/*
* Seldon -- open source prediction engine
* =======================================
* Copyright 2011-2015 Seldon Technologies Ltd and Rummble Ltd (http://www.seldon.io/)
*
**********************************************************************************************
*
* Licensed 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 io.seldon.mf;
import static org.easymock.EasyMock.createMock;
import static org.easymock.EasyMock.expect;
import static org.easymock.EasyMock.replay;
import static org.easymock.EasyMock.verify;
import io.seldon.api.resource.service.ItemService;
import io.seldon.clustering.recommender.ItemRecommendationResultSet;
import io.seldon.clustering.recommender.RecommendationContext;
import io.seldon.mf.MfUserClustersModelManager.MfUserModel;
import io.seldon.recommendation.Recommendation;
import java.util.ArrayList;
import java.util.Collections;
import java.util.HashMap;
import java.util.HashSet;
import java.util.List;
import java.util.Map;
import java.util.Set;
import junit.framework.Assert;
import org.junit.Before;
import org.junit.Test;
public class MfUserClustersRecommenderTest {
private RecommendationContext mockCtxt;
private RecommendationContext.OptionsHolder mockOptions;
private MfUserClustersModelManager mockModelManager;
private ItemService mockItemService;
@Before
public void createMocks()
{
mockModelManager = createMock(MfUserClustersModelManager.class);
mockCtxt = createMock(RecommendationContext.class);
mockOptions = createMock(RecommendationContext.OptionsHolder.class);
mockItemService = createMock(ItemService.class);
}
@Test
public void testRecommendations()
{
final String client = "test";
final int dimension = 1;
Set<Integer> dimensions = new HashSet<Integer>();
dimensions.add(dimension);
Map<Long,Integer> userClusters = new HashMap<Long,Integer>();
userClusters.put(1L, 1);
List<Recommendation> recs = new ArrayList<Recommendation>();
recs.add(new Recommendation(1L, 1, 1.0));
recs.add(new Recommendation(2L, 1, 0.9));
recs.add(new Recommendation(3L, 1, 0.8));
Map<Integer,List<Recommendation>> recMap = new HashMap<>();
recMap.put(1, recs);
MfUserClustersModelManager.MfUserModel model = new MfUserModel(userClusters, recMap);
expect(mockModelManager.getClientStore(client, mockOptions)).andReturn(model);
replay(mockModelManager);
expect(mockCtxt.getOptsHolder()).andReturn(mockOptions);
expect(mockCtxt.getMode()).andReturn(RecommendationContext.MODE.EXCLUSION);
expect(mockCtxt.getContextItems()).andReturn(Collections.singleton(1L));
replay(mockCtxt, mockOptions);
MfUserClustersRecommender r = new MfUserClustersRecommender(mockModelManager);
ItemRecommendationResultSet res = r.recommend(client, 1L, dimensions,50,mockCtxt,null);
verify(mockModelManager,mockCtxt, mockOptions);
Assert.assertNotNull(res);
Assert.assertNotNull(res.getResults());
Assert.assertEquals(2, res.getResults().size());
}
@Test
public void testNoFeatures()
{
final String client = "test";
final int dimension = 1;
Set<Integer> dimensions = new HashSet<Integer>();
dimensions.add(dimension);
expect(mockModelManager.getClientStore(client, mockOptions)).andReturn(null);
replay(mockModelManager);
expect(mockCtxt.getOptsHolder()).andReturn(mockOptions);
replay(mockCtxt, mockOptions);
MfUserClustersRecommender r = new MfUserClustersRecommender(mockModelManager);
ItemRecommendationResultSet res = r.recommend(client, 1L, dimensions,50,mockCtxt,null);
verify(mockModelManager,mockCtxt, mockOptions);
Assert.assertNotNull(res);
Assert.assertNotNull(res.getResults());
Assert.assertEquals(0, res.getResults().size());
}
}