使用 trie tree 实现 auto-completion

最新推荐文章于 2022-11-28 12:56:52 发布

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本文介绍了一种使用内存Trie数据结构实现自动补全功能的方法。Trie是一种特殊的数据结构，能够有效地存储和检索字符串集合。通过递归地构建Trie节点，可以快速匹配前缀并找到所有可能的字符串完成选项。

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In-Memory Trie

Tries are specialized data structures where a word can be stored as a sequence of characters. Reading the word involves traversing down the branch of the tree. At each node, the possible completions of the partial word can be found by traversing down all possible paths to the leaf level. It seemed ideal for modeling auto-completions, which is why I chose it. A Trie is modelled as a collection of TrieNode objects. A TrieNode is basically the current character and a Map of completions. Here is the code:

// Trie.java
public class Trie {

  private TrieNode rootNode;

  public Trie() {
    super();
    rootNode = new TrieNode(' ');
  }

  public void load(String phrase) {
    loadRecursive(rootNode, phrase + "$");
  }

  private void loadRecursive(TrieNode node, String phrase) {
    if (StringUtils.isBlank(phrase)) {
      return;
    }
    char firstChar = phrase.charAt(0);
    node.add(firstChar);
    TrieNode childNode = node.getChildNode(firstChar);
    if (childNode != null) {
      loadRecursive(childNode, phrase.substring(1));
    }
  }

  public boolean matchPrefix(String prefix) {
    TrieNode matchedNode = matchPrefixRecursive(rootNode, prefix);
    return (matchedNode != null);
  }

  private TrieNode matchPrefixRecursive(TrieNode node, String prefix) {
    if (StringUtils.isBlank(prefix)) {
      return node;
    }
    char firstChar = prefix.charAt(0);
    TrieNode childNode = node.getChildNode(firstChar);
    if (childNode == null) {
      // no match at this char, exit
      return null;
    } else {
      // go deeper
      return matchPrefixRecursive(childNode, prefix.substring(1));
    }
  }

  public List<String> findCompletions(String prefix) {
    TrieNode matchedNode = matchPrefixRecursive(rootNode, prefix);
    List<String> completions = new ArrayList<String>();
    findCompletionsRecursive(matchedNode, prefix, completions);
    return completions;
  }

  private void findCompletionsRecursive(TrieNode node, String prefix, List<String> completions) {
    if (node == null) {
      // our prefix did not match anything, just return
      return;
    }
    if (node.getNodeValue() == '$') {
      // end reached, append prefix into completions list. Do not append
      // the trailing $, that is only to distinguish words like ann and anne
      // into separate branches of the tree.
      completions.add(prefix.substring(0, prefix.length() - 1));
      return;
    }
    Collection<TrieNode> childNodes = node.getChildren();
    for (TrieNode childNode : childNodes) {
      char childChar = childNode.getNodeValue();
      findCompletionsRecursive(childNode, prefix + childChar, completions);
    }
  }

  public String toString() {
    return "Trie:" + rootNode.toString();
  }
}

// TrieNode.java
public class TrieNode {

  private Character character;
  private HashMap<Character,TrieNode> children;

  public TrieNode(char c) {
    super();
    this.character = new Character(c);
    children = new HashMap<Character,TrieNode>();
  }

  public char getNodeValue() {
    return character.charValue();
  }

  public Collection<TrieNode> getChildren() {
    return children.values();
  }

  public Set<Character> getChildrenNodeValues() {
    return children.keySet();
  }

  public void add(char c) {
    if (children.get(new Character(c)) == null) {
      // children does not contain c, add a TrieNode
      children.put(new Character(c), new TrieNode(c));
    }
  }

  public TrieNode getChildNode(char c) {
    return children.get(new Character(c));
  }

  public boolean contains(char c) {
    return (children.get(new Character(c)) != null);
  }

  public int hashCode() {
    return character.hashCode();
  }

  public boolean equals(Object obj) {
    if (!(obj instanceof TrieNode)) {
      return false;
    }
    TrieNode that = (TrieNode) obj;
    return (this.getNodeValue() == that.getNodeValue());
  }

  public String toString() {
    return ReflectionToStringBuilder.reflectionToString(this, ToStringStyle.DEFAULT_STYLE);
  }
}