是一种hash方法,其实核心思想就是,将一个字符串通过多个普通hash函数映射到hash表上,然后再进行检索的时候同样计算hash函数,如果全都都hash表上出现过,那么说明有极大的可能出现过,如果没有出现那么一定没有出现过。
可以通过公式计算采取多少个普通hash函数和多大映射空间使正确率变得最低。
有一个称为万能hash函数的,看了下简介看起来很屌,所以纪录下来。
//----------------------------------------------------------------------------- // MurmurHash2, 64-bit versions, by Austin Appleby // The same caveats as 32-bit MurmurHash2 apply here - beware of alignment // and endian-ness issues if used across multiple platforms. typedef unsigned long int uint64_t; // 64-bit hash for 64-bit platforms uint64_t MurmurHash64A ( const void * key, int len, unsigned int seed ) { const uint64_t m = 0xc6a4a7935bd1e995; const int r = 47; uint64_t h = seed ^ (len * m); const uint64_t * data = (const uint64_t *)key; const uint64_t * end = data + (len/8); while(data != end) { uint64_t k = *data++; k *= m; k ^= k >> r; k *= m; h ^= k; h *= m; } const unsigned char * data2 = (const unsigned char*)data; switch(len & 7) { case 7: h ^= uint64_t(data2[6]) << 48; case 6: h ^= uint64_t(data2[5]) << 40; case 5: h ^= uint64_t(data2[4]) << 32; case 4: h ^= uint64_t(data2[3]) << 24; case 3: h ^= uint64_t(data2[2]) << 16; case 2: h ^= uint64_t(data2[1]) << 8; case 1: h ^= uint64_t(data2[0]); h *= m; }; h ^= h >> r; h *= m; h ^= h >> r; return h; } // 64-bit hash for 32-bit platforms uint64_t MurmurHash64B ( const void * key, int len, unsigned int seed ) { const unsigned int m = 0x5bd1e995; const int r = 24; unsigned int h1 = seed ^ len; unsigned int h2 = 0; const unsigned int * data = (const unsigned int *)key; while(len >= 8) { unsigned int k1 = *data++; k1 *= m; k1 ^= k1 >> r; k1 *= m; h1 *= m; h1 ^= k1; len -= 4; unsigned int k2 = *data++; k2 *= m; k2 ^= k2 >> r; k2 *= m; h2 *= m; h2 ^= k2; len -= 4; } if(len >= 4) { unsigned int k1 = *data++; k1 *= m; k1 ^= k1 >> r; k1 *= m; h1 *= m; h1 ^= k1; len -= 4; } switch(len) { case 3: h2 ^= ((unsigned char*)data)[2] << 16; case 2: h2 ^= ((unsigned char*)data)[1] << 8; case 1: h2 ^= ((unsigned char*)data)[0]; h2 *= m; }; h1 ^= h2 >> 18; h1 *= m; h2 ^= h1 >> 22; h2 *= m; h1 ^= h2 >> 17; h1 *= m; h2 ^= h1 >> 19; h2 *= m; uint64_t h = h1; h = (h << 32) | h2; return h; }