diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/BinaryClassificationMetricsExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/BinaryClassificationMetricsExample.scala index c6312d71cc912..a606cc4218778 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/BinaryClassificationMetricsExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/BinaryClassificationMetricsExample.scala @@ -59,13 +59,13 @@ object BinaryClassificationMetricsExample { // Precision by threshold val precision = metrics.precisionByThreshold - precision.foreach { case (t, p) => + precision.collect.foreach { case (t, p) => println(s"Threshold: $t, Precision: $p") } // Recall by threshold val recall = metrics.recallByThreshold - recall.foreach { case (t, r) => + recall.collect.foreach { case (t, r) => println(s"Threshold: $t, Recall: $r") } @@ -74,13 +74,13 @@ object BinaryClassificationMetricsExample { // F-measure val f1Score = metrics.fMeasureByThreshold - f1Score.foreach { case (t, f) => + f1Score.collect.foreach { case (t, f) => println(s"Threshold: $t, F-score: $f, Beta = 1") } val beta = 0.5 val fScore = metrics.fMeasureByThreshold(beta) - f1Score.foreach { case (t, f) => + fScore.collect.foreach { case (t, f) => println(s"Threshold: $t, F-score: $f, Beta = 0.5") } diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/ChiSqSelectorExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/ChiSqSelectorExample.scala index 5e400b7d715b4..6ed59a3366d93 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/ChiSqSelectorExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/ChiSqSelectorExample.scala @@ -53,7 +53,7 @@ object ChiSqSelectorExample { // $example off$ println("filtered data: ") - filteredData.foreach(x => println(x)) + filteredData.collect.foreach(x => println(x)) sc.stop() } diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/ElementwiseProductExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/ElementwiseProductExample.scala index 1855058bb4f3c..d6ec678b422f9 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/ElementwiseProductExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/ElementwiseProductExample.scala @@ -45,10 +45,10 @@ object ElementwiseProductExample { // $example off$ println("transformedData: ") - transformedData.foreach(x => println(x)) + transformedData.collect.foreach(x => println(x)) println("transformedData2: ") - transformedData2.foreach(x => println(x)) + transformedData2.collect.foreach(x => println(x)) sc.stop() } diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/NormalizerExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/NormalizerExample.scala index b3a9604c2be3e..b1cad7bf8125f 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/NormalizerExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/NormalizerExample.scala @@ -46,10 +46,10 @@ object NormalizerExample { // $example off$ println("data1: ") - data1.foreach(x => println(x)) + data1.collect.foreach(x => println(x)) println("data2: ") - data2.foreach(x => println(x)) + data2.collect.foreach(x => println(x)) sc.stop() } diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/StandardScalerExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/StandardScalerExample.scala index 769fc17b3dc65..66a608ced0f83 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/StandardScalerExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/StandardScalerExample.scala @@ -49,10 +49,10 @@ object StandardScalerExample { // $example off$ println("data1: ") - data1.foreach(x => println(x)) + data1.collect.foreach(x => println(x)) println("data2: ") - data2.foreach(x => println(x)) + data2.collect.foreach(x => println(x)) sc.stop() } diff --git a/examples/src/main/scala/org/apache/spark/examples/mllib/TFIDFExample.scala b/examples/src/main/scala/org/apache/spark/examples/mllib/TFIDFExample.scala index a5bdcd8f2ed32..14b2a2015c241 100644 --- a/examples/src/main/scala/org/apache/spark/examples/mllib/TFIDFExample.scala +++ b/examples/src/main/scala/org/apache/spark/examples/mllib/TFIDFExample.scala @@ -55,10 +55,10 @@ object TFIDFExample { // $example off$ println("tfidf: ") - tfidf.foreach(x => println(x)) + tfidf.collect.foreach(x => println(x)) println("tfidfIgnore: ") - tfidfIgnore.foreach(x => println(x)) + tfidfIgnore.collect.foreach(x => println(x)) sc.stop() }