputDStream[T] = withNamedScope("socket stream") {
     new SocketInputDStream[T](this, hostname, port, converter, storageLevel)
   }
 
@@ -341,7 +354,7 @@ class StreamingContext private[streaming] (
       hostname: String,
       port: Int,
       storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2
-    ): ReceiverInputDStream[T] = withScope {
+    ): ReceiverInputDStream[T] = withNamedScope("raw socket stream") {
     new RawInputDStream[T](this, hostname, port, storageLevel)
   }
 
@@ -359,7 +372,7 @@ class StreamingContext private[streaming] (
     K: ClassTag,
     V: ClassTag,
     F <: NewInputFormat[K, V]: ClassTag
-  ] (directory: String): InputDStream[(K, V)] = withScope {
+  ] (directory: String): InputDStream[(K, V)] = withNamedScope("file stream") {
     new FileInputDStream[K, V, F](this, directory)
   }
 
@@ -380,7 +393,7 @@ class StreamingContext private[streaming] (
     V: ClassTag,
     F <: NewInputFormat[K, V]: ClassTag
   ] (directory: String, filter: Path => Boolean, newFilesOnly: Boolean): InputDStream[(K, V)] = {
-    withScope {
+    withNamedScope("file stream") {
       new FileInputDStream[K, V, F](this, directory, filter, newFilesOnly)
     }
   }
@@ -405,7 +418,7 @@ class StreamingContext private[streaming] (
   ] (directory: String,
      filter: Path => Boolean,
      newFilesOnly: Boolean,
-     conf: Configuration): InputDStream[(K, V)] = withScope {
+     conf: Configuration): InputDStream[(K, V)] = withNamedScope("file stream") {
     new FileInputDStream[K, V, F](this, directory, filter, newFilesOnly, Option(conf))
   }
 
@@ -417,7 +430,7 @@ class StreamingContext private[streaming] (
    * file system. File names starting with . are ignored.
    * @param directory HDFS directory to monitor for new file
    */
-  def textFileStream(directory: String): DStream[String] = withScope {
+  def textFileStream(directory: String): DStream[String] = withNamedScope("text file stream") {
     fileStream[LongWritable, Text, TextInputFormat](directory).map(_._2.toString)
   }
 
@@ -439,7 +452,7 @@ class StreamingContext private[streaming] (
   @Experimental
   def binaryRecordsStream(
       directory: String,
-      recordLength: Int): DStream[Array[Byte]] = withScope {
+      recordLength: Int): DStream[Array[Byte]] = withNamedScope("binary records stream") {
     val conf = sc_.hadoopConfiguration
     conf.setInt(FixedLengthBinaryInputFormat.RECORD_LENGTH_PROPERTY, recordLength)
     val br = fileStream[LongWritable, BytesWritable, FixedLengthBinaryInputFormat](
@@ -462,7 +475,7 @@ class StreamingContext private[streaming] (
   def queueStream[T: ClassTag](
       queue: Queue[RDD[T]],
       oneAtATime: Boolean = true
-    ): InputDStream[T] = withScope {
+    ): InputDStream[T] = withNamedScope("queue stream") {
     queueStream(queue, oneAtATime, sc.makeRDD(Seq[T](), 1))
   }
 
@@ -479,7 +492,7 @@ class StreamingContext private[streaming] (
       queue: Queue[RDD[T]],
       oneAtATime: Boolean,
       defaultRDD: RDD[T]
-    ): InputDStream[T] = withScope {
+    ): InputDStream[T] = withNamedScope("queue stream") {
     new QueueInputDStream(this, queue, oneAtATime, defaultRDD)
   }
 
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/ConstantInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/ConstantInputDStream.scala
@@ -27,8 +27,6 @@ import scala.reflect.ClassTag
 class ConstantInputDStream[T: ClassTag](ssc_ : StreamingContext, rdd: RDD[T])
   extends InputDStream[T](ssc_) {
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"constant stream [$id]")
-
   override def start() {}
 
   override def stop() {}
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/DStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/DStream.scala
@@ -126,10 +126,12 @@ abstract class DStream[T: ClassTag] (
   }
 
   /**
-   * An optional custom name for all scopes generated by this DStream.
-   * If None, the name of the operation that created this DStream will be used.
+   * Make a scope name based on the given one.
+   *
+   * By default, this just returns the base name. Subclasses
+   * may optionally override this to provide custom scope names.
    */
-  protected[streaming] val customScopeName: Option[String] = None
+  protected[streaming] def makeScopeName(baseName: String): String = baseName
 
