使用Trie的自动完成功能
我们有一个Trie,当用户输入一个字符时,我们必须显示匹配的字符串Trie。我们称其为自动完成功能。例如,如果Trie包含“xyzzzz”,“xyz”,“xxxyyxzzz”,并且当用户输入xy时,我们必须向他们显示xyzzzz,xyz等。
实现结果的步骤。
使用标准Trie算法搜索字符串。
如果字符串不存在,则返回-1。
如果该字符串存在并且是Trie中单词的结尾,则打印该字符串。
如果匹配的字符串没有任何节点,则返回。
否则打印所有节点。
让我们开始编码。
# class for Trie Node
class TrieNode():
def __init__(self):
# initialising trie node
self.trie_node = {}
self.last_node = False
class Trie():
def __init__(self):
# initialising the trie
self.root = TrieNode()# list to store the words
self.words = []
def create_trie(self, keys):
# creating the Trie using data
for key in keys:
# inserting one key to the trie
self.insert_node(key)
def insert_node(self, key):
node = self.root
for obj in list(key):
if not node.trie_node.get(obj):
# creating a TrieNode
node.trie_node[obj] = TrieNode() node = node.trie_node[obj]
# making leaf node
node.last_node = True
def search(self, key):
# searching for the key
node = self.root
is_found = True
for obj in list(key):
if not node.trie_node.get(obj):
is_found = False
break
node = node.trie_node[obj]
return node and node.last_node and is_found
def matches(self, node, word):
if node.last_node:
self.words.append(word)
for obj, n in node.trie_node.items():
self.matches(n, word + obj)
def show_auto_completion(self, key):
node = self.root
is_found = False
temp = ''
for obj in list(key):
# checking the word
if not node.trie_node.get(obj):
is_found = True
break
temp += obj
node = node.trie_node[obj]
if is_found:
return 0
elif node.last_node and not node.trie_node:
return -1
self.matches(node, temp)
for string in self.words:
print(string)
return 1
# data for the Trie
strings = ["xyz", "xyzzzz", "xyabad", "xyyy", "abc", "abbccc", "xyx", "xyxer",
a"]
# word for auto completion
string = "xy"
status = ["Not found", "Found"]
# instantiating Trie class
trie = Trie()# creating Trie using the strings
trie.create_trie(strings)
# getting the auto completion words for the string from strings
result = trie.show_auto_completion(string)
if result == -1 or result == 0:
print("No matches")如果运行上面的代码,您将得到以下结果。
xyz xyzzzz xyabad xyyy xyx xyxer