make local (in-memory) clustering consistent with DB clustering

This commit is contained in:
Johan von Forstner
2025-04-21 12:22:43 +02:00
committed by johan12345
parent 176664d7ab
commit deb101bcee
14 changed files with 28 additions and 1027 deletions

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.clustering;
import com.car2go.maps.model.LatLng;
import java.util.Collection;
/**
* A collection of ClusterItems that are nearby each other.
*/
public interface Cluster<T extends ClusterItem> {
LatLng getPosition();
Collection<T> getItems();
int getSize();
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.clustering;
import androidx.annotation.NonNull;
import androidx.annotation.Nullable;
import com.car2go.maps.model.LatLng;
/**
* ClusterItem represents a marker on the map.
*/
public interface ClusterItem {
/**
* The position of this marker. This must always return the same value.
*/
@NonNull
LatLng getPosition();
/**
* The title of this marker.
*/
@Nullable
String getTitle();
/**
* The description of this marker.
*/
@Nullable
String getSnippet();
}

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/*
* Copyright 2020 Google Inc.
*
* 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 com.google.maps.android.clustering.algo;
import com.google.maps.android.clustering.ClusterItem;
import java.util.concurrent.locks.ReadWriteLock;
import java.util.concurrent.locks.ReentrantReadWriteLock;
/**
* Base Algorithm class that implements lock/unlock functionality.
*/
public abstract class AbstractAlgorithm<T extends ClusterItem> implements Algorithm<T> {
private final ReadWriteLock mLock = new ReentrantReadWriteLock();
@Override
public void lock() {
mLock.writeLock().lock();
}
@Override
public void unlock() {
mLock.writeLock().unlock();
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.clustering.algo;
import com.google.maps.android.clustering.Cluster;
import com.google.maps.android.clustering.ClusterItem;
import java.util.Collection;
import java.util.Set;
/**
* Logic for computing clusters
*/
public interface Algorithm<T extends ClusterItem> {
/**
* Adds an item to the algorithm
*
* @param item the item to be added
* @return true if the algorithm contents changed as a result of the call
*/
boolean addItem(T item);
/**
* Adds a collection of items to the algorithm
*
* @param items the items to be added
* @return true if the algorithm contents changed as a result of the call
*/
boolean addItems(Collection<T> items);
void clearItems();
/**
* Removes an item from the algorithm
*
* @param item the item to be removed
* @return true if this algorithm contained the specified element (or equivalently, if this
* algorithm changed as a result of the call).
*/
boolean removeItem(T item);
/**
* Updates the provided item in the algorithm
*
* @param item the item to be updated
* @return true if the item existed in the algorithm and was updated, or false if the item did
* not exist in the algorithm and the algorithm contents remain unchanged.
*/
boolean updateItem(T item);
/**
* Removes a collection of items from the algorithm
*
* @param items the items to be removed
* @return true if this algorithm contents changed as a result of the call
*/
boolean removeItems(Collection<T> items);
Set<? extends Cluster<T>> getClusters(float zoom);
Collection<T> getItems();
void setMaxDistanceBetweenClusteredItems(int maxDistance);
int getMaxDistanceBetweenClusteredItems();
void lock();
void unlock();
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.clustering.algo;
import com.car2go.maps.model.LatLng;
import com.google.maps.android.clustering.Cluster;
import com.google.maps.android.clustering.ClusterItem;
import com.google.maps.android.geometry.Bounds;
import com.google.maps.android.geometry.Point;
import com.google.maps.android.projection.SphericalMercatorProjection;
import com.google.maps.android.quadtree.PointQuadTree;
import java.util.Collection;
import java.util.Collections;
import java.util.HashMap;
import java.util.HashSet;
import java.util.LinkedHashSet;
import java.util.Map;
import java.util.Set;
/**
* A simple clustering algorithm with O(nlog n) performance. Resulting clusters are not
* hierarchical.
* <p/>
* High level algorithm:<br>
* 1. Iterate over items in the order they were added (candidate clusters).<br>
* 2. Create a cluster with the center of the item. <br>
* 3. Add all items that are within a certain distance to the cluster. <br>
* 4. Move any items out of an existing cluster if they are closer to another cluster. <br>
* 5. Remove those items from the list of candidate clusters.
