Created
June 27, 2017 19:19
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Spark Streaming Websocket Receiver
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val ssc = new StreamingContext("local", "datastream", Seconds(15)) | |
// create InputDStream | |
ssc.registerInputStream(stream) | |
// interact with stream | |
ssc.start() |
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class PriceEcho extends PriceWebSocketClient { | |
createSocket(println) | |
} |
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import spark.streaming.dstream.NetworkReceiver | |
import spark.storage.StorageLevel | |
class PriceReceiver extends NetworkReceiver[PriceUpdate] with PriceWebSocketClient { | |
lazy val blockGenerator = new BlockGenerator(StorageLevel.MEMORY_ONLY_SER) | |
protected override def onStart() { | |
blockGenerator.start | |
createSocket(m => { | |
val priceUpdate = PriceUpdate(m) | |
blockGenerator += priceUpdate | |
}) | |
} | |
protected override def onStop() { | |
blockGenerator.stop | |
websocket.shutdown | |
} | |
} |
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import scala.util.parsing.json.JSON | |
import scala.collection.JavaConversions | |
import java.util.TreeMap | |
case class PriceUpdate(id: String, price: Double, lastPrice: Double) | |
object PriceUpdate { | |
// No native Scala TreeMap as yet, so I'll borrow Java's | |
val lastPrices = JavaConversions.asMap(new TreeMap[String,Double]) | |
def apply(text: String): PriceUpdate = { | |
val (id, price) = getIdAndPriceFromJSON(text) | |
val lastPrice: Double = lastPrices.getOrElse(id, price) | |
lastPrices.put(id, price) | |
PriceUpdate(id, price, lastPrice) | |
} | |
def getIdAndPriceFromJSON(text: String) = // snip - simple JSON processing | |
} |
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import scalawebsocket.WebSocket | |
trait PriceWebSocketClient { | |
import Listings._ | |
def createSocket(handleMessage: String => Unit) = { | |
websocket = WebSocket().open("ws://localhost:8080/1.0/marketDataWs").onTextMessage(m => { | |
handleMessage(m) | |
}) | |
subscriptions.foreach(listing => websocket.sendText("{\"subscribe\":{" + listing + "}}")) | |
} | |
var websocket: WebSocket = _ | |
} |
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object Stream extends NetworkInputDStream[PriceUpdate](ssc) { | |
override def getReceiver(): NetworkReceiver[PriceUpdate] = { | |
new PriceReceiver() | |
} | |
} |
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