Simhash算法是Google应用在网页去重中的一个常用算法,在开始讲解Simhash之前,首先需要了解:什么是网页去重?为什么要进行网页去重?如何进行网页去重,其基本框架是什么?
 
网页去重,顾名思义,就是过滤掉重复的网页。统计结果表明,近似重复网页的数量占网页总数量的比例较高,即互联网上有很多的页面内容是完全一样的或是近似一样的(这个不难理解,比如对于某一事件的新闻报道,很多是大同小异的;再比如说文章的转载等等)。基于这一实际情况,所以要进行网页去重。
 
那么如何进行网页去重呢?这就用到了Simhash算法。
去重算法的任务是对海量数据进行处理,通用的网页去重的基本框架如下:
  • 对于给定的文档,首先通过一定的特征抽取手段,从文档中抽取出一系列能够表征文档主体内容的特征集合。这一步的关键点在于,尽可能保留文档的重要信息,抛弃无关紧要的信息。如何判定哪些信息是重要的,哪些是不重要的,属于特征提取相关算法的研究重点。
  • 将文档转换为特征集合后,由于搜索引擎所处理的网页数量数以亿计,为了能够提高计算速度,很多算法会在特征集合的基础上,对信息进一步压缩,采用信息指纹相关算法,将特征集合压缩为新的数据集合(即生成文档指纹),其包含的元素数量远远小于特征集合数量。
  • 把文档压缩为文档指纹后,即可通过相似性计算来判断哪些网页是近似重复页面。
概括的说,就是:(1)特征词提取 --> (2)生成文档指纹 --> (3)相似性计算 
 
流程图如下图所示
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" alt="" width="441" />
  
接下来,我们具体来说说Simhash算法的原理。主要是特征词提取和生成文档指纹这两部分。
  1. 从文档中提取一组能表征文章的特征词,并计算权重,得到pair<特征词xxx,权重w>;(这一部分,详见 TF-IDF算法之关键词提取
  2. 利用hash函数(这个hash函数利用开源实现),将每个特征词映射成为固定长度(比如说64位)的二进制数,即哈希值,得到pair<哈希值,权重>;
  3. 利用权重w 对步骤2产生的二进制序列进行改写,即把权重信息融入二进制序列中,变成一个实数向量。假设步骤2中得到的是<100110, 0.57>,那么经过改写变成了实数向量(0.57,-0.57, -0.57, 0.57, 0.57, -0.57);
  4. 每个特征词都做了步骤3的改写后,对一篇文档中的所有特征词的实数向量进行累加(即对应位置相加),从而获得一个代表整个文档的实数向量。假设最后得到的实数向量是(13, 108, -22, -5, -32, 55)。
  5. 将步骤4得到的实数向量规范化,即将实数向量转换为二进制序列,转换规则为正数变为1,负数变为0。即(13, 108, -22, -5, -32, 55) --> 110001。最终得到的这个二进制序列就是本文档的文档指纹。
 
流程示意图如下:
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" alt="" />
 
计算得到每一篇文档的文档指纹后,我们就要对文档集合中的所有文档进行相似性计算,把雷同的文档过滤掉。那么,怎么进行文档相似性的计算呢?
 
对于文档A,B,其内容的相似性可以通过A,B对应的文档指纹的相似性程度来体现。即,内容越相似,二进制序列对应位置相同的位数就越多。而两个二进制序列之间的差异被称为“海明距离”,海明距离越小,表示两篇文档越相似。一般认为,当海明距离<=3时,两篇文档就被视为雷同。至此,问题就转移至——如何求海明距离?
 
假设文档A的文档指纹是100110,文档B的文档指纹是100011,显然,有两个位置上的数不一样,即海明距离为2。那么,文档A,B的海明距离具体该如何计算呢?
A:100110
B:100011
^     000101  --> 海明距离为2
通过上面的计算,我们可以知道,求海明距离,实际上是先对两个二进制序列进行异或运算(假设运算结果是ret),再对二进制序列ret求其1的个数。至此,问题又转移至——如何求一个二进制序列中"1"的个数?
 
关于”如何求一个二进制序列中"1"的个数“这个问题,在此稍作讲解,这是一个经典而又巧妙的基础算法题。
 
在分析这种算法前,我们先来看看把一个数减1会发生什么神奇的事情?
如果一个整数不等于0,那么该整数的二进制表示中至少有一位是1。
情况1:假设这个数的二进制表示的最右边一位是1,那么经过减1操作后,最后一位变成了0而其他位不变,也就是最后一位相当于做了取反操作,由1变成0;
比如,一个二进制数1001,减1后,得到1000。
情况2:假设这个数的二进制表示的最后一位是0,而它的最右边的‘1’ 位于第m位,那么经过减1操作后,第m位由1变成0,而第m位之后的位取反,第m位之前的位保持不变。比如,一个二进制数1100,减1后,得到1011。
 
在前面两种情况中,我们发现,把一个整数减去1,都是把它最右边的1变成0(假设最右边的 ‘1’ 位于第m位),而第m位右边若还有0的话,把0变成1,第m位左边的位保持不变。接下来,我们把一个整数和它减去1的结果做与运算。如:
a    = 1100
a-1 = 1011
ret = a & (a-1) = 1000
可见,把一个整数a减去1,再和原整数a做与运算,会把该整数a最右边的一个1变成0,那么,一个整数的二进制序列中有多少个1就可以通过这种方式算出来!
 
以下是代码:

int numOf_1(int n) {
  int cnt = 0;
  while(n) {
    ++cnt;
    n = n & (n-1);
  }
  return cnt;
}

至此,Simhash算法就算全部讲完了。
 
【总结】
1、网页去重的基本框架 (1)特征词提取 --> (2)生成文档指纹 --> (3)相似性计算 
2、Simhash算法,将一篇文档转换成二进制序列来表示
3、文档相似性计算-->计算两篇文档的海明距离-->计算二进制序列中"1"的个数
 

参考:
1. 《这就是搜索引擎》 张俊林著
 

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