* <p/>
* Clusters have the center of the first element (not the centroid of the items within it).
*/
public class NonHierarchicalDistanceBasedAlgorithm<T extends ClusterItem> extends AbstractAlgorithm<T> {
private static final int DEFAULT_MAX_DISTANCE_AT_ZOOM = 100; // essentially 100 dp.
private int mMaxDistance = DEFAULT_MAX_DISTANCE_AT_ZOOM;
/**
* Any modifications should be synchronized on mQuadTree.
*/
private final Collection<QuadItem<T>> mItems = new LinkedHashSet<>();
/**
* Any modifications should be synchronized on mQuadTree.
*/
private final PointQuadTree<QuadItem<T>> mQuadTree = new PointQuadTree<>(0, 1, 0, 1);
private static final SphericalMercatorProjection PROJECTION = new SphericalMercatorProjection(1);
/**
* Adds an item to the algorithm
*
* @param item the item to be added
* @return true if the algorithm contents changed as a result of the call
*/
@Override
public boolean addItem(T item) {
boolean result;
final QuadItem<T> quadItem = new QuadItem<>(item);
synchronized (mQuadTree) {
result = mItems.add(quadItem);
if (result) {
mQuadTree.add(quadItem);
}
}
return result;
}
/**
* Adds a collection of items to the algorithm
*
* @param items the items to be added
* @return true if the algorithm contents changed as a result of the call
*/
@Override
public boolean addItems(Collection<T> items) {
boolean result = false;
for (T item : items) {
boolean individualResult = addItem(item);
if (individualResult) {
result = true;
}
}
return result;
}
@Override
public void clearItems() {
synchronized (mQuadTree) {
mItems.clear();
mQuadTree.clear();
}
}
/**
* Removes an item from the algorithm
*
* @param item the item to be removed
* @return true if this algorithm contained the specified element (or equivalently, if this
* algorithm changed as a result of the call).
*/
@Override
public boolean removeItem(T item) {
boolean result;
// QuadItem delegates hashcode() and equals() to its item so,
// removing any QuadItem to that item will remove the item
final QuadItem<T> quadItem = new QuadItem<>(item);
synchronized (mQuadTree) {
result = mItems.remove(quadItem);
if (result) {
mQuadTree.remove(quadItem);
}
}
return result;
}
/**
* Removes a collection of items from the algorithm
*
* @param items the items to be removed
* @return true if this algorithm contents changed as a result of the call
*/
@Override
public boolean removeItems(Collection<T> items) {
boolean result = false;
synchronized (mQuadTree) {
for (T item : items) {
// QuadItem delegates hashcode() and equals() to its item so,
// removing any QuadItem to that item will remove the item
final QuadItem<T> quadItem = new QuadItem<>(item);
boolean individualResult = mItems.remove(quadItem);
if (individualResult) {
mQuadTree.remove(quadItem);
result = true;
}
}
}
return result;
}
/**
* Updates the provided item in the algorithm
*
* @param item the item to be updated
* @return true if the item existed in the algorithm and was updated, or false if the item did
* not exist in the algorithm and the algorithm contents remain unchanged.
*/
@Override
public boolean updateItem(T item) {
// TODO - Can this be optimized to update the item in-place if the location hasn't changed?
boolean result;
synchronized (mQuadTree) {
result = removeItem(item);
if (result) {
// Only add the item if it was removed (to help prevent accidental duplicates on map)
result = addItem(item);
}
}
return result;
}
@Override
public Set<? extends Cluster<T>> getClusters(float zoom) {
final int discreteZoom = (int) zoom;
final double zoomSpecificSpan = mMaxDistance / Math.pow(2, discreteZoom) / 256;
final Set<QuadItem<T>> visitedCandidates = new HashSet<>();
final Set<Cluster<T>> results = new HashSet<>();
final Map<QuadItem<T>, Double> distanceToCluster = new HashMap<>();
final Map<QuadItem<T>, StaticCluster<T>> itemToCluster = new HashMap<>();
synchronized (mQuadTree) {
for (QuadItem<T> candidate : getClusteringItems(mQuadTree, zoom)) {
if (visitedCandidates.contains(candidate)) {
// Candidate is already part of another cluster.
