深度解析Word2vec
Word2vec 本质上是一种降维操作——把词语从 one-hot encoder 形式的表示降维到 Word2vec 形式的表示,即Distributed Representation。也就是,通过Embedding把原先词所在空间映射到一个新的空间中去,使得语义上相似的单词在该空间内距离相近。
Distributed Representation最早是Hinton于1986年提出,基本思想是:通过训练将某种语言中的每一个词映射成一个固定长度的短向量,所有这些向量构成一个词向量空间,而每一向量则可视为该空间中的一个点,在这个空间上引入“距离”,将可以根据词之间的距离来判断它们之间的相似性了。为什么叫Distributed Representation?相对于one-hot representation,向量中只有一个非零分量,非常集中;而对于Distributed Representation向量中有大量非零向量,相对分散,将词的信息分布到各个分量中去了。这一点,跟并行计算里的分布式并行很像。
关于word2vec的理论知识,建议配合Paper Reading:word2vec Parameter Learning Explained更佳。
word2vec主要有两个重要模型——CBOW模型和Skip-gram模型。由图可见,两个模型都包括三层:输入层、投影层和输出层。前者是在已知当前词\(w_t\)的上下文\(w_{t-2},w_{t-1},w_{t+1},w_{t+2}\)的前提下预测当前词\(w_t\);而后者恰恰相反,是在已知当前词\(w_t\)的前提下,预测其上下文\(w_{t-2},w_{t-1},w_{t+1},w_{t+2}\)。
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" alt="word2vec">
训练word2vec的过程中还有很多工程技巧,比如用negative sampling或Hierarchical Softmax减少词汇空间过大带来的计算量,对高频词汇进行降采样避免对于这些低信息词汇的无谓计算等。
CBOW
这里主要介绍基于Hierarchical Softmax的CBOW模型。其输入层包含Context(w)中2c个词的词向量;投影层将输入层的2c个向量做求和累加;输出层对应一颗二叉树,它是以语料中出现的词当叶子节点,以各词在语料中出现的次数当权值构造出来的Huffman树。
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" alt="CBOW">
梯度计算
为了后续方便描述问题,首先对 CBOW 模型中用到的符号做一个统一的说明:
- \(p^w\):从跟结点出发到达\(w\)对应叶子结点的路径。
- \(l^w\):路径\(p^w\)中包含结点的个数。
- \(p_1^w,p_2^w,...,p_l^w\):路径\(p^w\)中的\(l^w\)个结点,其中\(p_1^w\)表示根节点,\(p_l^w\)表示词\(w\)对应的结点。
- \(d_2^w,d_3^w,...,d_l^w\):词\(w\)的Huffman编码,它由\(l^w-1位编码构成,\)d_jw$表示路径$pw$中第j个结点对应的编码(根节点不对应编码)。
- \(\theta_1^w,\theta_2^w,...,\theta_l^w\):路径\(p^w\)中非叶子结点对应的向量,\(\theta_j^w\)表示路径\(p^w\)中第j个非叶子结点对应的向量。
具体推导见参考。
Skip-gram
Skip-gram也包括三层:输入层只含当前样本的中心词\(w\)的词向量\(v(w)\);投影层是一个恒等投影,主要是方便和CBOW模型的网络结构最对比;输出层也是一颗Huffman树。
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" 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梯度计算
具体推导见参考。
Hierarchical Softmax
层次softmax,即构建一棵Huffman树,树的每个叶子节点是词,非叶子节点是一个个的label,从根节点出发,经过分类分到左子节点或者右子节点,然后在子节点继续分类,看是到下一层的左节点还是右节点,直到最终到达叶子结点,也就是具体的词,经过的所有节点的label合起来,就是Huffman编码。在word2vec中,我们采用了二元逻辑回归的方法,即规定沿着左子树走,那么就是负类(霍夫曼树编码1),沿着右子树走,那么就是正类(霍夫曼树编码0)。判别正类和负类的方法是使用sigmoid函数,即:
\]
层次softmax本质是把 N 分类问题变成 log(N)次二分类。
negative sampling
negative sampling目的是用来提高训练速度并改善所得词向量的质量。它利用相对简单的随机负采样,能大幅度提高性能。
那么如何进行负采样呢?词典中的词在语料中出现的次数有高有低,对于那些高频词,被选为负样本的概率就应该比较大,反之,对于那些低频词,其被选中的概率就应该比较小。本质上这是一个带权采样问题。word2vec中的采样的方法并不复杂,如果词汇表的大小为\(V\),那么我们就将一段长度为1的线段分成\(V\)份,每份对应词汇表中的一个词。当然每个词对应的线段长度是不一样的,高频词对应的线段长,低频词对应的线段短。每个词\(w\)的线段长度由下式决定:
\]
在word2vec中,分子和分母都取了3/4次幂如下:
\]
在采样前,我们将这段长度为1的线段划分成\(M\)等份,这里\(M>>V\),这样可以保证每个词对应的线段都会划分成对应的小块。而\(M\)份中的每一份都会落在某一个词对应的线段上。在采样的时候,我们只需要从\(M\)个位置中采样出\(neg\)个位置就行,此时采样到的每一个位置对应到的线段所属的词就是我们的负例词。在word2vec中,\(M\)取值默认为\(10^8\)。
negative sampling本质是预测总体类别的一个子集。
实战
这里主要介绍在python中gensim包的适用以及其主要参数。
