/**
* Finds the set of clusters which have the strongest "community structure". The more edges
* removed the smaller and more cohesive the clusters.
*
* @param graph the graph
*/
public Set<Set<V>> transform(Graph<V, E> graph) {
if (mNumEdgesToRemove < 0 || mNumEdgesToRemove > graph.getEdgeCount()) {
throw new IllegalArgumentException("Invalid number of edges passed in.");
}
edges_removed.clear();
for (int k = 0; k < mNumEdgesToRemove; k++) {
BetweennessCentrality<V, E> bc = new BetweennessCentrality<V, E>(graph);
E to_remove = null;
double score = 0;
for (E e : graph.getEdges()) {
Integer weight = mWeight.get(e);
if (bc.getEdgeScore(e) / weight > score) {
to_remove = e;
score = bc.getEdgeScore(e) / weight;
}
}
edges_removed.put(to_remove, graph.getEndpoints(to_remove));
graph.removeEdge(to_remove);
}
WeakComponentClusterer<V, E> wcSearch = new WeakComponentClusterer<V, E>();
Set<Set<V>> clusterSet = wcSearch.transform(graph);
for (Map.Entry<E, Pair<V>> entry : edges_removed.entrySet()) {
Pair<V> endpoints = entry.getValue();
graph.addEdge(entry.getKey(), endpoints.getFirst(), endpoints.getSecond());
}
return clusterSet;
}
@Override
public boolean addEdge(Integer edge, Pair<? extends Role> endpoints, EdgeType edgeType) {
this.validateEdgeType(edgeType);
Pair<Role> new_endpoints = getValidatedEndpoints(edge, endpoints);
if (new_endpoints == null) return false;
Role source = new_endpoints.getFirst();
Role dest = new_endpoints.getSecond();
if (findEdge(source, dest) != null) return false;
if (makesCycle(source, dest)) {
return false;
}
edges.put(edge, new_endpoints);
if (!vertices.containsKey(source)) this.addVertex(source);
if (!vertices.containsKey(dest)) this.addVertex(dest);
// map source of this edge to <dest, edge> and vice versa
vertices.get(source).getSecond().put(dest, edge);
vertices.get(dest).getFirst().put(source, edge);
// new edge, role map has unsaved changes
map.setSaved(false);
return true;
}
public boolean removeEdge(E edge) {
if (!containsEdge(edge)) return false;
Pair<V> endpoints = this.getEndpoints(edge);
V source = endpoints.getFirst();
V dest = endpoints.getSecond();
// remove vertices from each others' adjacency maps
vertices.get(source).getSecond().remove(dest);
vertices.get(dest).getFirst().remove(source);
edges.remove(edge);
return true;
}
public boolean removeEdge(E edge) {
if (!containsEdge(edge)) return false;
Pair<V> endpoints = getEndpoints(edge);
V v1 = endpoints.getFirst();
V v2 = endpoints.getSecond();
// remove incident vertices from each others' adjacency maps
vertices.get(v1).remove(v2);
vertices.get(v2).remove(v1);
edges.remove(edge);
return true;
}
/**
* Returns <code>true</code> if this edge and its endpoints in this graph are all included in the
* collections of elements to be rendered, and <code>false</code> otherwise.
*
* @param context the edge and graph to be queried
* @return <code>true</code> if this edge and its endpoints are all included in the collections of
* elements to be rendered, <code>false</code> otherwise.
*/
protected boolean isEdgeRendered(Context<Graph<V, E>, E> context) {
Predicate<Context<Graph<V, E>, V>> vertexIncludePredicate =
vv.getRenderContext().getVertexIncludePredicate();
Predicate<Context<Graph<V, E>, E>> edgeIncludePredicate =
vv.getRenderContext().getEdgeIncludePredicate();
Graph<V, E> g = context.graph;
E e = context.element;
boolean edgeTest = edgeIncludePredicate == null || edgeIncludePredicate.apply(context);
Pair<V> endpoints = g.getEndpoints(e);
V v1 = endpoints.getFirst();
V v2 = endpoints.getSecond();
boolean endpointsTest =
vertexIncludePredicate == null
|| (vertexIncludePredicate.apply(Context.<Graph<V, E>, V>getInstance(g, v1))
&& vertexIncludePredicate.apply(Context.<Graph<V, E>, V>getInstance(g, v2)));
return edgeTest && endpointsTest;
}
/**
* Retrieves the shape template for <code>e</code> and transforms it according to the positions of
* its endpoints in <code>layout</code>.