continue;
}
Bounds searchBounds = createBoundsFromSpan(candidate.getPoint(), zoomSpecificSpan);
Collection<QuadItem<T>> clusterItems;
clusterItems = mQuadTree.search(searchBounds);
if (clusterItems.size() == 1) {
// Only the current marker is in range. Just add the single item to the results.
results.add(candidate);
visitedCandidates.add(candidate);
distanceToCluster.put(candidate, 0d);
continue;
}
StaticCluster<T> cluster = new StaticCluster<>(candidate.mClusterItem.getPosition());
results.add(cluster);
for (QuadItem<T> clusterItem : clusterItems) {
Double existingDistance = distanceToCluster.get(clusterItem);
double distance = distanceSquared(clusterItem.getPoint(), candidate.getPoint());
if (existingDistance != null) {
// Item already belongs to another cluster. Check if it's closer to this cluster.
if (existingDistance < distance) {
continue;
}
// Move item to the closer cluster.
itemToCluster.get(clusterItem).remove(clusterItem.mClusterItem);
}
distanceToCluster.put(clusterItem, distance);
cluster.add(clusterItem.mClusterItem);
itemToCluster.put(clusterItem, cluster);
}
visitedCandidates.addAll(clusterItems);
}
}
return results;
}
protected Collection<QuadItem<T>> getClusteringItems(PointQuadTree<QuadItem<T>> quadTree, float zoom) {
return mItems;
}
@Override
public Collection<T> getItems() {
final Set<T> items = new LinkedHashSet<>();
synchronized (mQuadTree) {
for (QuadItem<T> quadItem : mItems) {
items.add(quadItem.mClusterItem);
}
}
return items;
}
@Override
public void setMaxDistanceBetweenClusteredItems(int maxDistance) {
mMaxDistance = maxDistance;
}
@Override
public int getMaxDistanceBetweenClusteredItems() {
return mMaxDistance;
}
private double distanceSquared(Point a, Point b) {
return (a.x - b.x) * (a.x - b.x) + (a.y - b.y) * (a.y - b.y);
}
private Bounds createBoundsFromSpan(Point p, double span) {
// TODO: Use a span that takes into account the visual size of the marker, not just its
// LatLng.
double halfSpan = span / 2;
return new Bounds(
p.x - halfSpan, p.x + halfSpan,
p.y - halfSpan, p.y + halfSpan);
}
protected static class QuadItem<T extends ClusterItem> implements PointQuadTree.Item, Cluster<T> {
private final T mClusterItem;
private final Point mPoint;
private final LatLng mPosition;
private Set<T> singletonSet;
private QuadItem(T item) {
mClusterItem = item;
mPosition = item.getPosition();
mPoint = PROJECTION.toPoint(mPosition);
singletonSet = Collections.singleton(mClusterItem);
}
@Override
public Point getPoint() {
return mPoint;
}
@Override
public LatLng getPosition() {
return mPosition;
}
@Override
public Set<T> getItems() {
return singletonSet;
}
@Override
public int getSize() {
return 1;
}
@Override
public int hashCode() {
return mClusterItem.hashCode();
}
@Override
public boolean equals(Object other) {
if (!(other instanceof QuadItem<?>)) {
return false;
}
return ((QuadItem<?>) other).mClusterItem.equals(mClusterItem);
}
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.clustering.algo;
import com.car2go.maps.model.LatLng;
import com.google.maps.android.clustering.Cluster;
import com.google.maps.android.clustering.ClusterItem;
import java.util.ArrayList;
import java.util.Collection;
import java.util.List;
/**
* A cluster whose center is determined upon creation.
*/
public class StaticCluster<T extends ClusterItem> implements Cluster<T> {
private final LatLng mCenter;
private final List<T> mItems = new ArrayList<T>();
public StaticCluster(LatLng center) {
mCenter = center;
}
public boolean add(T t) {
return mItems.add(t);
}
@Override
public LatLng getPosition() {
return mCenter;
}
public boolean remove(T t) {
return mItems.remove(t);
}
@Override
public Collection<T> getItems() {
return mItems;
}
@Override
public int getSize() {
return mItems.size();
}
@Override
public String toString() {
return "StaticCluster{" +
"mCenter=" + mCenter +
", mItems.size=" + mItems.size() +
'}';
}
@Override
public int hashCode() {
return mCenter.hashCode() + mItems.hashCode();
}
@Override
public boolean equals(Object other) {
if (!(other instanceof StaticCluster<?>)) {
return false;
}
return ((StaticCluster<?>) other).mCenter.equals(mCenter)
&& ((StaticCluster<?>) other).mItems.equals(mItems);
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.geometry;
/**
* Represents an area in the cartesian plane.