from gensim.models import word2vec
在gensim中,word2vec 相关的API都在包gensim.models.word2vec中。和算法有关的参数都在类gensim.models.word2vec.Word2Vec中。算法需要注意的参数有:
- sentences: 我们要分析的语料,可以是一个列表,或者从文件中遍历读出。后面我们会有从文件读出的例子。
- size: 词向量的维度,默认值是100。这个维度的取值一般与我们的语料的大小相关,如果是不大的语料,比如小于100M的文本语料,则使用默认值一般就可以了。如果是超大的语料,建议增大维度。
- window:即词向量上下文最大距离,这个参数在我们的算法原理篇中标记为cc,window越大,则和某一词较远的词也会产生上下文关系。默认值为5。在实际使用中,可以根据实际的需求来动态调整这个window的大小。如果是小语料则这个值可以设的更小。对于一般的语料这个值推荐在[5,10]之间。
- sg: 即我们的word2vec两个模型的选择了。如果是0, 则是CBOW模型,是1则是Skip-Gram模型,默认是0即CBOW模型。
- hs: 即我们的word2vec两个解法的选择了,如果是0, 则是Negative Sampling,是1的话并且负采样个数negative大于0, 则是Hierarchical Softmax。默认是0即Negative Sampling。
- negative:即使用Negative Sampling时负采样的个数,默认是5。推荐在[3,10]之间。这个参数在我们的算法原理篇中标记为neg。
- cbow_mean: 仅用于CBOW在做投影的时候,为0,则算法中的xwxw为上下文的词向量之和,为1则为上下文的词向量的平均值。在我们的原理篇中,是按照词向量的平均值来描述的。个人比较喜欢用平均值来表示xwxw,默认值也是1,不推荐修改默认值。
- min_count:需要计算词向量的最小词频。这个值可以去掉一些很生僻的低频词,默认是5。如果是小语料,可以调低这个值。
- iter: 随机梯度下降法中迭代的最大次数,默认是5。对于大语料,可以增大这个值。
- alpha: 在随机梯度下降法中迭代的初始步长。算法原理篇中标记为ηη,默认是0.025。
- min_alpha: 由于算法支持在迭代的过程中逐渐减小步长,min_alpha给出了最小的迭代步长值。随机梯度下降中每轮的迭代步长可以由iter,alpha, min_alpha一起得出。这部分由于不是word2vec算法的核心内容,因此在原理篇我们没有提到。对于大语料,需要对alpha, min_alpha,iter一起调参,来选择合适的三个值。
常用用法:
- 找出某一个词向量最相近的词集合
model.wv.similar_by_word('沙瑞金'.decode('utf-8'), topn =100) - 看两个词向量的相近程度
model.wv.similarity('沙瑞金'.decode('utf-8'), '高育良'.decode('utf-8')) - 找出不同类的词
model.wv.doesnt_match(u"沙瑞金 高育良 李达康 刘庆祝".split())
总结
在word2vec诞生之后,embedding的思想迅速从NLP领域扩散到几乎所有机器学习的领域,我们既然可以对一个序列中的词进行embedding,那自然可以对用户购买序列中的一个商品,用户观看序列中的一个电影进行embedding。而广告、推荐、搜索等领域用户数据的稀疏性几乎必然要求在构建DNN之前对user和item进行embedding后才能进行有效的训练。
具体来讲,如果item存在于一个序列中,item2vec的方法与word2vec没有任何区别。而如果我们摒弃序列中item的空间关系,在原来的目标函数基础上,自然是不存在时间窗口的概念了,取而代之的是item set中两两之间的条件概率。
Q&A
什么是embedding?为什么说embedding是深度学习的基本操作?
Embedding是用一个低维的向量表示一个物体,可以是一个词,或是一个商品,或是一个电影等等。这个Embedding向量的性质是能使距离相近的向量对应的物体有相近的含义,
Embedding能够用低维向量对物体进行编码还能保留其含义的特点非常适合深度学习。在传统机器学习模型构建过程中,我们经常使用one hot encoding对离散特征,特别是id类特征进行编码,但由于one hot encoding的维度等于物体的总数,这样的编码方式对于商品来说是极端稀疏的,甚至用multi hot encoding对用户浏览历史的编码也会是一个非常稀疏的向量。而深度学习的特点以及工程方面的原因使其不利于稀疏特征向量的处理。
为什么说深度学习的特点不适合处理特征过于稀疏的样本?
1、稀疏编码带来的全连接层参数爆炸,特征过于稀疏会导致整个网络收敛过慢,
2、因为每次更新只有极少数的权重会得到更新。这在样本有限的情况下几乎会导致模型不收敛。
Word2Vec中为什么使用负采样?
1.加速了模型计算。负采样的核心思想是:计算目标单词和窗口中的单词的真实单词对“得分”,再加一些“噪声”,即词表中的随机单词和目标单词的“得分”。放弃softmax函数,采用sigmoid函数,这样就不存在先求一遍窗口中所有单词的‘“得分”的情况了。
2.保证了模型训练的效果,其一模型每次只需要更新采样的词的权重,不用更新所有的权重,那样会很慢,其二中心词其实只跟它周围的词有关系,位置离着很远的词没有关系,也没必要同时训练更新。
word2vec中的负例采样为什么可以得到和softmax一样的效果?
softmax归一化因词表大而复杂度高,理论上NCE近似softmax。而负采样又是NCE的特例。实际中负采样数很少,因此近似NCE,又近似softmax,而且负采样公式更简单而被广泛运用。负采样在保证精读的前提下,提升了训练速度,很多大规模分布式模型训练的银弹。
word2vec实现
万物皆Embedding
秒懂词向量Word2vec的本质
word2vec 中的数学原理详解
word2vec原理 CBOW与Skip-Gram模型基础
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