package util;
import java.math.BigInteger;
import java.util.ArrayList;
import java.util.List;
import java.util.StringTokenizer;
/**
* 计算文本相似
*/
public class SimHash {
private Stringtokens;
private BigIntegerintSimHash;
private StringstrSimHash;
private int hashbits =64;
public SimHash(String tokens) {
this.tokens = tokens;
this.intSimHash =this.simHash();
}
public SimHash(String tokens, int hashbits) {
this.tokens = tokens;
this.hashbits = hashbits;
this.intSimHash =this.simHash();
}
public BigIntegersimHash() {
int[] v =new int[this.hashbits];
StringTokenizer stringTokens =new StringTokenizer(this.tokens);
while (stringTokens.hasMoreTokens()) {
String temp = stringTokens.nextToken();
BigInteger t =this.hash(temp);
for (int i =0; i
BigInteger bitmask =new BigInteger("1").shiftLeft(i);
if (t.and(bitmask).signum() !=0) {
v[i] +=1;
}else {
v[i] -=1;
}
}
}
BigInteger fingerprint =new BigInteger("0");
StringBuffer simHashBuffer =new StringBuffer();
for (int i =0; i
if (v[i] >=0) {
fingerprint = fingerprint.add(new BigInteger("1").shiftLeft(i));
simHashBuffer.append("1");
}else{
simHashBuffer.append("0");
}
}
this.strSimHash = simHashBuffer.toString();
System.out.println(this.strSimHash +" length " +this.strSimHash.length());
return fingerprint;
}
private BigIntegerhash(String source) {
if (source ==null || source.length() ==0) {
return new BigInteger("0");
}else {
char[] sourceArray = source.toCharArray();
BigInteger x = BigInteger.valueOf(((long) sourceArray[0]) <<7);
BigInteger m =new BigInteger("1000003");
BigInteger mask =new BigInteger("2").pow(this.hashbits).subtract(
new BigInteger("1"));
for (char item : sourceArray) {
BigInteger temp = BigInteger.valueOf((long) item);
x = x.multiply(m).xor(temp).and(mask);
}
x = x.xor(new BigInteger(String.valueOf(source.length())));
if (x.equals(new BigInteger("-1"))) {
x =new BigInteger("-2");
}
return x;
}
}
public int hammingDistance(SimHash other) {
BigInteger x =this.intSimHash.xor(other.intSimHash);
int tot =0;
//统计x中二进制位数为1的个数
//我们想想，一个二进制数减去1，那么，从最后那个1（包括那个1）后面的数字全都反了，对吧，然后，n&(n-1)就相当于把后面的数字清0，
//我们看n能做多少次这样的操作就OK了。
while (x.signum() !=0) {
tot +=1;
x = x.and(x.subtract(new BigInteger("1")));
}
return tot;
}
public int getDistance(String str1, String str2) {
int distance;
if (str1.length() != str2.length()) {
distance = -1;
}else {
distance =0;
for (int i =0; i < str1.length(); i++) {
if (str1.charAt(i) != str2.charAt(i)) {
distance++;
}
}
}
return distance;
}
public ListsubByDistance(SimHash simHash, int distance){
int numEach =this.hashbits/(distance+1);
List characters =new ArrayList();
StringBuffer buffer =new StringBuffer();
int k =0;
for(int i =0; i
boolean sr = simHash.intSimHash.testBit(i);
if(sr){
buffer.append("1");
}
else{
buffer.append("0");
}
if( (i+1)%numEach ==0 ){
BigInteger eachValue =new BigInteger(buffer.toString(),2);
//System.out.println("----" +eachValue );
buffer.delete(0, buffer.length());
characters.add(eachValue);
}
}
return characters;
}
public static void main(String[] args) {
String s ="普京高度评价习主席在俄中关系发展中发挥的重要作用，强调不久前习主席对俄进行国事访问取得圆满成功，相信俄中关系将继续保持良好发展势头。";
SimHash hash1 =new SimHash(s, 64);
System.out.println(hash1.intSimHash +" " + hash1.intSimHash.bitLength());
hash1.subByDistance(hash1, 3);
System.out.println("\n");
s ="普京高度评价习主席在俄中关系发展中发挥的重要作用，强调不久前习主席对俄进行国事访问取得圆满成功";
SimHash hash2 =new SimHash(s, 64);
System.out.println(hash2.intSimHash+" " + hash2.intSimHash.bitCount());
hash1.subByDistance(hash2, 3);
s ="普京高度评价习主席在俄中关系发展中发挥的重要作用，强调不久前习主席对俄进行国事访问取得圆满成功，相信俄中关系将继续保持良好发展势头。";
SimHash hash3 =new SimHash(s, 64);
System.out.println(hash3.intSimHash+" " + hash3.intSimHash.bitCount());
hash1.subByDistance(hash3, 3);
System.out.println("============================");
int dis = hash1.getDistance(hash1.strSimHash,hash2.strSimHash);
System.out.println(hash1.hammingDistance(hash2) +" "+ dis);
int dis2 = hash1.getDistance(hash1.strSimHash,hash3.strSimHash);
System.out.println(hash1.hammingDistance(hash3) +" " + dis2);
}
}
