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AutoML library for building modular, reusable, strongly typed machine learning workflows on Spark with minimal hand tuning
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/*
* Copyright (c) 2017, Salesforce.com, Inc.
* All rights reserved.
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* * Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* * Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* * Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
package com.salesforce.op.aggregators
import com.salesforce.op.features.types._
import com.twitter.algebird._
import scala.reflect.runtime.universe._
/**
* Aggregator that gives the union of Set values
*/
abstract class SetAggregator[A <: MultiPickList](implicit val ttag: WeakTypeTag[A])
extends MonoidAggregator[Event[A], Set[String], A] with AggregatorDefaults[A] {
val ftFactory = FeatureTypeFactory[A]()
val monoid: Monoid[Set[String]] = Monoid.setMonoid[String]
}
case object UnionMultiPickList extends SetAggregator[MultiPickList]
/**
* Set union semigroup
*/
private[op] class SetSemigroup[T] extends Semigroup[Set[T]] {
final override def plus(left: Set[T], right: Set[T]): Set[T] =
if (left.size > right.size) left ++ right else right ++ left
final override def sumOption(items: TraversableOnce[Set[T]]): Option[Set[T]] =
if (items.isEmpty) None
else {
val mutable = scala.collection.mutable.Set[T]()
items.foreach { s => mutable ++= s }
Some(mutable.toSet)
}
}