*/
public class Bounds {
public final double minX;
public final double minY;
public final double maxX;
public final double maxY;
public final double midX;
public final double midY;
public Bounds(double minX, double maxX, double minY, double maxY) {
this.minX = minX;
this.minY = minY;
this.maxX = maxX;
this.maxY = maxY;
midX = (minX + maxX) / 2;
midY = (minY + maxY) / 2;
}
public boolean contains(double x, double y) {
return minX <= x && x <= maxX && minY <= y && y <= maxY;
}
public boolean contains(Point point) {
return contains(point.x, point.y);
}
public boolean intersects(double minX, double maxX, double minY, double maxY) {
return minX < this.maxX && this.minX < maxX && minY < this.maxY && this.minY < maxY;
}
public boolean intersects(Bounds bounds) {
return intersects(bounds.minX, bounds.maxX, bounds.minY, bounds.maxY);
}
public boolean contains(Bounds bounds) {
return bounds.minX >= minX && bounds.maxX <= maxX && bounds.minY >= minY && bounds.maxY <= maxY;
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.geometry;
public class Point {
public final double x;
public final double y;
public Point(double x, double y) {
this.x = x;
this.y = y;
}
@Override
public String toString() {
return "Point{" +
"x=" + x +
", y=" + y +
'}';
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.projection;
/**
* @deprecated since 0.2. Use {@link com.google.maps.android.geometry.Point} instead.
*/
@Deprecated
public class Point extends com.google.maps.android.geometry.Point {
public Point(double x, double y) {
super(x, y);
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.projection;
import com.car2go.maps.model.LatLng;
public class SphericalMercatorProjection {
final double mWorldWidth;
public SphericalMercatorProjection(final double worldWidth) {
mWorldWidth = worldWidth;
}
@SuppressWarnings("deprecation")
public Point toPoint(final LatLng latLng) {
final double x = latLng.longitude / 360 + .5;
final double siny = Math.sin(Math.toRadians(latLng.latitude));
final double y = 0.5 * Math.log((1 + siny) / (1 - siny)) / -(2 * Math.PI) + .5;
return new Point(x * mWorldWidth, y * mWorldWidth);
}
public LatLng toLatLng(com.google.maps.android.geometry.Point point) {
final double x = point.x / mWorldWidth - 0.5;
final double lng = x * 360;
double y = .5 - (point.y / mWorldWidth);
final double lat = 90 - Math.toDegrees(Math.atan(Math.exp(-y * 2 * Math.PI)) * 2);
return new LatLng(lat, lng);
}
}

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/*
* Copyright 2013 Google Inc.
*
* 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 com.google.maps.android.quadtree;
import com.google.maps.android.geometry.Bounds;
import com.google.maps.android.geometry.Point;
import java.util.ArrayList;
import java.util.Collection;
import java.util.LinkedHashSet;
import java.util.List;
import java.util.Set;
/**
* A quad tree which tracks items with a Point geometry.
* See http://en.wikipedia.org/wiki/Quadtree for details on the data structure.
* This class is not thread safe.
*/
public class PointQuadTree<T extends PointQuadTree.Item> {
public interface Item {
Point getPoint();
}
/**
* The bounds of this quad.
*/
private final Bounds mBounds;
/**
* The depth of this quad in the tree.
*/
private final int mDepth;
/**
* Maximum number of elements to store in a quad before splitting.
*/
private final static int MAX_ELEMENTS = 50;
/**
* The elements inside this quad, if any.
*/
private Set<T> mItems;
/**
* Maximum depth.
*/
private final static int MAX_DEPTH = 40;
/**
* Child quads.
*/
private List<PointQuadTree<T>> mChildren = null;
/**
* Creates a new quad tree with specified bounds.
