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/*
* 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,
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* See the License for the specific language governing permissions and
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package org.apache.predictionio.examples.recommendation
import org.apache.predictionio.controller.PPreparator
import org.apache.spark.SparkContext
import org.apache.spark.SparkContext._
import org.apache.spark.rdd.RDD
import scala.io.Source // ADDED
import org.apache.predictionio.controller.Params // ADDED
// ADDED CustomPreparatorParams case class
case class CustomPreparatorParams(
filepath: String
) extends Params
class Preparator(pp: CustomPreparatorParams) // ADDED CustomPreparatorParams
extends PPreparator[TrainingData, PreparedData] {
def prepare(sc: SparkContext, trainingData: TrainingData): PreparedData = {
val noTrainItems = Source.fromFile(pp.filepath).getLines.toSet // CHANGED
val ratings = trainingData.ratings.filter( r =>
!noTrainItems.contains(r.item)
)
new PreparedData(ratings)
}
}
class PreparedData(
val ratings: RDD[Rating]
) extends Serializable