/**
* 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.mahout.cf.taste.example.netflix;
import java.io.File;
import java.io.IOException;
import org.apache.commons.cli2.OptionException;
import org.apache.mahout.cf.taste.common.TasteException;
import org.apache.mahout.cf.taste.eval.RecommenderEvaluator;
import org.apache.mahout.cf.taste.example.TasteOptionParser;
import org.apache.mahout.cf.taste.impl.eval.AverageAbsoluteDifferenceRecommenderEvaluator;
import org.apache.mahout.cf.taste.model.DataModel;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
public final class NetflixRecommenderEvaluatorRunner {
private static final Logger log = LoggerFactory.getLogger(NetflixRecommenderEvaluatorRunner.class);
private NetflixRecommenderEvaluatorRunner() {
// do nothing
}
public static void main(String... args) throws IOException, TasteException, OptionException {
RecommenderEvaluator evaluator = new AverageAbsoluteDifferenceRecommenderEvaluator();
File ratingsFile = TasteOptionParser.getRatings(args);
if (ratingsFile != null) {
DataModel model = new NetflixDataModel(ratingsFile, true);
double evaluation = evaluator.evaluate(new NetflixRecommenderBuilder(), null, model, 0.9, 0.1);
log.info(String.valueOf(evaluation));
} else {
log.error("Netflix Recommender needs a ratings file to work. Please provide it with the -i command line option.");
}
}
}