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FPE.java
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package roj.crypt;
import roj.io.IOUtil;
import roj.math.S128i;
import roj.util.ByteList;
import roj.util.DynByteBuf;
import java.util.PrimitiveIterator;
/**
* 基于FF1的格式保留加密(FPE)算法,用于高效随机抽样。
* <p>
* 虽然现代密码学认为FPE算法存在安全隐患(不适用于加密场景),但它在随机抽样领域具有显著的空间效率优势。
* 本算法生成不重复的随机数组仅需O(log n)的空间复杂度,而常规算法(如Knuth Shuffle)需要O(n)的额外空间。这使得它特别适合对大规模数据集进行随机抽样。
* <p>
* 注意1:F()每轮进行HMAC-SHA256导致该算法的时间复杂度O(n)的常数很高
* 注意2:通常Feistel网络需>=5轮才能具有足够的安全性,不过这里仅用于生成伪随机,可能已经足够
*
* @author Roj234
* @since 2025/07/16 02:58
*/
public class FPE {
private static final S128i TWO = S128i.valueOf(2);
private static final int MAX_LENGTH_BYTES = 16;
private static final int ROUNDS = 3;
private final S128i a, b;
private final MessageAuthenticCode mac;
private final byte[] hash;
private S128i prime, primeEnc;
/**
* 生成指定长度的随机排列迭代器
*
* @param length (uint64) 待抽样集合总大小 (3 ≤ length ≤ 2<sup>64</sup>-1)
* @param seed 32位随机种子,相同种子生成相同排列
* @return 返回索引的随机排列迭代器,每次调用产生[0, length-1]范围内的不重复数值
*/
public static PrimitiveIterator.OfInt shuffle(long length, int seed) {
return new PrimitiveIterator.OfInt() {
private final S128i i = new S128i();
private final FPE fpe = new FPE(new byte[] {(byte) (seed >> 24), (byte) (seed >> 16), (byte) (seed >> 8), (byte) seed}, S128i.valueOf(length), ByteList.EMPTY);
@Override public boolean hasNext() {return i.longValueExact() < length;}
@Override public int nextInt() {
S128i shuffledIndex = fpe.fei_encrypt(i);
i.add(1, i);
return (int) shuffledIndex.longValueExact();
}
};
}
public FPE(byte[] seed, S128i length, DynByteBuf salt) {
mac = new HMAC(CryptoFactory.getMessageDigest("SHA-256"));
mac.init(seed);
// 至少需要2N-bit的大整数才能处理N-bit的长度,因为乘法
// 这里使用可变的S128i而不是BitInteger以减轻GC压力
// 你也可以考虑使用本库的MutableBigInteger
if (length.getHigh() != 0) throw new IllegalArgumentException("该实现使用了128位整数,所以它只支持64位以内的长度(n.high must be 0)");
mac.update(IOUtil.getSharedByteBuf().putLong(length.longValueExact()));
mac.update(salt);
hash = mac.digest();
a = new S128i();
b = new S128i();
factor(length);
}
private static final int[] PRIMES = {
2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71,
73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173,
179, 181, 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251, 257, 263, 269, 271, 277, 281,
283, 293, 307, 311, 313, 317, 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397, 401, 409,
419, 421, 431, 433, 439, 443, 449, 457, 461, 463, 467, 479, 487, 491, 499, 503, 509, 521, 523, 541
};
/**
* 分解n为a和b(a >= b 且尽可能接近)
*/
private void factor(S128i original_n) {
if (original_n.compareTo(TWO) <= 0) throw new IllegalArgumentException("N must > 2");
int lowZeroCount = original_n.numberOfTrailingZeros();
S128i a = S128i.valueOf(1);
S128i b = S128i.valueOf(1);
S128i n = new S128i(original_n);
a.shiftLeft(lowZeroCount / 2);
b.shiftLeft(lowZeroCount - (lowZeroCount / 2));
n.shiftRight(lowZeroCount);
for (int prime : PRIMES) {
S128i primeBig = S128i.valueOf(prime);
while (n.mod(primeBig).isZero()) {
a.multiply(prime, a);
if (a.compareTo(b) > 0) {
var temp = a;
a = b;
b = temp;
}
n = n.divide(primeBig);
}
}
a.multiply(n, a);
if (a.compareTo(b) < 0) {
var temp = a;
a = b;
b = temp;
}
if (b.getHigh() == 0 && b.longValue() == 1) {
factor(n.set(original_n).add(1, n));
primeEnc = fei_encrypt(original_n);
prime = original_n;
return;
}
this.a.set(a);
this.b.set(b);
}
private S128i F(int round_no, S128i R) {
mac.update(hash);
mac.update(IOUtil.getSharedByteBuf().putInt(round_no).putLong(R.getHigh()).putLong(R.longValue()));
ByteList wrap = DynByteBuf.wrap(mac.digestShared());
return new S128i(wrap.readLong(), wrap.readLong());
}
public S128i fei_encrypt(S128i x) {
for (int i = 0; i < ROUNDS; i++) {
S128i[] divRem = x.divideAndRemainder(b);
S128i L = divRem[0];
S128i R = divRem[1];
// W = (L + F(i, R)) mod a
// X = a*R + W
S128i W = L.add(F(i, R), L).mod(a);
x = a.multiply(R, R).add(W, W);
}
if (x.equals(prime)) return x.set(primeEnc);
return x;
}
public S128i fei_decrypt(S128i x) {
if (x.equals(primeEnc)) x = prime;
for (int i = ROUNDS-1; i >= 0; i--) {
S128i[] divRem = x.divideAndRemainder(a);
S128i R = divRem[0];
S128i W = divRem[1];
// L = (W - F(i, R)) mod a
// X = b*L + R
S128i L = W.sub(F(i, R), W).mod(a);
x = b.multiply(L, L).add(R, R);
}
return x;
}
}