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

    https://github.com/apache/spark/pull/5799#discussion_r29405622
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/ml/FrequentItems.scala ---
    @@ -0,0 +1,124 @@
    +/*
    +* 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.sql.ml
    +
    +
    +import org.apache.spark.sql.catalyst.plans.logical.LocalRelation
    +import org.apache.spark.sql.types.{StructType, ArrayType, StructField}
    +
    +import scala.collection.mutable.{Map => MutableMap}
    +
    +import org.apache.spark.Logging
    +import org.apache.spark.sql.{Row, DataFrame, functions}
    +
    +private[sql] object FrequentItems extends Logging {
    +
    +  /**
    +   * Merge two maps of counts. Subtracts the sum of `otherMap` from 
`baseMap`, and fills in
    +   * any emptied slots with the most frequent of `otherMap`.
    +   * @param baseMap The map containing the global counts
    +   * @param otherMap The map containing the counts for that partition
    +   * @param maxSize The maximum number of counts to keep in memory
    +   */
    +  private def mergeCounts[A](
    --- End diff --
    
    I think the implementation could be cleaner if we wrap `MutableMap[A, 
Long]` with a utility class:
    
    ~~~scala
    class FreqItemCounter(size: k) {
      def add(any: Any, count: Long = 1L): this.type
      def merge(other: FreqItemCounter): this.type = {
        other.toSeq.foreach { case (k, c) =>
          add(k, c)
        }
      }
      def items: Array[Any]
      def toSeq: Seq[(Any, Long)]
    }
    ~~~


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