diff --git a/mllib/src/test/scala/org/apache/spark/ml/clustering/KMeansSuite.scala b/mllib/src/test/scala/org/apache/spark/ml/clustering/KMeansSuite.scala
index 7340448b7d731..a293525854e0b 100644
--- a/mllib/src/test/scala/org/apache/spark/ml/clustering/KMeansSuite.scala
+++ b/mllib/src/test/scala/org/apache/spark/ml/clustering/KMeansSuite.scala
@@ -58,6 +58,29 @@ class KMeansSuite extends SparkFunSuite with MLlibTestSparkContext {
     assert(kmeans.getEpsilon === 1e-4)
   }
 
+  test("set parameters") {
+    val kmeans = new KMeans()
+      .setK(9)
+      .setFeaturesCol("test_feature")
+      .setPredictionCol("test_prediction")
+      .setMaxIter(33)
+      .setRuns(7)
+      .setInitializationMode(MLlibKMeans.RANDOM)
+      .setInitializationSteps(3)
+      .setSeed(123)
+      .setEpsilon(1e-3)
+
+    assert(kmeans.getK === 9)
+    assert(kmeans.getFeaturesCol === "test_feature")
+    assert(kmeans.getPredictionCol === "test_prediction")
+    assert(kmeans.getMaxIter === 33)
+    assert(kmeans.getRuns === 7)
+    assert(kmeans.getInitializationMode === MLlibKMeans.RANDOM)
+    assert(kmeans.getInitializationSteps === 3)
+    assert(kmeans.getSeed === 123)
+    assert(kmeans.getEpsilon === 1e-3)
+  }
+
   test("parameters validation") {
     intercept[IllegalArgumentException] {
       new KMeans().setK(1)