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

    https://github.com/apache/spark/pull/18581#discussion_r154605874
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/source/libsvm/LibSVMRelationSuite.scala
 ---
    @@ -184,4 +184,54 @@ class LibSVMRelationSuite extends SparkFunSuite with 
MLlibTestSparkContext {
           spark.sql("DROP TABLE IF EXISTS libsvmTable")
         }
       }
    +
    +  def testLineSeparator(lineSep: String): Unit = {
    +    test(s"SPARK-21289: Support line separator - lineSep: '$lineSep'") {
    +      val data = Seq(
    +        "1.0 1:1.0 3:2.0 5:3.0", "0.0", "0.0", "0.0 2:4.0 4:5.0 
6:6.0").mkString(lineSep)
    +      val dataWithTrailingLineSep = s"$data$lineSep"
    +
    +      Seq(data, dataWithTrailingLineSep).foreach { lines =>
    +        val path0 = new File(tempDir.getCanonicalPath, "write0")
    +        val path1 = new File(tempDir.getCanonicalPath, "write1")
    +        try {
    +          // Read
    +          java.nio.file.Files.write(path0.toPath, 
lines.getBytes(StandardCharsets.UTF_8))
    +          val df = spark.read
    +            .option("lineSep", lineSep)
    +            .format("libsvm")
    +            .load(path0.getAbsolutePath)
    +
    +          assert(df.columns(0) == "label")
    +          assert(df.columns(1) == "features")
    +          val row1 = df.first()
    +          assert(row1.getDouble(0) == 1.0)
    +          val v = row1.getAs[SparseVector](1)
    +          assert(v == Vectors.sparse(6, Seq((0, 1.0), (2, 2.0), (4, 3.0))))
    --- End diff --
    
    I'd like to ask why actually. I had some discussion about this and ended up 
without conclusion. The doc says `===` is preferred but the actual error 
messages are even clear with `==` sometimes.


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