我需要一个整数的快速哈希函数:
int hash(int n) { return ...; }
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Java中是否存在某些东西?
我需要的最小属性是:
hash(n) & 1
当与一堆连续的n值一起使用时,它不会出现周期性.hash(n) & 1
大约同样可能是0或1.我做了一些实验(参见下面的测试程序);伽罗华域中 2^n 的计算和 Floor(A*sin(n)) 都可以很好地生成“随机”位序列。我尝试了乘法同余随机数生成器以及一些代数和 CRC(类似于伽罗瓦域中的 k*n),但没有一个效果很好。
Floor(A*sin(n)) 方法是最简单、最快的;最坏情况下,GF32 中的 2^n 计算需要大约 64 次乘法和 1024 次异或运算,但在线性反馈移位寄存器的上下文中,输出位的周期性是非常容易理解的。
package com.example.math;
public class QuickHash {
interface Hasher
{
public int hash(int n);
}
static class MultiplicativeHasher1 implements Hasher
{
/* multiplicative random number generator
* from L'Ecuyer is x[n+1] = 1223106847 x[n] mod (2^32-5)
* http://dimsboiv.uqac.ca/Cours/C2012/8INF802_Hiv12/ref/paper/RNG/TableLecuyer.pdf
*/
final static long a = 1223106847L;
final static long m = (1L << 32)-5;
/*
* iterative step towards computing mod m
* (j*(2^32)+k) mod (2^32-5)
* = (j*(2^32-5)+j*5+k) mod (2^32-5)
* = (j*5+k) mod (2^32-5)
* repeat twice to get a number between 0 and 2^31+24
*/
private long quickmod(long x)
{
long j = x >>> 32;
long k = x & 0xffffffffL;
return j*5+k;
}
// treat n as unsigned before computation
@Override public int hash(int n) {
long h = a*(n&0xffffffffL);
long h2 = quickmod(quickmod(h));
return (int) (h2 >= m ? (h2-m) : h2);
}
@Override public String toString() { return getClass().getSimpleName(); }
}
/**
* computes (2^n) mod P where P is the polynomial in GF2
* with coefficients 2^(k+1) represented by the bits k=31:0 in "poly";
* coefficient 2^0 is always 1
*/
static class GF32Hasher implements Hasher
{
static final public GF32Hasher CRC32 = new GF32Hasher(0x82608EDB, 32);
final private int poly;
final private int ofs;
public GF32Hasher(int poly, int ofs) {
this.ofs = ofs;
this.poly = poly;
}
static private long uint(int x) { return x&0xffffffffL; }
// modulo GF2 via repeated subtraction
int mod(long n) {
long rem = n;
long q = uint(this.poly);
q = (q << 32) | (1L << 31);
long bitmask = 1L << 63;
for (int i = 0; i < 32; ++i, bitmask >>>= 1, q >>>= 1)
{
if ((rem & bitmask) != 0)
rem ^= q;
}
return (int) rem;
}
int mul(int x, int y)
{
return mod(uint(x)*uint(y));
}
int pow2(int n) {
// compute 2^n mod P using repeated squaring
int y = 1;
int x = 2;
while (n > 0)
{
if ((n&1) != 0)
y = mul(y,x);
x = mul(x,x);
n = n >>> 1;
}
return y;
}
@Override public int hash(int n) {
return pow2(n+this.ofs);
}
@Override public String toString() {
return String.format("GF32[%08x, ofs=%d]", this.poly, this.ofs);
}
}
static class QuickHasher implements Hasher
{
@Override public int hash(int n) {
return (int) ((131111L*n)^n^(1973*n)%7919);
}
@Override public String toString() { return getClass().getSimpleName(); }
}
// adapted from http://www.w3.org/TR/PNG-CRCAppendix.html
static class CRC32TableHasher implements Hasher
{
final private int table[];
static final private int polyval = 0xedb88320;
public CRC32TableHasher()
{
this.table = make_table();
}
/* Make the table for a fast CRC. */
static public int[] make_table()
{
int[] table = new int[256];
int c;
int n, k;
for (n = 0; n < 256; n++) {
c = n;
for (k = 0; k < 8; k++) {
if ((c & 1) != 0)
c = polyval ^ (c >>> 1);
else
c = c >>> 1;
}
table[n] = (int) c;
}
return table;
}
public int iterate(int state, int i)
{
return this.table[(state ^ i) & 0xff] ^ (state >>> 8);
}
@Override public int hash(int n) {
int h = -1;
h = iterate(h, n >>> 24);
h = iterate(h, n >>> 16);
h = iterate(h, n >>> 8);
h = iterate(h, n);
return h ^ -1;
}
@Override public String toString() { return getClass().getSimpleName(); }
}
static class TrigHasher implements Hasher
{
@Override public String toString() { return getClass().getSimpleName(); }
@Override public int hash(int n) {
double s = Math.sin(n);
return (int) Math.floor((1<<31)*s);
}
}
private static void test(Hasher hasher) {
System.out.println(hasher+":");
for (int i = 0; i < 64; ++i)
{
int h = hasher.hash(i);
System.out.println(String.format("%08x -> %08x %%2 = %d",
i,h,(h&1)));
}
for (int i = 0; i < 256; ++i)
{
System.out.print(hasher.hash(i) & 1);
}
System.out.println();
analyzeBits(hasher);
}
private static void analyzeBits(Hasher hasher) {
final int N = 65536;
final int maxrunlength=32;
int[][] runs = {new int[maxrunlength], new int[maxrunlength]};
int[] count = new int[2];
int prev = -1;
System.out.println("Run length test of "+N+" bits");
for (int i = 0; i < maxrunlength; ++i)
{
runs[0][i] = 0;
runs[1][i] = 0;
}
int runlength_minus1 = 0;
for (int i = 0; i < N; ++i)
{
int b = hasher.hash(i) & 0x1;
count[b]++;
if (b == prev)
++runlength_minus1;
else if (i > 0)
{
++runs[prev][runlength_minus1];
runlength_minus1 = 0;
}
prev = b;
}
++runs[prev][runlength_minus1];
System.out.println(String.format("%d zeros, %d ones", count[0], count[1]));
for (int i = 0; i < maxrunlength; ++i)
{
System.out.println(String.format("%d runs of %d zeros, %d runs of %d ones", runs[0][i], i+1, runs[1][i], i+1));
}
}
public static void main(String[] args) {
Hasher[] hashers = {
new MultiplicativeHasher1(),
GF32Hasher.CRC32,
new QuickHasher(),
new CRC32TableHasher(),
new TrigHasher()
};
for (Hasher hasher : hashers)
{
test(hasher);
}
}
}
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