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

    https://github.com/apache/spark/pull/2419#discussion_r17640135
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/clustering/package.scala ---
    @@ -0,0 +1,140 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.mllib
    +
    +import org.apache.spark.mllib.linalg.Vector
    +import breeze.linalg.{Vector => BV}
    +import org.apache.spark.rdd.RDD
    +
    +package object base {
    +
    +  val Zero = 0.0
    +  val One = 1.0
    +  val Infinity = Double.MaxValue
    +  val Unknown = -1.0
    +
    +  private[mllib] trait FP extends Serializable {
    +    val weight: Double
    +    val raw: BV[Double]
    +  }
    +
    +  private[mllib] class FPoint(val raw: BV[Double], val weight: Double) 
extends FP {
    +    override def toString: String = weight + "," + (raw.toArray mkString 
",")
    +    lazy val inh = (raw :*  (1.0 / weight)).toArray
    +  }
    +
    +  /**
    +   * A mutable point in homogeneous coordinates
    +   */
    +  private[mllib] class Centroid extends Serializable {
    +    override def toString: String = weight + "," + (raw.toArray mkString 
",")
    --- End diff --
    
    We initialize the Centroid lazily.


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