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

    https://github.com/apache/spark/pull/12088#discussion_r58082831
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/source/libsvm/LibSVMRelation.scala ---
    @@ -127,6 +135,25 @@ class DefaultSource extends FileFormat with 
DataSourceRegister {
             StructField("features", new VectorUDT(), nullable = false) :: Nil))
       }
     
    +  override def prepareRead(
    +      sqlContext: SQLContext,
    +      options: Map[String, String],
    +      files: Seq[FileStatus]): Map[String, String] = {
    +    def computeNumFeatures(): Int = {
    +      val dataFiles = files.filterNot(_.getPath.getName startsWith "_")
    +      val path = if (dataFiles.length == 1) 
dataFiles.head.getPath.toUri.toString
    +      else if (dataFiles.isEmpty) throw new IOException("No input path 
specified for libsvm data")
    +      else throw new IOException("Multiple input paths are not supported 
for libsvm data.")
    --- End diff --
    
    indent


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