*
* @param minX
* @param maxX
* @param minY
* @param maxY
*/
public PointQuadTree(double minX, double maxX, double minY, double maxY) {
this(new Bounds(minX, maxX, minY, maxY));
}
public PointQuadTree(Bounds bounds) {
this(bounds, 0);
}
private PointQuadTree(double minX, double maxX, double minY, double maxY, int depth) {
this(new Bounds(minX, maxX, minY, maxY), depth);
}
private PointQuadTree(Bounds bounds, int depth) {
mBounds = bounds;
mDepth = depth;
}
/**
* Insert an item.
*/
public void add(T item) {
Point point = item.getPoint();
if (this.mBounds.contains(point.x, point.y)) {
insert(point.x, point.y, item);
}
}
private void insert(double x, double y, T item) {
if (this.mChildren != null) {
if (y < mBounds.midY) {
if (x < mBounds.midX) { // top left
mChildren.get(0).insert(x, y, item);
} else { // top right
mChildren.get(1).insert(x, y, item);
}
} else {
if (x < mBounds.midX) { // bottom left
mChildren.get(2).insert(x, y, item);
} else {
mChildren.get(3).insert(x, y, item);
}
}
return;
}
if (mItems == null) {
mItems = new LinkedHashSet<>();
}
mItems.add(item);
if (mItems.size() > MAX_ELEMENTS && mDepth < MAX_DEPTH) {
split();
}
}
/**
* Split this quad.
*/
private void split() {
mChildren = new ArrayList<PointQuadTree<T>>(4);
mChildren.add(new PointQuadTree<T>(mBounds.minX, mBounds.midX, mBounds.minY, mBounds.midY, mDepth + 1));
mChildren.add(new PointQuadTree<T>(mBounds.midX, mBounds.maxX, mBounds.minY, mBounds.midY, mDepth + 1));
mChildren.add(new PointQuadTree<T>(mBounds.minX, mBounds.midX, mBounds.midY, mBounds.maxY, mDepth + 1));
mChildren.add(new PointQuadTree<T>(mBounds.midX, mBounds.maxX, mBounds.midY, mBounds.maxY, mDepth + 1));
Set<T> items = mItems;
mItems = null;
for (T item : items) {
// re-insert items into child quads.
insert(item.getPoint().x, item.getPoint().y, item);
}
}
/**
* Remove the given item from the set.
*
* @return whether the item was removed.
*/
public boolean remove(T item) {
Point point = item.getPoint();
if (this.mBounds.contains(point.x, point.y)) {
return remove(point.x, point.y, item);
} else {
return false;
}
}
private boolean remove(double x, double y, T item) {
if (this.mChildren != null) {
if (y < mBounds.midY) {
if (x < mBounds.midX) { // top left
return mChildren.get(0).remove(x, y, item);
} else { // top right
return mChildren.get(1).remove(x, y, item);
}
} else {
if (x < mBounds.midX) { // bottom left
return mChildren.get(2).remove(x, y, item);
} else {
return mChildren.get(3).remove(x, y, item);
}
}
} else {
if (mItems == null) {
return false;
} else {
return mItems.remove(item);
}
}
}
/**
* Removes all points from the quadTree
*/
public void clear() {
mChildren = null;
if (mItems != null) {
mItems.clear();
}
}
/**
* Search for all items within a given bounds.
