关于哈希表
23 Jul 09 PHP中的Hash算法
- 作者: Laruence( )
- 本文地址: http://www.laruence.com/2009/07/23/994.html
- 转载请注明出处
Hash Table是PHP的核心,这话一点都不过分.
PHP的数组,关联数组,对象属性,函数表,符号表,等等都是用HashTable来做为容器的.
PHP的HashTable采用的拉链法来解决冲突, 这个自不用多说, 我今天主要关注的就是PHP的Hash算法, 和这个算法本身透露出来的一些思想.
PHP的Hash采用的是目前最为普遍的DJBX33A (Daniel J. Bernstein, Times 33 with Addition), 这个算法被广泛运用与多个软件项目,Apache, Perl和Berkeley DB等. 对于字符串而言这是目前所知道的最好的哈希算法,原因在于该算法的速度非常快,而且分类非常好(冲突小,分布均匀).
算法的核心思想就是:
- hash(i) = hash(i-1) * 33 + str[i]
在zend_hash.h中,我们可以找到在PHP中的这个算法:
- static inline ulong zend_inline_hash_func(char *arKey, uint nKeyLength)
- {
- register ulong hash = 5381;
- /* variant with the hash unrolled eight times */
- for (; nKeyLength >= 8; nKeyLength -= {
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- hash = ((hash << 5) + hash) + *arKey++;
- }
- switch (nKeyLength) {
- case 7: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 6: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 5: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 4: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 3: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 2: hash = ((hash << 5) + hash) + *arKey++; /* fallthrough... */
- case 1: hash = ((hash << 5) + hash) + *arKey++; break;
- case 0: break;
- EMPTY_SWITCH_DEFAULT_CASE()
- }
- return hash;
- }
相比在Apache和Perl中直接采用的经典Times 33算法:
- hashing function used in Perl 5.005:
- # Return the hashed value of a string: $hash = perlhash("key")
- # (Defined by the PERL_HASH macro in hv.h)
- sub perlhash
- {
- $hash = 0;
- foreach (split //, shift) {
- $hash = $hash*33 + ord($_);
- }
- return $hash;
- }
在PHP的hash算法中, 我们可以看出很处细致的不同.
首先, 最不一样的就是, PHP中并没有使用直接乘33, 而是采用了:
- hash << 5 + hash
这样当然会比用乘快了.
然后, 特别要主意的就是使用的unrolled, 我前几天看过一片文章讲Discuz的缓存机制, 其中就有一条说是Discuz会根据帖子的热度不同采用不同的缓存策略, 根据用户习惯,而只缓存帖子的第一页(因为很少有人会翻帖子).
于此类似的思想, PHP鼓励8位一下的字符索引, 他以8为单位使用unrolled来提高效率, 这不得不说也是个很细节的,很细致的地方.
另外还有inline, register变量 … 可以看出PHP的开发者在hash的优化上也是煞费苦心
最后就是, hash的初始值设置成了5381, 相比在Apache中的times算法和Perl中的Hash算法(都采用初始hash为0), 为什么选5381呢? 具体的原因我也不知道, 但是我发现了5381的一些特性:
- Magic Constant 5381:
- 1. odd number
- 2. prime number
- 3. deficient number
- 4. 001/010/100/000/101 b
看了这些, 我有理由相信这个初始值的选定能提供更好的分类.
至于说, 为什么是Times 33而不是Times 其他数字, 在PHP Hash算法的注释中也有一些说明, 希望对有兴趣的同学有用:
- DJBX33A (Daniel J. Bernstein, Times 33 with Addition)
- This is Daniel J. Bernstein's popular `times 33' hash function as
- posted by him years ago on comp.lang.c. It basically uses a function
- like ``hash(i) = hash(i-1) * 33 + str[i]''. This is one of the best
- known hash functions for strings. Because it is both computed very
- fast and distributes very well.
- The magic of number 33, i.e. why it works better than many other
- constants, prime or not, has never been adequately explained by
- anyone. So I try an explanation: if one experimentally tests all
- multipliers between 1 and 256 (as RSE did now) one detects that even
- numbers are not useable at all. The remaining 128 odd numbers
- (except for the number 1) work more or less all equally well. They
- all distribute in an acceptable way and this way fill a hash table
- with an average percent of approx. 86%.
- If one compares the Chi^2 values of the variants, the number 33 not
- even has the best value. But the number 33 and a few other equally
- good numbers like 17, 31, 63, 127 and 129 have nevertheless a great
- advantage to the remaining numbers in the large set of possible
- multipliers: their multiply operation can be replaced by a faster
- operation based on just one shift plus either a single addition
- or subtraction operation. And because a hash function has to both
- distribute good _and_ has to be very fast to compute, those few
- numbers should be preferred and seems to be the reason why Daniel J.
- Bernstein also preferred it.
- -- Ralf S. Engelschall <rse@engelschall.com>