*
* @param layout the <code>Layout</code> which specifies <code>e</code>'s endpoints' positions
* @param e the edge whose shape is to be returned
* @return the transformed shape
*/
private Shape getTransformedEdgeShape(Layout<V, E> layout, E e) {
Pair<V> pair = layout.getGraph().getEndpoints(e);
V v1 = pair.getFirst();
V v2 = pair.getSecond();
boolean isLoop = v1.equals(v2);
Point2D p1 =
vv.getRenderContext().getMultiLayerTransformer().transform(Layer.LAYOUT, layout.apply(v1));
Point2D p2 =
vv.getRenderContext().getMultiLayerTransformer().transform(Layer.LAYOUT, layout.apply(v2));
if (p1 == null || p2 == null) return null;
float x1 = (float) p1.getX();
float y1 = (float) p1.getY();
float x2 = (float) p2.getX();
float y2 = (float) p2.getY();
// translate the edge to the starting vertex
AffineTransform xform = AffineTransform.getTranslateInstance(x1, y1);
Shape edgeShape = vv.getRenderContext().getEdgeShapeTransformer().apply(e);
if (isLoop) {
// make the loops proportional to the size of the vertex
Shape s2 = vv.getRenderContext().getVertexShapeTransformer().apply(v2);
Rectangle2D s2Bounds = s2.getBounds2D();
xform.scale(s2Bounds.getWidth(), s2Bounds.getHeight());
// move the loop so that the nadir is centered in the vertex
xform.translate(0, -edgeShape.getBounds2D().getHeight() / 2);
} else {
float dx = x2 - x1;
float dy = y2 - y1;
// rotate the edge to the angle between the vertices
double theta = Math.atan2(dy, dx);
xform.rotate(theta);
// stretch the edge to span the distance between the vertices
float dist = (float) Math.sqrt(dx * dx + dy * dy);
xform.scale(dist, 1.0f);
}
// transform the edge to its location and dimensions
edgeShape = xform.createTransformedShape(edgeShape);
return edgeShape;
}
@Override
public boolean addEdge(E edge, Pair<? extends V> endpoints, EdgeType edgeType) {
this.validateEdgeType(edgeType);
Pair<V> new_endpoints = getValidatedEndpoints(edge, endpoints);
if (new_endpoints == null) return false;
V v1 = new_endpoints.getFirst();
V v2 = new_endpoints.getSecond();
if (findEdge(v1, v2) != null) return false;
edges.put(edge, new_endpoints);
if (!vertices.containsKey(v1)) this.addVertex(v1);
if (!vertices.containsKey(v2)) this.addVertex(v2);
// map v1 to <v2, edge> and vice versa
vertices.get(v1).put(v2, edge);
vertices.get(v2).put(v1, edge);
return true;
}
@Override
public boolean addEdge(E edge, Pair<? extends V> endpoints, EdgeType edgeType) {
this.validateEdgeType(edgeType);
Pair<V> new_endpoints = getValidatedEndpoints(edge, endpoints);
if (new_endpoints == null) return false;
V source = new_endpoints.getFirst();
V dest = new_endpoints.getSecond();
if (findEdge(source, dest) != null) return false;
edges.put(edge, new_endpoints);
if (!vertices.containsKey(source)) this.addVertex(source);
if (!vertices.containsKey(dest)) this.addVertex(dest);
// map source of this edge to <dest, edge> and vice versa
vertices.get(source).getSecond().put(dest, edge);
vertices.get(dest).getFirst().put(source, edge);
return true;
}
/**
* * Creates a new graph object containing the nodes of the argument It does not clone the nodes /
* edges. It just creates a new graph and adds them to the collection of graph's nodes and edges
*
* @return a graph object
*/
@SuppressWarnings("unchecked")
public <G extends EvolutionGraph<V, E>> G toGraphE(List<V> nodes) {
G subGraph;
try {
subGraph = (G) this.getClass().newInstance();
for (V vertex : nodes) {
subGraph.addVertex(vertex);
Collection<E> incidentEdges = this.getIncidentEdges(vertex);
for (E edge : incidentEdges) {
Pair<V> endpoints = this.getEndpoints(edge);
