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

    https://github.com/apache/spark/pull/18288#discussion_r122409305
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/source/libsvm/LibSVMRelation.scala ---
    @@ -91,12 +91,10 @@ private[libsvm] class LibSVMFileFormat extends 
TextBasedFileFormat with DataSour
         val numFeatures: Int = libSVMOptions.numFeatures.getOrElse {
           // Infers number of features if the user doesn't specify (a valid) 
one.
           val dataFiles = files.filterNot(_.getPath.getName startsWith "_")
    -      val path = if (dataFiles.length == 1) {
    -        dataFiles.head.getPath.toUri.toString
    -      } else if (dataFiles.isEmpty) {
    +      val path = 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.")
    +        dataFiles.map(_.getPath).mkString(",")
    --- End diff --
    
    This changes the logic slightly, because you no longer call `toUri`. Let's 
keep the behavior


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