FastIsochroneMapBuilder.java
/* This file is part of Openrouteservice.
*
* Openrouteservice is free software; you can redistribute it and/or modify it under the terms of the
* GNU Lesser General Public License as published by the Free Software Foundation; either version 2.1
* of the License, or (at your option) any later version.
* This library is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY;
* without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
* See the GNU Lesser General Public License for more details.
* You should have received a copy of the GNU Lesser General Public License along with this library;
* if not, see <https://www.gnu.org/licenses/>.
*/
package org.heigit.ors.isochrones.builders.fast;
import com.carrotsearch.hppc.IntHashSet;
import com.carrotsearch.hppc.IntObjectMap;
import com.carrotsearch.hppc.cursors.IntObjectCursor;
import com.graphhopper.GraphHopper;
import com.graphhopper.coll.GHIntObjectHashMap;
import com.graphhopper.routing.SPTEntry;
import com.graphhopper.routing.ev.Subnetwork;
import com.graphhopper.routing.querygraph.QueryGraph;
import com.graphhopper.routing.util.*;
import com.graphhopper.routing.weighting.Weighting;
import com.graphhopper.storage.Graph;
import com.graphhopper.storage.GraphHopperStorage;
import com.graphhopper.storage.index.Snap;
import com.graphhopper.util.*;
import com.graphhopper.util.shapes.GHPoint3D;
import org.heigit.ors.isochrones.builders.AbstractIsochroneMapBuilder;
import org.heigit.ors.util.ProfileTools;
import org.locationtech.jts.geom.*;
import org.locationtech.jts.operation.union.UnaryUnionOp;
import org.apache.log4j.Logger;
import org.heigit.ors.common.TravelRangeType;
import org.heigit.ors.exceptions.InternalServerException;
import org.heigit.ors.fastisochrones.FastIsochroneAlgorithm;
import org.heigit.ors.fastisochrones.partitioning.storage.CellStorage;
import org.heigit.ors.fastisochrones.partitioning.storage.IsochroneNodeStorage;
import org.heigit.ors.isochrones.IsochroneMap;
import org.heigit.ors.isochrones.IsochroneSearchParameters;
import org.heigit.ors.isochrones.IsochronesErrorCodes;
import org.heigit.ors.routing.AvoidFeatureFlags;
import org.heigit.ors.routing.RouteSearchContext;
import org.heigit.ors.routing.graphhopper.extensions.AccessibilityMap;
import org.heigit.ors.routing.graphhopper.extensions.ORSEdgeFilterFactory;
import org.heigit.ors.routing.graphhopper.extensions.ORSGraphHopper;
import org.heigit.ors.routing.graphhopper.extensions.ORSWeightingFactory;
import org.heigit.ors.routing.graphhopper.extensions.edgefilters.AvoidFeaturesEdgeFilter;
import org.heigit.ors.routing.graphhopper.extensions.edgefilters.EdgeFilterSequence;
import org.heigit.ors.util.DebugUtility;
import java.util.*;
import static org.heigit.ors.fastisochrones.partitioning.FastIsochroneParameters.*;
import static org.locationtech.jts.algorithm.hull.ConcaveHull.concaveHullByLength;
/**
* Calculates isochrone polygons using fast isochrone algorithm.