if (nodes.containsAll(endpoints)) {
// put this edge into the subgraph
subGraph.addEdge(edge, endpoints.getFirst(), endpoints.getSecond());
}
}
}
return subGraph;
} catch (InstantiationException e) {
e.printStackTrace();
} catch (IllegalAccessException e) {
e.printStackTrace();
}
return null;
}
@Override
public void labelEdge(RenderContext<V, E> rc, Layout<V, E> layout, E e, String label) {
if (label == null || label.length() == 0) {
return;
}
Graph<V, E> graph = layout.getGraph();
// don't draw edge if either incident vertex is not drawn
Pair<V> endpoints = graph.getEndpoints(e);
V v1 = endpoints.getFirst();
V v2 = endpoints.getSecond();
if (!rc.getVertexIncludePredicate().evaluate(Context.<Graph<V, E>, V>getInstance(graph, v1))
|| !rc.getVertexIncludePredicate()
.evaluate(Context.<Graph<V, E>, V>getInstance(graph, v2))) {
return;
}
Point2D p1 = layout.transform(v1);
Point2D p2 = layout.transform(v2);
p1 = rc.getMultiLayerTransformer().transform(Layer.LAYOUT, p1);
p2 = rc.getMultiLayerTransformer().transform(Layer.LAYOUT, p2);
float x1 = (float) p1.getX();
float y1 = (float) p1.getY();
float x2 = (float) p2.getX();
float y2 = (float) p2.getY();
GraphicsDecorator g = rc.getGraphicsContext();
float distX = x2 - x1;
float distY = y2 - y1;
double totalLength = Math.sqrt(distX * distX + distY * distY);
double closeness =
rc.getEdgeLabelClosenessTransformer()
.transform(Context.<Graph<V, E>, E>getInstance(graph, e))
.doubleValue();
int posX = (int) (x1 + (closeness) * distX);
int posY = (int) (y1 + (closeness) * distY);
int xDisplacement = 0;
int yDisplacement = 0;
/*
* BUG 1: change X and Y in distXXX xDisplacement = (int) (rc.getLabelOffset() * (distY /
* totalLength)); yDisplacement = (int) (rc.getLabelOffset() * (-distX / totalLength));
*/
xDisplacement = (int) (rc.getLabelOffset() * (distX / totalLength));
yDisplacement = (int) (rc.getLabelOffset() * (-distY / totalLength));
// BUG 2
/*
* Component component = prepareRenderer(rc, rc.getEdgeLabelRenderer(), label,
* rc.getPickedEdgeState().isPicked(e), e); Dimension d = component.getPreferredSize();
* Shape edgeShape = rc.getEdgeShapeTransformer().transform(Context.<Graph<V, E>, E>
* getInstance(graph, e)); double parallelOffset = 1;
*
* parallelOffset -= rc.getParallelEdgeIndexFunction().getIndex(graph, e);
*
* if (edgeShape instanceof Ellipse2D) { parallelOffset +=
* edgeShape.getBounds().getHeight(); parallelOffset = -parallelOffset; }
*
* parallelOffset *= d.height;
*/
AffineTransform old = g.getTransform();
AffineTransform xform = new AffineTransform(old);
xform.translate(posX + xDisplacement, posY + yDisplacement);
// BUG 3
/*
* double dx = x2 - x1; double dy = y2 - y1; if
* (rc.getEdgeLabelRenderer().isRotateEdgeLabels()) { double theta = Math.atan2(dy, dx); if
* (dx < 0) { theta += Math.PI; } xform.rotate(theta); } if (dx < 0) { parallelOffset =
* -parallelOffset; }
*/
double parallelOffset = 0.0d;
Component component =
prepareRenderer(
rc, rc.getEdgeLabelRenderer(), label, rc.getPickedEdgeState().isPicked(e), e);
Dimension d = component.getPreferredSize();
xform.translate(-d.width / 2.0d, -(d.height / 2.0d - parallelOffset));
g.setTransform(xform);
g.draw(component, rc.getRendererPane(), 0, 0, d.width, d.height, true);
g.setTransform(old);
}
@Override
public final Pair<V, V> getEndpoints(final E edge) {
final edu.uci.ics.jung.graph.util.Pair<V> endpoints = graph.getEndpoints(edge);
return new Pair<>(endpoints.getFirst(), endpoints.getSecond());
}
public void testMixedSaveLoadSave() throws IOException {
