/*
* 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.recommendation.baseline;
import io.seldon.recommendation.model.ModelManager;
import io.seldon.resources.external.ExternalResourceStreamer;
import io.seldon.resources.external.NewResourceNotifier;
import java.io.BufferedReader;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStreamReader;
import java.util.ArrayList;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import org.apache.log4j.Logger;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Component;
import com.fasterxml.jackson.core.JsonParseException;
import com.fasterxml.jackson.databind.JsonMappingException;
import com.fasterxml.jackson.databind.ObjectMapper;
@Component
public class MostPopularInSessionFeaturesManager extends ModelManager<MostPopularInSessionFeaturesManager.DimPopularityStore> {
private static Logger logger = Logger.getLogger(MostPopularInSessionFeaturesManager.class.getName());
private final ExternalResourceStreamer featuresFileHandler;
public static final String LOC_PATTERN = "mostpopulardim";
@Autowired
public MostPopularInSessionFeaturesManager(ExternalResourceStreamer featuresFileHandler,
NewResourceNotifier notifier){
super(notifier, Collections.singleton(LOC_PATTERN));
this.featuresFileHandler = featuresFileHandler;
}
public static class ItemCount {
long item;
float count;
public ItemCount(long item, float count) {
super();
this.item = item;
this.count = count;
}
}
public static class DimPopularityStore
{
Map<Integer,List<ItemCount>> dimToPopularItems;
public DimPopularityStore(
Map<Integer, List<ItemCount>> dimToPopularItems) {
super();
this.dimToPopularItems = dimToPopularItems;
}
List<ItemCount> getTopItemsForDimension(int dim)
{
return dimToPopularItems.get(dim);
}
}
protected DimPopularityStore createStore(BufferedReader reader,String client) throws JsonParseException, JsonMappingException, IOException
{
ObjectMapper mapper = new ObjectMapper();
String line;
Map<Integer,List<ItemCount>> map = new HashMap<>();
while((line = reader.readLine()) !=null){
DimItemCount v = mapper.readValue(line.getBytes(), DimItemCount.class);
List<ItemCount> l = null;
l = map.get(v.dim);
if (l == null)
l = new ArrayList<ItemCount>();
l.add(new ItemCount(v.item,v.count));
map.put(v.dim, l);
}
logger.info("finished load of most popular items by dimension for client "+client);
return new DimPopularityStore(map);
}
@Override
protected DimPopularityStore loadModel(String location, String client) {
logger.info("Reloading most popular items by dimension for client: "+ client);
try {
BufferedReader reader = new BufferedReader(new InputStreamReader(
featuresFileHandler.getResourceStream(location + "/part-00000")
));
DimPopularityStore store = createStore(reader, client);
reader.close();
return store;
} catch (FileNotFoundException e) {
logger.error("Couldn't reloadFeatures for client "+ client, e);
} catch (IOException e) {
logger.error("Couldn't reloadFeatures for client "+ client, e);
}
return null;
}
}