   /**
    * Make a scope that groups RDDs created in the same DStream operation in the same batch.
@@ -143,7 +145,7 @@ abstract class DStream[T: ClassTag] (
       val formattedBatchTime =
         UIUtils.formatBatchTime(time.milliseconds, ssc.graph.batchDuration.milliseconds)
       val bscope = RDDOperationScope.fromJson(bsJson)
-      val baseName = customScopeName.getOrElse(bscope.name) // e.g. countByWindow
+      val baseName = makeScopeName(bscope.name) // e.g. countByWindow, "kafka stream [0]"
       val scopeName =
         if (baseName.length > 10) {
           // If the operation name is too long, wrap the line
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/FileInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/FileInputDStream.scala
@@ -126,8 +126,6 @@ class FileInputDStream[K, V, F <: NewInputFormat[K,V]](
   @transient private var path_ : Path = null
   @transient private var fs_ : FileSystem = null
 
-  protected[streaming] override val customScopeName: Option[String] = Some(s"file stream [$id]")
-
   override def start() { }
 
   override def stop() { }
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/InputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/InputDStream.scala
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/QueueInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/QueueInputDStream.scala
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/RawInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/RawInputDStream.scala
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/ReceiverInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/ReceiverInputDStream.scala
diff --git a/streaming/src/main/scala/org/apache/spark/streaming/dstream/SocketInputDStream.scala b/streaming/src/main/scala/org/apache/spark/streaming/dstream/SocketInputDStream.scala
diff --git a/streaming/src/test/scala/org/apache/spark/streaming/DStreamScopeSuite.scala b/streaming/src/test/scala/org/apache/spark/streaming/DStreamScopeSuite.scala

Original file line number	Diff line number	Diff line change
`@@ -50,8 +50,6 @@ class FlumeInputDStream[T: ClassTag](`
`50`	`50`	`enableDecompression: Boolean`
`51`	`51`	`) extends ReceiverInputDStream[SparkFlumeEvent](ssc_) {`
`52`	`52`
`53`		`- protected[streaming] override val customScopeName: Option[String] = Some(s"input stream [$id]")`
`54`		`-`
`55`	`53`	`override def getReceiver(): Receiver[SparkFlumeEvent] = {`
`56`	`54`	`new FlumeReceiver(host, port, storageLevel, enableDecompression)`
`57`	`55`	`}`
Original file line number	Diff line number	Diff line change
`@@ -57,8 +57,6 @@ class MQTTInputDStream(`
`57`	`57`	`storageLevel: StorageLevel`
`58`	`58`	`) extends ReceiverInputDStream[String](ssc_) {`
`59`	`59`
`60`		`- protected[streaming] override val customScopeName: Option[String] = Some(s"MQTT stream [$id]")`
`61`		`-`
`62`	`60`	`def getReceiver(): Receiver[String] = {`
`63`	`61`	`new MQTTReceiver(brokerUrl, topic, storageLevel)`
`64`	`62`	`}`
Original file line number	Diff line number	Diff line change
`@@ -37,7 +37,7 @@ object MQTTUtils {`
`37`	`37`	`brokerUrl: String,`
`38`	`38`	`topic: String,`
`39`	`39`	`storageLevel: StorageLevel = StorageLevel.MEMORY_AND_DISK_SER_2`
`40`		`- ): ReceiverInputDStream[String] = ssc.withScope {`
	`40`	`+ ): ReceiverInputDStream[String] = ssc.withNamedScope("MQTT stream") {`
`41`	`41`	`new MQTTInputDStream(ssc, brokerUrl, topic, storageLevel)`
`42`	`42`	`}`
`43`	`43`
Original file line number	Diff line number	Diff line change
`@@ -45,8 +45,6 @@ class TwitterInputDStream(`
`45`	`45`	`storageLevel: StorageLevel`
`46`	`46`	`) extends ReceiverInputDStream[Status](ssc_) {`
`47`	`47`
`48`		`- protected[streaming] override val customScopeName: Option[String] = Some(s"twitter stream [$id]")`
`49`		`-`
`50`	`48`	`private def createOAuthAuthorization(): Authorization = {`
`51`	`49`	`new OAuthAuthorization(new ConfigurationBuilder().build())`
`52`	`50`	`}`