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IlluSnip.java
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package snippetAlgorithm;
import beans.*;
import org.jgrapht.alg.scoring.PageRank;
import org.jgrapht.graph.DefaultEdge;
import org.jgrapht.graph.DefaultWeightedEdge;
import org.jgrapht.graph.Multigraph;
import org.jgrapht.graph.WeightedMultigraph;
import util.DBUtil;
import java.sql.ResultSet;
import java.sql.Statement;
import java.util.*;
public class IlluSnip implements ISnippetFinder {
@Override
public void preProcess(int datasetId) {
}
@Override
public Multigraph<Integer, DefaultWeightedEdge> findSnippet(List<String> keywords) {
// System.out.println("---------------dataset "+datasetId+"----------------");
WeightedMultigraph<Integer, DefaultWeightedEdge> snippet = new WeightedMultigraph<>(DefaultWeightedEdge.class);
// long createStart = System.currentTimeMillis();
create();
// long createTime = System.currentTimeMillis() - createStart;
// System.out.println("create graph time: "+createTime);
// long setfamStart = System.currentTimeMillis();
setFam();
// long setfamTime = System.currentTimeMillis() - setfamStart;
// System.out.println("set familiarity time: "+setfamTime);
// long setcovStart = System.currentTimeMillis();
setCov();
// long setcovTime = System.currentTimeMillis() - setcovStart;
// System.out.println("set coverage time: "+setcovTime);
// long snippetStart = System.currentTimeMillis();
FindSnippet();
// long snippetTime = System.currentTimeMillis() - snippetStart;
// System.out.println("find snippet time: "+snippetTime);
if(Thread.interrupted())
return null;
if(selectedNodes == null)
return null;
for(FullNode node : selectedNodes){
snippet.addVertex(node.getsid());
snippet.addVertex(node.getoid());
DefaultWeightedEdge edge = snippet.addEdge(node.getsid(), node.getoid());
if(edge != null)
snippet.setEdgeWeight(edge, node.getpid());
}
return snippet;
}
private int datasetId = 1;
private double alpha = 0.2;
private double beta = 0.8;
private int Ncount = 0;
private int Ccount = 0;
private double K = 5;/////////////the size of snippet
private double maxScore = 0;
private List<FullNode> totalNodes;
private Multigraph<String, DefaultEdge> ERgraph;
private Map<Integer , property> pMap = new HashMap<Integer, property>();
private Map<Integer , typeClass> cMap = new HashMap<Integer, typeClass>();
private Map<Integer, String>labelID;
private List<List<Integer>> vertexTriple;
public Set<FullNode> selectedNodes;
private int maxNumber = 21000000;
private DBUtil dbHelper = new DBUtil();
public IlluSnip() {}
public IlluSnip(int datasetId) {
this.datasetId = datasetId;
}
public double getMaxScore() {
return maxScore;
}
public void create(){
totalNodes = new ArrayList<>();
ERgraph = new Multigraph<>(DefaultEdge.class);
int num = datasetId;
int NodeCount = 0;
Statement state;
labelID = new HashMap<Integer, String>();
vertexTriple = new ArrayList<>();
try {
state = dbHelper.conn.createStatement();
//------------running example---------------
ResultSet rs = state.executeQuery("select * from triple where dataset_local_id = "+num);
//------------running example---------------
while(rs.next()) {
if(rs.getInt("subject") == rs.getInt("object"))
continue;
FullNode n = new FullNode();
n.setNodeID(NodeCount);
n.setsid(rs.getInt("subject"));
n.setpid(rs.getInt("predicate"));
n.setoid(rs.getInt("object"));
totalNodes.add(n);
NodeCount++;
}
//------------running example---------------
rs = state.executeQuery("select * from uri_label_id where dataset_local_id = " + num);
//------------running example---------------
while(rs.next()) {
String s = rs.getString("label");
labelID.put(rs.getInt("id"), s);
if(s != null) {
ERgraph.addVertex(s);
}
Ncount++;
}
for(FullNode iter: totalNodes) {
int sid = iter.getsid();
iter.setS(labelID.get(sid));
int pid = iter.getpid();
iter.setP(labelID.get(pid));
int oid = iter.getoid();
iter.setO(labelID.get(oid));
if(iter.getP()!=null && iter.getP().equals("type")) {
if(!cMap.containsKey(oid)) {
typeClass type = new typeClass();
type.setName(iter.getO());
type.add();
cMap.put(oid, type);
}
else {
typeClass type = cMap.get(oid);
type.add();
cMap.put(oid, type);
}
}
else if(iter.getP()!=null) {//property
if(!pMap.containsKey(pid)) {
property prop = new property();
prop.setName(iter.getP());
prop.add();
pMap.put(pid, prop);
}
else {
property prop = pMap.get(pid);
prop.add();
pMap.put(pid, prop);
}
}
}
} catch (Exception e) {
e.printStackTrace();
}
for(int i=0; i<=Ncount+100; i++)
vertexTriple.add(new ArrayList<>());
for(FullNode n : totalNodes){
if(n.getS() != null){
vertexTriple.get(n.getsid()).add(n.getNodeID());
}
if(n.getO() != null){