*/
public Collection<T> search(Bounds searchBounds) {
final List<T> results = new ArrayList<T>();
search(searchBounds, results);
return results;
}
private void search(Bounds searchBounds, Collection<T> results) {
if (!mBounds.intersects(searchBounds)) {
return;
}
if (this.mChildren != null) {
for (PointQuadTree<T> quad : mChildren) {
quad.search(searchBounds, results);
}
} else if (mItems != null) {
if (searchBounds.contains(mBounds)) {
results.addAll(mItems);
} else {
for (T item : mItems) {
if (searchBounds.contains(item.getPoint())) {
results.add(item);
}
}
}
}
}
}

View File

@@ -28,6 +28,7 @@ import net.vonforst.evmap.api.openstreetmap.OSMReferenceData
import net.vonforst.evmap.api.openstreetmap.OpenStreetMapApiWrapper
import net.vonforst.evmap.model.*
import net.vonforst.evmap.ui.cluster
import net.vonforst.evmap.ui.getClusterPrecision
import net.vonforst.evmap.utils.crossesAntimeridian
import net.vonforst.evmap.utils.splitAtAntimeridian
import net.vonforst.evmap.viewmodel.Resource
@@ -127,7 +128,7 @@ abstract class ChargeLocationsDao {
after: Long,
zoom: Float
): List<ChargepointListItem> {
val precision = 30000000 / 2.0.pow(zoom.roundToInt() + 1)
val precision = getClusterPrecision(zoom)
val clusters =
getChargeLocationClusters(lat1, lat2, lng1, lng2, dataSource, after, precision)
val singleChargers =
@@ -466,11 +467,10 @@ class ChargeLocationsRepository(
we have to cluster even at pretty high zoom levels to make sure the map does not get
laggy. Otherwise, only cluster at zoom levels <= 11. */
val useClustering = chargers.size > 500 || zoom <= 11f
val clusterDistance = getClusterDistance(zoom)
val chargersClustered = if (useClustering && clusterDistance != null) {
val chargersClustered = if (useClustering) {
Dispatchers.Default.run {
cluster(chargers, zoom, clusterDistance)
cluster(chargers, zoom)
}
} else chargers
return chargersClustered

View File

@@ -1,40 +1,37 @@
package net.vonforst.evmap.ui
import com.car2go.maps.model.LatLng
import com.google.maps.android.clustering.ClusterItem
import com.google.maps.android.clustering.algo.NonHierarchicalDistanceBasedAlgorithm
import co.anbora.labs.spatia.geometry.Point
import net.vonforst.evmap.model.ChargeLocation
import net.vonforst.evmap.model.ChargeLocationCluster
import net.vonforst.evmap.model.ChargepointListItem
import net.vonforst.evmap.model.Coordinate
import net.vonforst.evmap.utils.SphericalMercatorProjection
import kotlin.math.pow
import kotlin.math.roundToInt
fun getClusterPrecision(zoom: Float) = 30000000 / 2.0.pow(zoom.roundToInt() + 1)
fun cluster(
locations: List<ChargeLocation>,
zoom: Float,
clusterDistance: Int
zoom: Float
): List<ChargepointListItem> {
val clusterItems = locations.map { ChargepointClusterItem(it) }
val algo = NonHierarchicalDistanceBasedAlgorithm<ChargepointClusterItem>()
algo.maxDistanceBetweenClusteredItems = clusterDistance
algo.addItems(clusterItems)
return algo.getClusters(zoom).map {
if (it.size == 1) {
it.items.first().charger
val clusters = mutableMapOf<Pair<Int, Int>, MutableSet<ChargeLocation>>()
val precision = getClusterPrecision(zoom)
locations.forEach {
// snap coordinates to grid
val gridX = (it.coordinatesProjected.x / precision).roundToInt()
val gridY = (it.coordinatesProjected.y / precision).roundToInt()
clusters.getOrPut(gridX to gridY, ::mutableSetOf).add(it)
}
return clusters.map {
if (it.value.size == 1) {
it.value.first()
} else {
ChargeLocationCluster(
it.size,
Coordinate(it.position.latitude, it.position.longitude),
it.items.map { it.charger })
val centerX = it.value.map { it.coordinatesProjected.x }.average()
val centerY = it.value.map { it.coordinatesProjected.y }.average()
val centerLatLng = SphericalMercatorProjection.unproject(Point(centerX, centerY, 3857))
ChargeLocationCluster(it.value.size, Coordinate(centerLatLng.y, centerLatLng.x))
}
}
}
private class ChargepointClusterItem(val charger: ChargeLocation) : ClusterItem {
override fun getSnippet(): String? = null
override fun getTitle(): String = charger.name
override fun getPosition(): LatLng = LatLng(charger.coordinates.lat, charger.coordinates.lng)
}

View File

@@ -411,10 +411,8 @@ class MapViewModel(application: Application, private val state: SavedStateHandle
bounds.northeast.longitude
).map { it.charger }
val clusterDistance = getClusterDistance(mapPosition.zoom)
val chargersClustered = clusterDistance?.let {
cluster(chargers, mapPosition.zoom, clusterDistance)
} ?: chargers
// TODO: let DB do the clustering here
val chargersClustered = cluster(chargers, mapPosition.zoom)
filteredConnectors.value = null
filteredMinPower.value = null
filteredChargeCards.value = null