Github user yanboliang commented on a diff in the pull request:

    https://github.com/apache/spark/pull/15721#discussion_r93765361
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/classification/NaiveBayesSuite.scala 
---
    @@ -25,31 +25,36 @@ import breeze.stats.distributions.{Multinomial => 
BrzMultinomial}
     import org.apache.spark.{SparkException, SparkFunSuite}
     import org.apache.spark.ml.classification.NaiveBayes.{Bernoulli, 
Multinomial}
     import org.apache.spark.ml.classification.NaiveBayesSuite._
    -import org.apache.spark.ml.feature.LabeledPoint
    +import org.apache.spark.ml.feature.{Instance, LabeledPoint}
     import org.apache.spark.ml.linalg._
     import org.apache.spark.ml.param.ParamsSuite
     import org.apache.spark.ml.util.{DefaultReadWriteTest, MLTestingUtils}
     import org.apache.spark.ml.util.TestingUtils._
     import org.apache.spark.mllib.util.MLlibTestSparkContext
     import org.apache.spark.sql.{DataFrame, Dataset, Row}
    +import org.apache.spark.sql.functions.lit
     
     class NaiveBayesSuite extends SparkFunSuite with MLlibTestSparkContext 
with DefaultReadWriteTest {
     
       import testImplicits._
     
       @transient var dataset: Dataset[_] = _
    +  @transient var bernoulliDataset: Dataset[_] = _
    +
    +  private val seed = 42
     
       override def beforeAll(): Unit = {
         super.beforeAll()
     
    -    val pi = Array(0.5, 0.1, 0.4).map(math.log)
    +    val pi = Array(0.3, 0.3, 0.4).map(math.log)
         val theta = Array(
    -      Array(0.70, 0.10, 0.10, 0.10), // label 0
    -      Array(0.10, 0.70, 0.10, 0.10), // label 1
    -      Array(0.10, 0.10, 0.70, 0.10)  // label 2
    +      Array(0.30, 0.30, 0.30, 0.30), // label 0
    +      Array(0.30, 0.30, 0.30, 0.30), // label 1
    +      Array(0.40, 0.40, 0.40, 0.40)  // label 2
    --- End diff --
    
    Could you let me know why you change this?


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