中文分词算法python代码_python实现中文分词FMM算法实例
本文實例講述了python實現中文分詞FMM算法。分享給大家供大家參考。具體分析如下:
FMM算法的最簡單思想是使用貪心算法向前找n個,如果這n個組成的詞在詞典中出現,就ok,如果沒有出現,那么找n-1個...然后繼續下去。假如n個詞在詞典中出現,那么從n+1位置繼續找下去,直到句子結束。
import re
def PreProcess(sentence,edcode="utf-8"):
sentence = sentence.decode(edcode)
sentence=re.sub(u"[。,,!……!《》<>\"'::?\?、\|“”‘';]"," ",sentence)
return sentence
def FMM(sentence,diction,result = [],maxwordLength = 4,edcode="utf-8"):
i = 0
sentence = PreProcess(sentence,edcode)
length = len(sentence)
while i < length:
# find the ascii word
tempi=i
tok=sentence[i:i+1]
while re.search("[0-9A-Za-z\-\+#@_\.]{1}",tok)<>None:
i= i+1
tok=sentence[i:i+1]
if i-tempi>0:
result.append(sentence[tempi:i].lower().encode(edcode))
# find chinese word
left = len(sentence[i:])
if left == 1:
"""go to 4 step over the FMM"""
"""should we add the last one? Yes, if not blank"""
if sentence[i:] <> " ":
result.append(sentence[i:].encode(edcode))
return result
m = min(left,maxwordLength)
for j in xrange(m,0,-1):
leftword = sentence[i:j+i].encode(edcode)
# print leftword.decode(edcode)
if LookUp(leftword,diction):
# find the left word in dictionary
# it's the right one
i = j+i
result.append(leftword)
break
elif j == 1:
"""only one word, add into result, if not blank"""
if leftword.decode(edcode) <> " ":
result.append(leftword)
i = i+1
else:
continue
return result
def LookUp(word,dictionary):
if dictionary.has_key(word):
return True
return False
def ConvertGBKtoUTF(sentence):
return sentence.decode('gbk').encode('utf-8')
dictions = {}
dictions["ab"] = 1
dictions["cd"] = 2
dictions["abc"] = 1
dictions["ss"] = 1
dictions[ConvertGBKtoUTF("好的")] = 1
dictions[ConvertGBKtoUTF("真的")] = 1
sentence = "asdfa好的是這樣嗎vasdiw呀真的daf dasfiw asid是嗎?"
s = FMM(ConvertGBKtoUTF(sentence),dictions)
for i in s:
print i.decode("utf-8")
test = open("test.txt","r")
for line in test:
s = FMM(CovertGBKtoUTF(line),dictions)
for i in s:
print i.decode("utf-8")
運行結果如下:
asdfa
好的
是
這
樣
嗎
vasdiw
呀
真的
daf
dasfiw
asid
是
嗎
?
希望本文所述對大家的Python程序設計有所幫助。
本文標題: python實現中文分詞FMM算法實例
本文地址: http://www.cppcns.com/jiaoben/python/127911.html
總結
以上是生活随笔為你收集整理的中文分词算法python代码_python实现中文分词FMM算法实例的全部內容,希望文章能夠幫你解決所遇到的問題。
- 上一篇: ubuntu 升级python3.8_U
- 下一篇: 有效括号 python_python 有