Graph<Number, Number> graph1 = new SparseMultigraph<Number, Number>();
for (int i = 0; i < 5; i++) {
graph1.addVertex(i);
}
int j = 0;
List<Number> id = new ArrayList<Number>(graph1.getVertices());
GreekLabels<Number> gl = new GreekLabels<Number>(id);
Number[] edges = {0, 1, 2, 3, 4, 5};
graph1.addEdge(j++, 0, 1, EdgeType.DIRECTED);
graph1.addEdge(j++, 0, 2, EdgeType.DIRECTED);
graph1.addEdge(j++, 1, 2, EdgeType.DIRECTED);
graph1.addEdge(j++, 1, 3);
graph1.addEdge(j++, 1, 4);
graph1.addEdge(j++, 4, 3);
Map<Number, Number> nr = new HashMap<Number, Number>();
for (int i = 0; i < edges.length; i++) {
nr.put(edges[i], new Float(Math.random()));
}
assertEquals(graph1.getEdgeCount(), 6);
// System.err.println(" mixed graph1 = "+graph1);
// for(Number edge : graph1.getEdges()) {
// System.err.println("edge "+edge+" is directed? "+graph1.getEdgeType(edge));
// }
// for(Number v : graph1.getVertices()) {
// System.err.println(v+" outedges are "+graph1.getOutEdges(v));
// System.err.println(v+" inedges are "+graph1.getInEdges(v));
// System.err.println(v+" incidentedges are "+graph1.getIncidentEdges(v));
// }
String testFilename = "mtest.net";
String testFilename2 = testFilename + "2";
// assign arbitrary locations to each vertex
Map<Number, Point2D> locations = new HashMap<Number, Point2D>();
for (Number v : graph1.getVertices()) {
locations.put(v, new Point2D.Double(v.intValue() * v.intValue(), 1 << v.intValue()));
}
Function<Number, Point2D> vld = Functions.forMap(locations);
PajekNetWriter<Number, Number> pnw = new PajekNetWriter<Number, Number>();
pnw.save(graph1, testFilename, gl, Functions.forMap(nr), vld);
Graph<Number, Number> graph2 = pnr.load(testFilename, graphFactory);
Function<Number, String> pl = pnr.getVertexLabeller();
List<Number> id2 = new ArrayList<Number>(graph2.getVertices());
Function<Number, Point2D> vld2 = pnr.getVertexLocationTransformer();
assertEquals(graph1.getVertexCount(), graph2.getVertexCount());
assertEquals(graph1.getEdgeCount(), graph2.getEdgeCount());
// test vertex labels and locations
for (int i = 0; i < graph1.getVertexCount(); i++) {
Number v1 = id.get(i);
Number v2 = id2.get(i);
assertEquals(gl.apply(v1), pl.apply(v2));
assertEquals(vld.apply(v1), vld2.apply(v2));
}
// test edge weights
Function<Number, Number> nr2 = pnr.getEdgeWeightTransformer();
for (Number e2 : graph2.getEdges()) {
Pair<Number> endpoints = graph2.getEndpoints(e2);
Number v1_2 = endpoints.getFirst();
Number v2_2 = endpoints.getSecond();
Number v1_1 = id.get(id2.indexOf(v1_2));
Number v2_1 = id.get(id2.indexOf(v2_2));
Number e1 = graph1.findEdge(v1_1, v2_1);
assertNotNull(e1);
assertEquals(nr.get(e1).floatValue(), nr2.apply(e2).floatValue(), 0.0001);
}
pnw.save(graph2, testFilename2, pl, nr2, vld2);
compareIndexedGraphs(graph1, graph2);
pnr.setVertexLabeller(null);
Graph<Number, Number> graph3 = pnr.load(testFilename2, graphFactory);
compareIndexedGraphs(graph2, graph3);
File file1 = new File(testFilename);
File file2 = new File(testFilename2);
Assert.assertTrue(file1.length() == file2.length());
file1.delete();
file2.delete();
}
/*
* (non-Javadoc)
*
* @see org.bigwiv.blastgraph.command.Command#concreteExecute()
*/
@Override
public void concreteExecute() {
String curPath = Global.getAppPath(this.getClass());
File mclGraphFile = new File(curPath + File.separator + "mcl_graph_file");
File mclClustFile =
new File(
curPath
+ File.separator
+ "out.mcl_graph_file.I"
+ ("" + inflation).replace(".", "").substring(0, 2));
// System.out.println(mclClustFile);
try {
