package de.fub.agg2graph.agg.strategy;
import de.fub.agg2graph.agg.AggConnection;
import de.fub.agg2graph.agg.AggNode;
import de.fub.agg2graph.agg.IMergeHandler;
import de.fub.agg2graph.agg.MergeHandlerFactory;
import de.fub.agg2graph.agg.TraceDistanceFactory;
import de.fub.agg2graph.management.MyStatistic;
import de.fub.agg2graph.structs.BoundedQueue;
import de.fub.agg2graph.structs.GPSCalc;
import de.fub.agg2graph.structs.GPSPoint;
import de.fub.agg2graph.structs.GPSSegment;
import de.fub.agg2graph.structs.ILocation;
import java.util.ArrayList;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.Set;
public class HausdorffMatchAttractionMergeStrategy extends
AbstractAggregationStrategy {
MyStatistic statistic;
int counter = 1;
public int maxLookahead = Integer.MAX_VALUE;
public double maxPathDifference = 200;
public double maxInitDistance = 35;//12.5
List<GPSPoint> matchedPoints;
List<AggNode> lastNodes = new ArrayList<AggNode>();
List<GPSSegment> lastNewNodes = new ArrayList<GPSSegment>();
public enum State {
NO_MATCH, IN_MATCH
}
private State state = State.NO_MATCH;
public HausdorffMatchAttractionMergeStrategy() {
statistic = new MyStatistic(
"agg2graph/test/exp/Evaluation-HausdorffMatchAttractionMerge.txt");
TraceDistanceFactory.setClass(HausdorffTraceDistance.class);
traceDistance = TraceDistanceFactory.getObject();
MergeHandlerFactory.setClass(AttractionForceMerge.class);
baseMergeHandler = MergeHandlerFactory.getObject();
}
@SuppressWarnings("unchecked")
@Override
public void aggregate(GPSSegment segment, boolean isAgg) {
// reset all attributes
lastNode = null;
mergeHandler = null;
matches = new ArrayList<IMergeHandler>();
matchedPoints = new ArrayList<GPSPoint>();
state = State.NO_MATCH;
// insert first segment without changes (assuming somewhat cleaned
// data!)
// attention: node counter is not necessarily accurate!
if (aggContainer.getCachingStrategy() == null
|| aggContainer.getCachingStrategy().getNodeCount() == 0
|| isAgg) {
int i = 0;
while (i < segment.size()) {
GPSPoint pointI = segment.get(i);
AggNode node = new AggNode(pointI, aggContainer);
node.setK(pointI.getK());
node.setRelevant(pointI.isRelevant());
node.setID("A-" + pointI.getID());
addNodeToAgg(aggContainer, node);
lastNode = node;
i++;
}
lastNodes.add(lastNode);
statistic.setAggLength(GPSCalc.traceLengthMeter(segment));
statistic.setAggPoints(segment.size());
return;
}
BoundedQueue<ILocation> lastParsedCurrentPoints = new BoundedQueue<ILocation>(
5);
int i = 0;
statistic.setTraceLength(GPSCalc.traceLengthMeter(segment));
statistic.setTracePoints(segment.size());
long matchStart = System.currentTimeMillis();
while (i < segment.size()) {
// step 1: find starting point
// get close points, within 10 meters (merge candidates)
Set<AggNode> nearPoints = null;
GPSPoint currentPoint = segment.get(i);
// no progress? (should not be necessary)
if (lastParsedCurrentPoints.size() > 2
&& lastParsedCurrentPoints.get(
lastParsedCurrentPoints.size() - 1).equals(
currentPoint)
&& lastParsedCurrentPoints.get(
lastParsedCurrentPoints.size() - 2).equals(
currentPoint)) {
i++;
continue;
}
lastParsedCurrentPoints.offer(currentPoint);
State lastState = state;
// get all close points, but none that are already in the current
// match (because we would kinda search backwards)
nearPoints = aggContainer.getCachingStrategy().getCloseNodes(
currentPoint, maxInitDistance);
if (mergeHandler != null) {
List<AggNode> nodes = mergeHandler.getAggNodes();
for (int j = 0; j < nodes.size() - 1; j++) {
nearPoints.remove(nodes.get(j));
}
}
/* Tinus - Filtering near points */
nearPoints = filterNearPoints(nearPoints);
boolean isMatch = true;
if (nearPoints.isEmpty()) {
isMatch = false;
state = State.NO_MATCH;
} else {
// get only nearest Point
