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

    https://github.com/apache/spark/pull/8026#discussion_r42584058
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/sources/interfaces.scala ---
    @@ -544,11 +544,35 @@ abstract class HadoopFsRelation 
private[sql](maybePartitionSpec: Option[Partitio
       }
     
       private def discoverPartitions(): PartitionSpec = {
    -    val typeInference = 
sqlContext.conf.partitionColumnTypeInferenceEnabled()
         // We use leaf dirs containing data files to discover the schema.
         val leafDirs = fileStatusCache.leafDirToChildrenFiles.keys.toSeq
    -    PartitioningUtils.parsePartitions(leafDirs, 
PartitioningUtils.DEFAULT_PARTITION_NAME,
    -      typeInference)
    +    userDefinedPartitionColumns match {
    +      case Some(schema) =>
    +        val spec = PartitioningUtils.parsePartitions(
    +          leafDirs, PartitioningUtils.DEFAULT_PARTITION_NAME, false)
    +
    +        // Without auto inference, all of value in the `row` should be 
null or in StringType,
    +        // we need to cast into the data type that user specified.
    +        def castPartitionValueWithGivenSchema(row: InternalRow, schema: 
StructType)
    +        : InternalRow = {
    +          InternalRow((0 until row.numFields) map { i =>
    +            Cast(Literal.create(row.getString(i), StringType), 
schema.fields(i).dataType).eval()
    +          }: _*)
    +        }
    +
    +        assert(schema.length == spec.partitionColumns.length &&
    +          schema.fieldNames.sameElements(spec.partitionColumns.fieldNames),
    +          s"Auto infer partition column is not match with user specified, 
" +
    +            s"expect $schema, but got ${spec.partitionColumns}}")
    +
    +        PartitionSpec(schema, spec.partitions.map { part =>
    +          part.copy(values = 
castPartitionValueWithGivenSchema(part.values, schema))
    +        })
    +      case None =>
    +        val typeInference = 
sqlContext.conf.partitionColumnTypeInferenceEnabled()
    --- End diff --
    
    You could just inline this call on line 574 and save one variable 
declaration.


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