* <p>
*
* @author Hendrik Leuschner
*/
public class FastIsochroneMapBuilder extends AbstractIsochroneMapBuilder {
private CellStorage cellStorage;
private IsochroneNodeStorage isochroneNodeStorage;
private QueryGraph queryGraph;
private static final int MAX_SEGMENT_LENGTH = Integer.MAX_VALUE;
private static final double ACTIVE_CELL_APPROXIMATION_FACTOR = 0.99;
private static final Logger LOGGER = Logger.getLogger(FastIsochroneMapBuilder.class.getName());
@Override
public Logger getLogger() {
return LOGGER;
}
@Override
public void initialize(RouteSearchContext searchContext) {
super.initialize(searchContext);
var fastIsochroneFactory = ((ORSGraphHopper) searchContext.getGraphHopper()).getFastIsochroneFactory();
this.cellStorage = fastIsochroneFactory.getCellStorage();
this.isochroneNodeStorage = fastIsochroneFactory.getIsochroneNodeStorage();
}
public IsochroneMap compute(IsochroneSearchParameters parameters) throws Exception {
StopWatch swTotal = null;
StopWatch sw = null;
if (DebugUtility.isDebug()) {
swTotal = new StopWatch();
swTotal.start();
sw = new StopWatch();
sw.start();
}
double maxSpeed = determineMaxSpeed();
double meanSpeed = determineMeanSpeed(maxSpeed);
double metersPerSecond = maxSpeed / 3.6;
// only needed for reachfactor property
double meanMetersPerSecond = meanSpeed / 3.6;
Weighting weighting = ORSWeightingFactory.createIsochroneWeighting(searchContext, parameters.getRangeType());
Coordinate loc = parameters.getLocation();
FlagEncoder encoder = searchContext.getEncoder();
String profileName = ProfileTools.makeProfileName(encoder.toString(), weighting.getName(), false);
GraphHopper gh = searchContext.getGraphHopper();
GraphHopperStorage graphHopperStorage = gh.getGraphHopperStorage();
EdgeFilter defaultSnapFilter = new DefaultSnapFilter(weighting, graphHopperStorage.getEncodingManager().getBooleanEncodedValue(Subnetwork.key(profileName)));
ORSEdgeFilterFactory edgeFilterFactory = new ORSEdgeFilterFactory();
EdgeFilterSequence edgeFilterSequence = getEdgeFilterSequence(edgeFilterFactory, defaultSnapFilter);
Snap res = searchContext.getGraphHopper().getLocationIndex().findClosest(loc.y, loc.x, edgeFilterSequence);
List<Snap> snaps = new ArrayList<>(1);
snaps.add(res);
//Needed to get the cell of the start point (preprocessed information, so no info on virtual nodes)
int nonvirtualClosestNode = res.getClosestNode();
if (nonvirtualClosestNode == -1)
throw new InternalServerException(IsochronesErrorCodes.UNKNOWN, "The closest node is null.");
Graph graph = searchContext.getGraphHopper().getGraphHopperStorage().getBaseGraph();
queryGraph = QueryGraph.create(graph, snaps);
int from = res.getClosestNode();
//This calculates the nodes that are within the limit
//Currently only support for Node based
if (!(searchContext.getGraphHopper() instanceof ORSGraphHopper))
throw new IllegalStateException("Unable to run fast isochrones without ORSGraphhopper");
int nRanges = parameters.getRanges().length;
IsochroneMap isochroneMap = null;
for (int i = 0; i < nRanges; i++) {
FastIsochroneAlgorithm fastIsochroneAlgorithm = new FastIsochroneAlgorithm(
queryGraph,
weighting,
TraversalMode.NODE_BASED,
cellStorage,
isochroneNodeStorage,
((ORSGraphHopper) searchContext.getGraphHopper()).getEccentricity().getEccentricityStorage(weighting),
((ORSGraphHopper) searchContext.getGraphHopper()).getEccentricity().getBorderNodeDistanceStorage(weighting),
edgeFilterSequence);
//Account for snapping distance