AggNode nearest = nearestPoint(currentPoint, nearPoints);
// unnecessary, but needed atm
Set<AggNode> nearestSet = new HashSet<AggNode>();
nearestSet.add(nearest);
// there is candidates for a match start
List<List<AggNode>> paths = getPathsByDepth(nearestSet, 1,
maxLookahead);
/* Tinus - Filtering Paths */
removeSamePath(paths);
for (List<AggNode> path : paths) {
filterPath(path);
}
// evaluate paths, pick best, continue
double bestDifference = Double.MAX_VALUE, difference;
int length;
List<AggNode> bestPath = null;
List<GPSPoint> bestTrace = null;
int bestPathLength = 0;
for (List<AggNode> path : paths) {
Object[] returnValues = traceDistance.getPathDifference(
path, segment, i, mergeHandler);
if (returnValues == null) {
continue;
}
difference = (Double) returnValues[0];
length = (int) Math.round(Double.valueOf(returnValues[1]
.toString()));
if (difference < bestDifference
|| (difference == bestDifference && length > bestPathLength)) {
bestDifference = difference;
bestPathLength = length;
bestPath = new ArrayList<AggNode>(
(List<AggNode>) returnValues[2]);
bestTrace = new ArrayList<GPSPoint>(
(List<GPSPoint>) returnValues[3]);
}
}
// do we have a successful match?
if (bestDifference >= maxPathDifference || bestPath == null) {
isMatch = false;
} else if (bestPath.size() < 1 && bestPathLength < 1) {
isMatch = false;
}
state = isMatch ? State.IN_MATCH : State.NO_MATCH;
if (isMatch) {
// make a merge handler if the match would start here
if (lastState == State.NO_MATCH) {
mergeHandler = baseMergeHandler.getCopy();
mergeHandler.setAggContainer(aggContainer);
}
mergeHandler.addAggNodes(bestPath);
mergeHandler.addGPSPoints(bestTrace);
mergeHandler.setDistance(bestDifference);
i = i + bestPathLength - 1;
}
}
if (!isMatch
&& (lastState == State.IN_MATCH && (state == State.NO_MATCH || i == segment
.size() - 1))) {
finishMatch();
i++;
} else if (!isMatch && lastState == State.NO_MATCH) {
// if there is no close points or no valid match, add it to the
// aggregation
if (getAddAllowed()) {
AggNode node = new AggNode(currentPoint, aggContainer);
node.setID("A-" + currentPoint.getID());
node.setK(1);
addNodeToAgg(aggContainer, node);
lastNode = node;
}
i++;
}
}
long matchEnd = System.currentTimeMillis();
statistic.setRuntimeMatch(matchEnd - matchStart);
// New Segment
if (getAddAllowed() && lastNode != null) {
List<AggNode> newSegment = new ArrayList<AggNode>();
AggNode currentLast = lastNode;
newSegment.add(0, currentLast);
while (!lastNode.getIn().isEmpty()) {
lastNode = lastNode.getIn().iterator().next().getFrom();
if (GPSCalc.getDistanceTwoPointsMeter(currentLast, lastNode) < 100) {
newSegment.add(0, lastNode);
} else {
if (newSegment.size() > 1) {
lastNewNodes.add(new GPSSegment(newSegment));
}
newSegment = new ArrayList<AggNode>();
}
currentLast = lastNode;
}
if (newSegment.size() > 1) {
lastNewNodes.add(new GPSSegment(newSegment));
}
}
// step 2 and 3 of 3: ghost points, merge everything
// System.out.println("MATCHES : " + matches.size());
System.out.println(counter + ". MATCHES : " + matches.size());
System.out.println("New Segment : " + getAddAllowed());
statistic.resetMatchedAggLength();
statistic.resetMatchedAggPoints();
statistic.resetMatchedTraceLength();
statistic.resetMatchedTracePoints();
long mergeStart = System.currentTimeMillis();
for (IMergeHandler match : matches) {
statistic.setMatchedAggLength(GPSCalc.traceLengthMeter(match
.getAggNodes()));
statistic.setMatchedAggPoints(match.getAggNodes().size());
statistic.setMatchedTraceLength(GPSCalc.traceLengthMeter(match
.getGpsPoints()));
statistic.setMatchedTracePoints(match
.getGpsPoints().size());
if (!match.isEmpty()) {
match.mergePoints();
}
}
long mergeEnd = System.currentTimeMillis();