ArrayList<ValueEdge> edges = new ArrayList<ValueEdge>(Global.graph.getEdges());
BufferedWriter bw;
bw = new BufferedWriter(new FileWriter(mclGraphFile));
Global.WORK_STATUS.setMessage("");
Global.WORK_STATUS.setMessage("Stage1: Generating Tabular Format...");
for (ValueEdge valueEdge : edges) {
Pair<HitVertex> pair = Global.graph.getEndpoints(valueEdge);
HitVertex hv1 = pair.getFirst();
HitVertex hv2 = pair.getSecond();
double weight = 0;
if (weightType == EVALUE_WEIGHT) {
double evalue = valueEdge.getExpectValue();
if (evalue >= lowCutoff) {
weight = 0;
} else if (evalue < highCutoff) {
weight = -Math.log10(highCutoff);
} else {
weight = -Math.log10(evalue);
}
} else if (weightType == SCORE_WEIGHT) {
double score = valueEdge.getScore();
if (score <= lowCutoff) {
weight = 0;
} else if (score > highCutoff) {
weight = highCutoff;
} else {
weight = score;
}
} else if (weightType == SCORE_DENSITY_WEIGHT) {
double scoreDensity = Global.graph.getScoreDensity(valueEdge);
if (scoreDensity <= lowCutoff) {
weight = 0;
} else if (scoreDensity > highCutoff) {
weight = highCutoff;
} else {
weight = scoreDensity;
}
}
bw.write(hv1.getId() + "\t" + hv2.getId() + "\t" + weight + "\n");
}
// store single vertices
for (HitVertex hv : Global.graph.getVertices()) {
if (Global.graph.getInEdges(hv).size() == 0)
bw.write(hv.getId() + "\t" + hv.getId() + "\t" + 10 + "\n");
}
bw.close();
Global.WORK_STATUS.setMessage("Stage1 Complete");
Global.WORK_STATUS.setMessage("");
String mclCmd;
String cmdPath = Global.SETTING.get("MCL_PATH");
if (cmdPath != null && (new File(cmdPath).isDirectory())) {
mclCmd = cmdPath + File.separator + "mcl";
} else {
mclCmd = "mcl";
}
ProcessBuilder pb =
new ProcessBuilder(mclCmd, "mcl_graph_file", "--abc", "-I", "" + inflation);
// System.out.println(pb.command().toString());
pb.redirectErrorStream(true);
pb.directory(new File(curPath));
Process p = pb.start();
Global.WORK_STATUS.setMessage("Stage2: Markov Clustering...");
BufferedInputStream in = new BufferedInputStream(p.getInputStream());
BufferedReader inBr = new BufferedReader(new InputStreamReader(in));
String lineStr;
while ((lineStr = inBr.readLine()) != null) {
// System.out.println(lineStr);
Global.WORK_STATUS.setMessage(lineStr);
}
if (p.waitFor() != 0) {
if (p.exitValue() == 1)
// System.err.println("Failed to run mcl!");
Global.WORK_STATUS.setError("Failed to run mcl!");
}
inBr.close();
in.close();
Global.WORK_STATUS.setMessage("Stage2 Complete");
mclGraphFile.delete();
Global.WORK_STATUS.setMessage("");
Global.WORK_STATUS.setMessage("Stage3: Regenerating SubGraphs...");
BufferedReader br = new BufferedReader(new FileReader(mclClustFile));
String line = br.readLine();
BlastGraph<HitVertex, ValueEdge> tempGraph = new BlastGraph<HitVertex, ValueEdge>();
int count = 0;
while (line != null && !line.equals("")) {
String[] ids = line.split("\t");
// set to store vertices
Set<HitVertex> hvs2 = new HashSet<HitVertex>();
// get and add vertices into hvs by GI in ids
for (int i = 0; i < ids.length; i++) {
hvs2.add(Global.graph.getVertex(ids[i]));
}
tempGraph.union(FilterUtils.createInducedSubgraph(hvs2, Global.graph));
line = br.readLine();
Global.WORK_STATUS.setMessage("Subgraph: " + (++count));
}
br.close();
mclClustFile.delete();
Global.graph.copy(tempGraph);
Global.WORK_STATUS.setMessage("Stage3 Complete");
Global.WORK_STATUS.setMessage("");
Global.WORK_STATUS.setMessage("Markov Clustering Complete");
// System.out.println(curPath);
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
} catch (InterruptedException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
