source: trunk/autoquest-core-tasktrees/src/main/java/de/ugoe/cs/autoquest/tasktrees/temporalrelation/TaskInstanceTrie.java @ 1256

//   Copyright 2012 Georg-August-Universität Göttingen, Germany
//
//   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 de.ugoe.cs.autoquest.tasktrees.temporalrelation;

import java.util.HashMap;
import java.util.LinkedList;
import java.util.List;
import java.util.Map;

import de.ugoe.cs.autoquest.tasktrees.treeifc.ITaskInstance;
import de.ugoe.cs.autoquest.tasktrees.treeifc.IUserSession;
import de.ugoe.cs.autoquest.usageprofiles.SymbolMap;
import de.ugoe.cs.autoquest.usageprofiles.Trie;
import de.ugoe.cs.autoquest.usageprofiles.TrieProcessor;

/**
 * <p>
 * TODO comment
 * </p>
 * 
 * @author Patrick Harms
 */
public class TaskInstanceTrie extends Trie<ITaskInstance> {

    /**  */
    private static final long serialVersionUID = 1L;

    /**
     * <p>
     * the task comparator to be used for comparing tasks
     * </p>
     */
    private TaskComparator comparator;

    /**
     * <p>
     * TODO: comment
     * </p>
     *
     * @param taskComparator2
     */
    public TaskInstanceTrie(TaskComparator taskComparator) {
        super(taskComparator);
        this.comparator = taskComparator;
    }

    /**
     *
     */
    public void trainSessions(List<IUserSession> userSessions, int maxOrder) {
        if (maxOrder < 1) {
            return;
        }
        
        SymbolMap<ITaskInstance, List<ITaskInstance>> equalTaskInstancesMap =
            new SymbolMap<ITaskInstance, List<ITaskInstance>>(comparator);
        
        Map<ITaskInstance, List<ITaskInstance>> taskInstancesMap =
            new HashMap<ITaskInstance, List<ITaskInstance>>();
        
        System.out.println("preparing training");
        for (IUserSession session : userSessions) {
            for (ITaskInstance taskInstance : session) {
                List<ITaskInstance> equalTaskInstances =
                    equalTaskInstancesMap.getValue(taskInstance);
                
                if (equalTaskInstances == null) {
                    equalTaskInstances = new LinkedList<ITaskInstance>();
                    equalTaskInstancesMap.addSymbol(taskInstance, equalTaskInstances);
                }
                
                equalTaskInstances.add(taskInstance);
                taskInstancesMap.put(taskInstance, equalTaskInstances);
            }
        }
        
        System.out.println("performing training");
        for (IUserSession session : userSessions) {
            train(session, maxOrder, taskInstancesMap);
        }      
        
        updateKnownSymbols();
    }
    
    /**
     * 
     */
    private void train(IUserSession                            userSession,
                       int                                     maxOrder,
                       Map<ITaskInstance, List<ITaskInstance>> taskInstancesMap)
    {
        List<ITaskInstance> executedTasks = userSession.getExecutedTasks();
        
        List<ITaskInstance> subsequence = new LinkedList<ITaskInstance>();
        
        int numberOfTrainedSubsequences = 0;
        int sequenceMaxCount = 0;
        
        for (ITaskInstance currentTaskInstance : executedTasks) {
            int occurrenceCount = taskInstancesMap.get(currentTaskInstance).size();
            
            if ((numberOfTrainedSubsequences % 10) == 0) {
                sequenceMaxCount = getCurrentSequenceMaxCount();
            }
            
            if (occurrenceCount < sequenceMaxCount) {
                // this task instance does not need to be considered, as it occurs not often enough
                // to be part of a sequence, that occurs most often. Therefore train all remaining
                // sequences so far and go on, until the next useful sequence is found.
                
                while (subsequence.size() > 1) {
                    add(subsequence);
                    subsequence.remove(0);
                }
                
                subsequence.clear();
            }
            else {
                subsequence.add(currentTaskInstance);

                if (subsequence.size() == maxOrder) {
                    add(subsequence);
                    subsequence.remove(0);

                    numberOfTrainedSubsequences++;
                }
            }
        }
        
        // add shorter remaining subsequences, if any
        while (subsequence.size() > 1) {
            add(subsequence);
            subsequence.remove(0);
        }
    }

    /**
     * <p>
     * TODO: comment
     * </p>
     *
     * @return
     */
    private int getCurrentSequenceMaxCount() {
        MaxSequenceCountFinder processor = new MaxSequenceCountFinder();
        super.process(processor);
        return processor.getMaxCount();
    }

    /**
     * @author Patrick Harms
     */
    private class MaxSequenceCountFinder implements TrieProcessor<ITaskInstance> {
        
        /**
         * 
         */
        private int currentCount = 0;
        
        /* (non-Javadoc)
         * @see de.ugoe.cs.autoquest.usageprofiles.TrieProcessor#process(java.util.List, int)
         */
        @Override
        public TrieProcessor.Result process(List<ITaskInstance> foundTask, int count) {
            if (foundTask.size() == 2) {
                this.currentCount = Math.max(this.currentCount, count);
                
                // do not consider children
                return TrieProcessor.Result.SKIP_NODE;
            }
            else {
                return TrieProcessor.Result.CONTINUE;
            }
        }

        /**
         * 
         */
        private int getMaxCount() {
            return currentCount;
        }

    }
    
}