statistic.setRuntimeMerge(mergeEnd - mergeStart);
Runtime runtime = Runtime.getRuntime();
// Run the garbage collector
runtime.gc();
// Calculate the used memory
long memory = runtime.totalMemory() - runtime.freeMemory();
statistic.setMemoryUsed(bytesToMegabytes(memory));
for (GPSSegment lastNewNode : lastNewNodes) {
statistic.setNewAggLength(GPSCalc.traceLengthMeter(lastNewNode));
statistic.setNewAggPoints(lastNewNode.size());
}
/**
* Save new Map
*/
// try {
// List<GPSSegment> segments = new ArrayList<GPSSegment>();
// for (AggNode last : lastNodes) {
// segments.add(SerializeAgg.getSegmentFromLastNode(last));
// }
//
// // Extension
// if (lastNewNodes.size() > 0 && getAddAllowed())
// segments.addAll(lastNewNodes);
//
// GPXWriter.writeSegments(new File(new String("agg2graph/test/input/map 2.0a/"
// + "map" + counter++ + ".gpx")), segments);
// } catch (IOException e) {
// // TODO Auto-generated catch block
// e.printStackTrace();
// }
/**
* Statistic record
*/
// try {
// statistic.writefile();
// } catch (IOException e) {
// // TODO Auto-generated catch block
// e.printStackTrace();
// }
statistic.resetAll();
lastNodes.clear();
lastNewNodes.clear();
}
private static void filterPath(List<AggNode> path) {
boolean found = false;
for (int i = 0; i < path.size(); i++) {
if (!found && !path.get(i).isRelevant()) {
found = true;
} else if (found) {
path.remove(i);
i--;
}
}
}
private Set<AggNode> filterNearPoints(Set<AggNode> nearPoints) {
Iterator<AggNode> nearIt = nearPoints.iterator();
while (nearIt.hasNext()) {
if (!nearIt.next().isRelevant()) {
nearIt.remove();
}
}
return nearPoints;
}
protected void finishMatch() {
// last match is over now
matches.add(mergeHandler);
mergeHandler.processSubmatch();
/*
* connect to previous node lastNode is the last non-matched node or the
* outNode of the last match
*/
// aggContainer.connect(lastNode, mergeHandler.getInNode());
// mergeHandler.setBeforeNode(lastNode);
// // remember outgoing node (for later connection)
// lastNode = mergeHandler.getOutNode();
}
private static AggNode nearestPoint(ILocation current,
Set<AggNode> nearPoints) {
double bestDistance = Double.MAX_VALUE;
double distance;
AggNode best = null;
for (AggNode point : nearPoints) {
distance = GPSCalc.getDistanceTwoPointsMeter(current, point);
if (bestDistance > distance) {
bestDistance = distance;
best = point;
}
}
return best;
}
/*
* reverse paths
*/
private List<List<AggNode>> getPathsByDepth(Set<AggNode> nearPoints,
int minDepth, int maxDepth) {
List<List<AggNode>> paths = new ArrayList<List<AggNode>>();
for (AggNode startNode : nearPoints) {
List<AggNode> path = new ArrayList<AggNode>();
path.add(startNode);
addPaths(paths, path, 1, minDepth, maxDepth);
}
return paths;
}
private void addPaths(List<List<AggNode>> paths, List<AggNode> path,
int depth, int minDepth, int maxDepth) {
if (depth > maxDepth) {
return;
}
// add out nodes
// TODO load node if necessary instead of null check
if (path.get(depth - 1).getOut() != null) {
for (AggConnection outConn : path.get(depth - 1).getOut()) {
AggNode outNode = outConn.getTo();
path.add(outNode);
if (depth >= minDepth) {
ArrayList<AggNode> pathCopy = new ArrayList<AggNode>();
pathCopy.addAll(path);
paths.add(pathCopy);
}
addPaths(paths, path, depth + 1, minDepth, maxDepth);
path.remove(path.size() - 1);
}
}
}
/**
* to remove same path. Bug from addPaths
*
* @param paths
*/
private void removeSamePath(List<List<AggNode>> paths) {
for (int i = 0; i < paths.size(); i++) {
for (int j = 0; j < paths.size(); j++) {
if (paths.get(i).containsAll(paths.get(j)) && i != j) {
paths.remove(j);
if (i > j) {
i--;
}
j--;
}
}
}
}
private static final long MEGABYTE = 1024L * 1024L;
public static long bytesToMegabytes(long bytes) {
return bytes / MEGABYTE;
}
}