double isolimit = parameters.getRanges()[i] - weighting.getMinWeight(res.getQueryDistance());
if (isolimit <= 0)
throw new IllegalStateException("Distance of query to snapped position is greater than isochrone limit!");
fastIsochroneAlgorithm.calcIsochroneNodes(from, nonvirtualClosestNode, isolimit);
Set<Geometry> isochroneGeometries = new HashSet<>();
if (DebugUtility.isDebug()) {
LOGGER.debug("Find edges: " + sw.stop().getSeconds());
sw = new StopWatch();
sw.start();
}
fastIsochroneAlgorithm.approximateActiveCells(ACTIVE_CELL_APPROXIMATION_FACTOR);
if (DebugUtility.isDebug()) {
LOGGER.debug("Approximate active cells: " + sw.stop().getSeconds());
sw = new StopWatch();
sw.start();
}
//Add all fully reachable cell geometries
handleFullyReachableCells(isochroneGeometries, fastIsochroneAlgorithm.getFullyReachableCells());
if (DebugUtility.isDebug()) {
LOGGER.debug("Handle " + fastIsochroneAlgorithm.getFullyReachableCells().size() + " fully reachable cells: " + sw.stop().getSeconds());
}
GHPoint3D snappedPosition = res.getSnappedPoint();
AccessibilityMap edgeMap = new AccessibilityMap(fastIsochroneAlgorithm.getStartCellMap(), snappedPosition);
final Coordinate snappedLoc = (snappedPosition == null) ? parameters.getLocation() : new Coordinate(snappedPosition.lon, snappedPosition.lat);
if (isochroneMap == null) isochroneMap = new IsochroneMap(parameters.getTravellerId(), snappedLoc);
if (edgeMap.isEmpty())
return isochroneMap;
List<Coordinate> isoPoints = new ArrayList<>((int) (1.2 * edgeMap.getMap().size()));
double isoValue = parameters.getRanges()[i];
TravelRangeType isochroneType = parameters.getRangeType();
final double maxRadius;
double meanRadius;
if (isochroneType == TravelRangeType.TIME) {
maxRadius = metersPerSecond * isoValue;
meanRadius = meanMetersPerSecond * isoValue;
} else {
maxRadius = isoValue;
meanRadius = isoValue;
}
double smoothingDistance = convertSmoothingFactorToDistance(parameters.getSmoothingFactor(), maxRadius);
//Add previous isochrone interval polygon
addPreviousIsochronePolygon(isochroneGeometries);
buildActiveCellsConcaveHulls(fastIsochroneAlgorithm, isochroneGeometries, snappedLoc, snappedPosition, isoValue, smoothingDistance);
if (!isochroneGeometries.isEmpty()) {
//Make a union of all now existing polygons to reduce coordinate list
//Uncomment to see all geometries in response
//for(Geometry poly : isochroneGeometries)
// isochroneMap.addIsochrone(new Isochrone(poly, isoValue, meanRadius));
Geometry preprocessedGeometry = combineGeometries(isochroneGeometries);
StopWatch finalConcaveHullStopWatch = new StopWatch();
if (DebugUtility.isDebug())
finalConcaveHullStopWatch.start();
isoPoints.addAll(createCoordinateListFromGeometry(preprocessedGeometry, smoothingDistance));
GeometryCollection points = buildIsochrone(new AccessibilityMap(new GHIntObjectHashMap<>(0), snappedPosition), isoPoints, isoValue, smoothingDistance);
addIsochrone(isochroneMap, points, isoValue, meanRadius, smoothingDistance);
if (DebugUtility.isDebug()) {
LOGGER.debug("Build final concave hull from " + points.getNumGeometries() + " points: " + finalConcaveHullStopWatch.stop().getSeconds());
}
}
}
if (DebugUtility.isDebug())
LOGGER.debug("Total time: " + swTotal.stop().getSeconds());
return isochroneMap;
}
private EdgeFilterSequence getEdgeFilterSequence(ORSEdgeFilterFactory edgeFilterFactory, EdgeFilter prependFilter) throws Exception {
EdgeFilterSequence edgeFilterSequence = new EdgeFilterSequence();
