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Original file line number Diff line number Diff line change
Expand Up @@ -33,6 +33,7 @@ import org.apache.spark.rdd.RDD
import org.apache.spark.sql.{DataFrame, Dataset, Row}
import org.apache.spark.sql.functions.{col, udf}
import org.apache.spark.sql.types.{IntegerType, StructType}
import org.apache.spark.util.VersionUtils.majorVersion

/**
* Common params for KMeans and KMeansModel
Expand Down Expand Up @@ -229,10 +230,7 @@ object KMeansModel extends MLReadable[KMeansModel] {
val metadata = DefaultParamsReader.loadMetadata(path, sc, className)
val dataPath = new Path(path, "data").toString

val versionRegex = "([0-9]+)\\.(.+)".r
val versionRegex(major, _) = metadata.sparkVersion

val clusterCenters = if (major.toInt >= 2) {
val clusterCenters = if (majorVersion(metadata.sparkVersion) >= 2) {
val data: Dataset[Data] = sparkSession.read.parquet(dataPath).as[Data]
data.collect().sortBy(_.clusterIdx).map(_.clusterCenter).map(OldVectors.fromML)
} else {
Expand Down
6 changes: 2 additions & 4 deletions mllib/src/main/scala/org/apache/spark/ml/feature/PCA.scala
Original file line number Diff line number Diff line change
Expand Up @@ -34,6 +34,7 @@ import org.apache.spark.rdd.RDD
import org.apache.spark.sql._
import org.apache.spark.sql.functions._
import org.apache.spark.sql.types.{StructField, StructType}
import org.apache.spark.util.VersionUtils.majorVersion

/**
* Params for [[PCA]] and [[PCAModel]].
Expand Down Expand Up @@ -203,11 +204,8 @@ object PCAModel extends MLReadable[PCAModel] {
override def load(path: String): PCAModel = {
val metadata = DefaultParamsReader.loadMetadata(path, sc, className)

val versionRegex = "([0-9]+)\\.(.+)".r
val versionRegex(major, _) = metadata.sparkVersion

val dataPath = new Path(path, "data").toString
val model = if (major.toInt >= 2) {
val model = if (majorVersion(metadata.sparkVersion) >= 2) {
val Row(pc: DenseMatrix, explainedVariance: DenseVector) =
sparkSession.read.parquet(dataPath)
.select("pc", "explainedVariance")
Expand Down