Created 06-30-2017 03:25 PM
I'm trying to run the following twitter tutorial:
import org.apache.spark.streaming._
import org.apache.spark.streaming.twitter._
import org.apache.spark.storage.StorageLevel
import scala.io.Source
import scala.collection.mutable.HashMap
import java.io.File
import org.apache.log4j.Logger
import org.apache.log4j.Level
import sys.process.stringSeqToProcess
/** Configures the Oauth Credentials for accessing Twitter */
def configureTwitterCredentials(apiKey: String, apiSecret: String, accessToken: String, accessTokenSecret: String) {
val configs = new HashMap[String, String] ++= Seq(
"apiKey" -> apiKey, "apiSecret" -> apiSecret, "accessToken" -> accessToken, "accessTokenSecret" -> accessTokenSecret)
println("Configuring Twitter OAuth")
configs.foreach{ case(key, value) =>
if (value.trim.isEmpty) {
throw new Exception("Error setting authentication - value for " + key + " not set")
}
val fullKey = "twitter4j.oauth." + key.replace("api", "consumer")
System.setProperty(fullKey, value.trim)
println("\tProperty " + fullKey + " set as [" + value.trim + "]")
}
println()
}
// Configure Twitter credentials
val apiKey = "xxxxxxxxxxxxxxxxxxxxxxxxx"
val apiSecret = "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
val accessToken = "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
val accessTokenSecret = "xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
configureTwitterCredentials(apiKey, apiSecret, accessToken, accessTokenSecret)
import org.apache.spark.streaming.twitter._
val ssc = new StreamingContext(sc, Seconds(2))
val tweets = TwitterUtils.createStream(ssc, None)
val twt = tweets.window(Seconds(60))
case class Tweet(createdAt:Long, text:String)
twt.map(status=>
Tweet(status.getCreatedAt().getTime()/1000, status.getText())
).foreachRDD(rdd=>
// Below line works only in spark 1.3.0.
// For spark 1.1.x and spark 1.2.x,
// use rdd.registerTempTable("tweets") instead.
rdd.toDF().registerAsTable("tweets")
)
twt.print
ssc.start()
However I get the following error:
<console>:504: error: value toDF is not a member of org.apache.spark.rdd.RDD[Tweet]
rdd.toDF().registerAsTable("tweets")I have Spark 1.6.x.2.4 and Zeppelin 0.6
Created 07-05-2017 02:33 PM
Now it's working...
import org.apache.spark._
import org.apache.spark.streaming._
import org.apache.spark.streaming.twitter._
import org.apache.spark.storage.StorageLevel
import scala.io.Source
import scala.collection.mutable.HashMap
import java.io.File
import org.apache.log4j.Logger
import org.apache.log4j.Level
import sys.process.stringSeqToProcess
import org.apache.spark.sql.DataFrame
import org.apache.spark.SparkConf
import org.apache.spark.rdd.RDD
import org.apache.spark.sql._
import org.apache.spark.SparkContext
import org.apache.spark.SparkContext._
import org.apache.spark.streaming.StreamingContext._
/** Configures the Oauth Credentials for accessing Twitter */
def configureTwitterCredentials(apiKey: String, apiSecret: String, accessToken: String, accessTokenSecret: String) {
val configs = new HashMap[String, String] ++= Seq(
"apiKey" -> apiKey, "apiSecret" -> apiSecret, "accessToken" -> accessToken, "accessTokenSecret" -> accessTokenSecret)
println("Configuring Twitter OAuth")
configs.foreach{ case(key, value) =>
if (value.trim.isEmpty) {
throw new Exception("Error setting authentication - value for " + key + " not set")
}
val fullKey = "twitter4j.oauth." + key.replace("api", "consumer")
System.setProperty(fullKey, value.trim)
println("\tProperty " + fullKey + " set as [" + value.trim + "]")
}
println()
}
// Configure Twitter credentials
val apiKey = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val apiSecret = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val accessToken = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val accessTokenSecret = "XXXXXXXXXXXXXXXXXXXXXXX"
configureTwitterCredentials(apiKey, apiSecret, accessToken, accessTokenSecret)
import org.apache.spark.streaming.twitter._
val sc = new SparkConf().setMaster("local[2]").setAppName("tweets").set("spark.cleaner.ttl","2000")
val ssc = new StreamingContext(sc, Seconds(2))
val tweets = TwitterUtils.createStream(ssc, None)
val twt = tweets.window(Seconds(60))
case class Tweet(createdAt:Long, text:String)
twt.map(status=>
Tweet(status.getCreatedAt().getTime()/1000, status.getText())
).foreachRDD { rdd=>
// Below line works only in spark 1.3.0.