EdgeFilter edgeFilter = edgeFilterFactory.createEdgeFilter(searchContext.getProperties(), searchContext.getEncoder(), searchContext.getGraphHopper().getGraphHopperStorage(), prependFilter);
edgeFilterSequence.add(edgeFilter);
edgeFilterSequence.add(new AvoidFeaturesEdgeFilter(AvoidFeatureFlags.FERRIES, searchContext.getGraphHopper().getGraphHopperStorage()));
return edgeFilterSequence;
}
private void buildActiveCellsConcaveHulls(FastIsochroneAlgorithm fastIsochroneAlgorithm, Set<Geometry> isochroneGeometries, Coordinate snappedLoc, GHPoint3D snappedPosition, double isoValue, double smoothingDistance) {
//Build concave hulls of all active cells individually
StopWatch swActiveCellSeparate = new StopWatch();
StopWatch swActiveCellBuild = new StopWatch();
for (Map.Entry<Integer, IntObjectMap<SPTEntry>> activeCell : fastIsochroneAlgorithm.getActiveCellMaps().entrySet()) {
swActiveCellSeparate.start();
//Find disconnected sub-cells of active cells to avoid geometric problems
List<GHIntObjectHashMap<SPTEntry>> disconnectedActiveCells = separateDisconnected(activeCell.getValue());
swActiveCellSeparate.stop();
swActiveCellBuild.start();
boolean largestSubCellProcessed = false;
for (GHIntObjectHashMap<SPTEntry> splitMap : disconnectedActiveCells) {
if (largestSubCellProcessed && splitMap.size() < getMinCellNodesNumber())
continue;
largestSubCellProcessed = true;
GeometryCollection points = buildIsochrone(new AccessibilityMap(splitMap, snappedPosition), new ArrayList<>(), isoValue, smoothingDistance);
createPolyFromPoints(isochroneGeometries, points, smoothingDistance);
}
swActiveCellBuild.stop();
}
if (DebugUtility.isDebug()) {
LOGGER.debug("Separate disconnected: " + swActiveCellSeparate.stop().getSeconds());
LOGGER.debug("Build " + fastIsochroneAlgorithm.getActiveCellMaps().size() + " active cells: " + swActiveCellBuild.stop().getSeconds());
}
}
private List<Coordinate> createCoordinateListFromGeometry(Geometry preprocessedGeometry, double minSplitLength) {
List<Coordinate> contourCoords = new ArrayList<>();
for (int j = 0; j < preprocessedGeometry.getNumGeometries(); j++) {
Geometry geometry = preprocessedGeometry.getGeometryN(j);
if (geometry instanceof Polygon poly) {
List<Coordinate> ringCoords = createCoordinateListFromPolygon(poly);
contourCoords.addAll(ringCoords);
double lat0 = ringCoords.get(ringCoords.size() - 1).y;
double lon0 = ringCoords.get(ringCoords.size() - 1).x;
double lat1;
double lon1;
for (int i = 0; i < ringCoords.size(); i++) {
lat1 = ringCoords.get(i).y;
lon1 = ringCoords.get(i).x;
splitLineSegment(lat0, lon0, lat1, lon1, contourCoords, minSplitLength, MAX_SEGMENT_LENGTH);
lon0 = lon1;
lat0 = lat1;
}
}
else {
contourCoords.addAll(Arrays.asList(geometry.getCoordinates()));
}
}
return contourCoords;
}
private Geometry combineGeometries(Set<Geometry> isochroneGeometries) {
StopWatch unaryUnionStopWatch = new StopWatch();
if (DebugUtility.isDebug())
unaryUnionStopWatch.start();
Geometry preprocessedGeometry = UnaryUnionOp.union(isochroneGeometries);
if (DebugUtility.isDebug()) {
LOGGER.debug("Union of geometries: " + unaryUnionStopWatch.stop().getSeconds());
}
return preprocessedGeometry;
}
private void addPreviousIsochronePolygon(Set<Geometry> isochroneGeometries) {
if (previousIsochronePolygon != null)
isochroneGeometries.add(previousIsochronePolygon);
}
private void createPolyFromPoints(Set<Geometry> isochroneGeometries, GeometryCollection points, double smoothingDistance) {