vertexTriple.get(n.getoid()).add(n.getNodeID());
}
}
try {
for(FullNode iter: totalNodes) {
if(iter.getS()==null||iter.getP()==null||iter.getO()==null ||iter.getP().equals("type")) {
continue;
}
else if(!iter.getS().equals(iter.getO())){
ERgraph.addEdge(iter.getS(), iter.getO());//ERgraph is used to get the PageRank scores
}
}
} catch (Exception e) {
e.printStackTrace();
}
}
public double max(double a, double b) {
if(a>=b)return a;
else return b;
}
public void setFam() {//use ERgraph to get fam(t)
PageRank<String, DefaultEdge> pr = new PageRank<String, DefaultEdge>(ERgraph, 0.85);
double maxPR = 0;//maximum PageRank score
for(String iter:pr.getScores().keySet()) {
maxPR = max(maxPR, pr.getVertexScore(iter));
}
try {
for(FullNode iter:totalNodes) {
double temp1 = 0, temp2 = 0;
if(iter.getP()!=null && !iter.getP().equals("type")) {
if(iter.getS()!=null) {
temp1 = pr.getVertexScore(iter.getS());
}
if(iter.getO()!=null) {
temp2 = pr.getVertexScore(iter.getO());
}
iter.setVis((temp1+temp2)/2/maxPR);
}
else if(iter.getP()!=null){
if(iter.getS()!=null) {
temp1 = pr.getVertexScore(iter.getS());
}
iter.setVis(temp1/maxPR);
}
}
} catch (Exception e) {
e.printStackTrace();
}
}
public void setCov() {//use cMap and pMap to get cov(t)
for(FullNode iter: totalNodes) {//amount of 'S-TYPE-O' triples
if(iter.getP()!=null && iter.getP().equals("type")) {
Ccount++;
}
}
for(FullNode iter:totalNodes) {
if(iter.getP()!=null && iter.getP().equals("type")) {
double count = cMap.get(iter.getoid()).getCount();
if(count == 1 && Ccount == 1)
iter.setCov(1);
else {
double b = Math.log(count)/Math.log(Ccount);
iter.setCov(b);
}
}
else if(iter.getP()!=null) {
double count = pMap.get(iter.getpid()).getCount();
double b = Math.log(count)/Math.log(Ncount);
iter.setCov(b);
}
iter.setScore(alpha*iter.getVis()+beta*iter.getCov());
}
}
public static void SiftDown(List<FullNode> list, int i) {
while(2*i+1<list.size()) {
int j = 2 * i + 1;
if(j+1<list.size() && list.get(j).getScore()<list.get(j+1).getScore()) {
j++;
}
if(list.get(j).getScore()>list.get(i).getScore()) {
FullNode t = list.get(j);
list.set(j, list.get(i));
list.set(i, t);
}
else break;
}
}
public void FindSnippet() {
double q = 0;//current score of the snippet
int k = 0;//current size of the snippet
Set<FullNode> selected;
List<FullNode> candidateSet;
for(FullNode iter:totalNodes) {
if(Thread.interrupted())
return;
boolean[] visited = new boolean[maxNumber];
selected = new HashSet<FullNode>();
selected.add(iter.clone());
visited[iter.getNodeID()] = true;
q = iter.getScore();
k = 1;
candidateSet = new ArrayList<FullNode>();
Set<Integer> neighborInds = new HashSet<>();
List<Integer> striple = vertexTriple.get(iter.getsid());
neighborInds.addAll(striple);
List<Integer> otriple = vertexTriple.get(iter.getoid());
neighborInds.addAll(otriple);
neighborInds.remove(iter.getNodeID());
if(neighborInds != null){
if(iter.getP()!=null && iter.getP().equals("type")) {
int temp = iter.getoid();
for(Integer nid : neighborInds) {
FullNode n = totalNodes.get(nid).clone();
if(n.getoid()==temp) {
n.setScore(alpha* n.getVis());
}
if(!visited[n.getNodeID()]) {
candidateSet.add(n);
visited[n.getNodeID()] = true;
}
}
}
else if(iter.getP()!=null) {
int temp = iter.getpid();
for(Integer nid : neighborInds) {
FullNode n = totalNodes.get(nid).clone();
if(n.getpid()==temp) {
n.setScore(alpha* n.getVis());
}
if(!visited[n.getNodeID()]) {
candidateSet.add(n);
visited[n.getNodeID()] = true;
}
}
}
}
for(int i = (candidateSet.size()-2)/2; i>=0; i--) {
SiftDown(candidateSet, i);
}
while(k < K && !candidateSet.isEmpty()) {
FullNode first = candidateSet.remove(0);
selected.add(first);
q += first.getScore();
k++;
Set<Integer> newneighborInds = new HashSet<>();
newneighborInds.addAll(vertexTriple.get(first.getsid()));
newneighborInds.addAll(vertexTriple.get(first.getoid()));
newneighborInds.remove(iter.getNodeID());
if(newneighborInds.size() == 0)
continue;
for(Integer nid : newneighborInds) {
if(nid == first.getNodeID() || visited[nid])
continue;
FullNode iter1 = totalNodes.get(nid).clone();
// if(!visited[iter1.getNodeID()]) {
candidateSet.add(iter1);
visited[iter1.getNodeID()] = true;
// }
}
if(first.getP()!=null && first.getP().equals("type")) {
int temp1 = first.getoid();
for(FullNode n: candidateSet) {
if(n.getoid()==temp1) {
n.setScore(alpha* n.getVis());
}
}
}
else if(first.getP()!=null) {
int temp1 = first.getpid();
for(FullNode n: candidateSet) {
if(n.getpid()==temp1) {
n.setScore(alpha* n.getVis());
}
}
}
for(int i = (candidateSet.size()-2)/2; i>=0; i--) {
SiftDown(candidateSet, i);
}
}
if(maxScore < q) {
maxScore = q;
selectedNodes = selected ;
}
}
}
}