// For spark 1.1.x and spark 1.2.x,
// use rdd.registerTempTable("tweets") instead.
//rdd.toDF().registerAsTable("tweets")
//val sqlContext = new org.apache.spark.sql.SQLContext(sc)
val sqlContext = SQLContext.getOrCreate(rdd.sparkContext)
import sqlContext._
import sqlContext.implicits._
rdd.toDF.registerTempTable("tweets")
}
twt.print
ssc.start()
Created 07-05-2017 02:33 PM
Now it's working...
import org.apache.spark._
import org.apache.spark.streaming._
import org.apache.spark.streaming.twitter._
import org.apache.spark.storage.StorageLevel
import scala.io.Source
import scala.collection.mutable.HashMap
import java.io.File
import org.apache.log4j.Logger
import org.apache.log4j.Level
import sys.process.stringSeqToProcess
import org.apache.spark.sql.DataFrame
import org.apache.spark.SparkConf
import org.apache.spark.rdd.RDD
import org.apache.spark.sql._
import org.apache.spark.SparkContext
import org.apache.spark.SparkContext._
import org.apache.spark.streaming.StreamingContext._
/** Configures the Oauth Credentials for accessing Twitter */
def configureTwitterCredentials(apiKey: String, apiSecret: String, accessToken: String, accessTokenSecret: String) {
val configs = new HashMap[String, String] ++= Seq(
"apiKey" -> apiKey, "apiSecret" -> apiSecret, "accessToken" -> accessToken, "accessTokenSecret" -> accessTokenSecret)
println("Configuring Twitter OAuth")
configs.foreach{ case(key, value) =>
if (value.trim.isEmpty) {
throw new Exception("Error setting authentication - value for " + key + " not set")
}
val fullKey = "twitter4j.oauth." + key.replace("api", "consumer")
System.setProperty(fullKey, value.trim)
println("\tProperty " + fullKey + " set as [" + value.trim + "]")
}
println()
}
// Configure Twitter credentials
val apiKey = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val apiSecret = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val accessToken = "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"
val accessTokenSecret = "XXXXXXXXXXXXXXXXXXXXXXX"
configureTwitterCredentials(apiKey, apiSecret, accessToken, accessTokenSecret)
import org.apache.spark.streaming.twitter._
val sc = new SparkConf().setMaster("local[2]").setAppName("tweets").set("spark.cleaner.ttl","2000")
val ssc = new StreamingContext(sc, Seconds(2))
val tweets = TwitterUtils.createStream(ssc, None)
val twt = tweets.window(Seconds(60))
case class Tweet(createdAt:Long, text:String)
twt.map(status=>
Tweet(status.getCreatedAt().getTime()/1000, status.getText())
).foreachRDD { rdd=>
// Below line works only in spark 1.3.0.
// For spark 1.1.x and spark 1.2.x,
// use rdd.registerTempTable("tweets") instead.
//rdd.toDF().registerAsTable("tweets")
//val sqlContext = new org.apache.spark.sql.SQLContext(sc)
val sqlContext = SQLContext.getOrCreate(rdd.sparkContext)
import sqlContext._
import sqlContext.implicits._
rdd.toDF.registerTempTable("tweets")
}
twt.print
ssc.start()