if (points.isEmpty())
return;
try {
Geometry concaveHull = concaveHullByLength(points, smoothingDistance);
if (concaveHull instanceof Polygon && concaveHull.isValid() && !concaveHull.isEmpty())
isochroneGeometries.add(concaveHull);
} catch (Exception e) {
if (isLogEnabled()) LOGGER.debug(e.getMessage());
}
}
private GeometryCollection buildIsochrone(AccessibilityMap edgeMap, List<Coordinate> points,
double isolineCost, double minSplitLength) {
IntObjectMap<SPTEntry> map = edgeMap.getMap();
GraphHopperStorage graphHopperStorage = searchContext.getGraphHopper().getGraphHopperStorage();
int maxNodeId = graphHopperStorage.getNodes() - 1;
int maxEdgeId = graphHopperStorage.getEdges() - 1;
double bufferSize = 0.0018;
boolean useHighDetail = map.size() < 1000;
if (useHighDetail) {
bufferSize = 0.0009;
}
for (IntObjectCursor<SPTEntry> entry : map) {
SPTEntry goalEdge = entry.value;
int edgeId = goalEdge.originalEdge;
int nodeId = goalEdge.adjNode;
if (edgeId == -1 || nodeId == -1 || nodeId > maxNodeId || edgeId > maxEdgeId)
continue;
float maxCost = (float) goalEdge.weight;
float minCost = (float) goalEdge.parent.weight;
EdgeIteratorState iter = graphHopperStorage.getBaseGraph().getEdgeIteratorState(edgeId, nodeId);
// edges that are fully inside of the isochrone
if (isolineCost >= maxCost) {
// This checks for dead end edges, but we need to include those in small areas to provide realistic
// results
if (goalEdge.edge != -2 || useHighDetail) {
addBufferedEdgeGeometry(points, minSplitLength, iter, true, goalEdge, bufferSize);
}
} else {
if (minCost < isolineCost && maxCost >= isolineCost) {
addBorderEdgeGeometry(points, isolineCost, minSplitLength, iter, maxCost, minCost, bufferSize);
}
}
}
Geometry[] geometries = new Geometry[points.size()];
for (int i = 0; i < points.size(); ++i) {
Coordinate c = points.get(i);
geometries[i] = geometryFactory.createPoint(c);
}
return new GeometryCollection(geometries, geometryFactory);
}
private void handleFullyReachableCells(Set<Geometry> isochroneGeometries, Set<Integer> fullyReachableCells) {
//printing for debug
// StringBuilder cellsPrintStatement = new StringBuilder();
//
// if (DebugUtility.isDebug()) {
// cellsPrintStatement.append(System.lineSeparator());
// cellsPrintStatement.append("{" +
// " \"type\": \"FeatureCollection\"," +
// " \"features\": [");
// cellsPrintStatement.append(System.lineSeparator());
// }
Set<Integer> reachableCellsAndSuperCells = isSupercellsEnabled() ? handleSuperCells(fullyReachableCells) : fullyReachableCells;
for (int cellId : reachableCellsAndSuperCells) {
addCellPolygon(cellId, isochroneGeometries);
// if (DebugUtility.isDebug())
// cellsPrintStatement.append(printCell(cellStorage.getCellContourOrder(cellId), cellId));
}
// if (DebugUtility.isDebug()) {
// cellsPrintStatement.deleteCharAt(cellsPrintStatement.length() - 2);
// cellsPrintStatement.append("]}");
// cellsPrintStatement.append(System.lineSeparator());
// }
// LOGGER.debug(cellsPrintStatement.toString());
}
private Set<Integer> handleSuperCells(Set<Integer> fullyReachableCells) {
Set<Integer> reachableCellsAndSuperCells = new HashSet<>();
Set<Integer> reachableSuperCells = new HashSet<>();
for (int cellId : fullyReachableCells) {
int superCell = cellStorage.getSuperCellOfCell(cellId);
if (superCell != -1 && fullyReachableCells.containsAll(cellStorage.getCellsOfSuperCellAsList(superCell)))
reachableSuperCells.add(superCell);
else {
reachableCellsAndSuperCells.add(cellId);
}
}
for (int cellId : reachableSuperCells) {
int superCell = cellStorage.getSuperCellOfCell(cellId);
if (superCell != -1 && reachableSuperCells.containsAll(cellStorage.getCellsOfSuperCellAsList(superCell))) {
reachableCellsAndSuperCells.add(superCell);
} else {
reachableCellsAndSuperCells.add(cellId);
}
}
return reachableCellsAndSuperCells;
}
private void addCellPolygon(int cellId, Set<Geometry> isochronePolygons) {
List<Double> coordinates = cellStorage.getCellContourOrder(cellId);
if (coordinates.size() % 2 != 0)
throw new IllegalArgumentException("Coordinate list must contain equal number of lats and lons but has odd numbered size.");
Coordinate[] cArray = new Coordinate[coordinates.size() / 2];
//Convert list of doubles (lat0,lon0,lat1,lon1,...) to array of coordinates
for (int n = cArray.length - 1; n >= 0; n--) {
cArray[cArray.length - 1 - n] = new Coordinate(coordinates.get(2 * n + 1).floatValue(), coordinates.get(2 * n).floatValue());
}
Polygon polygon = geometryFactory.createPolygon(cArray);
if (polygon.isValid() && !polygon.isEmpty()) {
isochronePolygons.add(polygon);
} else
LOGGER.debug("Poly of cell " + cellId + " is invalid at size " + cArray.length);
}
//DEBUG
private String printCell(List<Double> coordinates, int cellId) {
if (coordinates.size() < 3)
return "";
StringBuilder statement = new StringBuilder();
statement.append("{\"type\": \"Feature\",\"properties\": {\"name\": \"").append(cellId).append("\"},\"geometry\": {\"type\": \"Polygon\",\"coordinates\": [[");
int i;
for (i = coordinates.size() - 2; i > 0; i -= 2) {
statement.append("[").append(String.valueOf(coordinates.get(i + 1)), 0, Math.min(8, String.valueOf(coordinates.get(i + 1)).length())).append(",").append(String.valueOf(coordinates.get(i)), 0, Math.min(8, String.valueOf(coordinates.get(i)).length())).append("],");
}
statement.append("[").append(String.valueOf(coordinates.get(coordinates.size() - 1)), 0, Math.min(8, String.valueOf(coordinates.get(coordinates.size() - 1)).length())).append(",").append(String.valueOf(coordinates.get(coordinates.size() - 2)), 0, Math.min(8, String.valueOf(coordinates.get(coordinates.size() - 2)).length())).append("]");
statement.append("]]}},");
statement.append(System.lineSeparator());
return statement.toString();
}
private List<GHIntObjectHashMap<SPTEntry>> separateDisconnected(IntObjectMap<SPTEntry> map) {
List<GHIntObjectHashMap<SPTEntry>> disconnectedCells = new ArrayList<>();
EdgeExplorer edgeExplorer = queryGraph.createEdgeExplorer();
Queue<Integer> queue = new ArrayDeque<>();
IntHashSet visitedNodes = new IntHashSet(map.size());
for (IntObjectCursor<SPTEntry> entry : map) {
if (visitedNodes.contains(entry.key))
continue;
visitedNodes.add(entry.key);
queue.offer(entry.key);
GHIntObjectHashMap<SPTEntry> connectedCell = new GHIntObjectHashMap<>();
while (!queue.isEmpty()) {
int currentNode = queue.poll();
connectedCell.put(currentNode, map.get(currentNode));
EdgeIterator edgeIterator = edgeExplorer.setBaseNode(currentNode);
while (edgeIterator.next()) {
int nextNode = edgeIterator.getAdjNode();
if (visitedNodes.contains(nextNode) || !map.containsKey(nextNode))
continue;
queue.offer(nextNode);
connectedCell.put(nextNode, map.get(nextNode));
visitedNodes.add(nextNode);
}
}
disconnectedCells.add(connectedCell);
}
disconnectedCells.sort((a1, a2) -> a2.size() - a1.size());
return disconnectedCells;
}
}