欢迎您访问程序员文章站本站旨在为大家提供分享程序员计算机编程知识!
您现在的位置是: 首页  >  Java

Java实现AC自动机全文检索示例

程序员文章站 2022-05-05 13:53:00
...
第一步,构建Trie树,定义Node类型:
/**
 * Created by zhaoyy on 2017/2/7.
 */
interface Node {
 
  char value();
 
  boolean exists();
 
  boolean isRoot();
 
  Node parent();
 
  Node childOf(char c);
 
  Node fail();
 
  void setFail(Node node);
 
  void setExists(boolean exists);
 
  void add(Node child);
 
  List<Node> children();
}

第二步,实现两种Node,如果词汇全是可打印的ASCII字符,就采用AsciiNode,否则(比如包含汉字),使用基于hash表的MapNode;这两种Node均集成自AbstractNode:

/**
 * Created by zhaoyy on 2017/2/8.
 */
abstract class AbstractNode implements Node {
 
  private static final char EMPTY = '\0';
  private final char value;
  private final Node parent;
  private boolean exists;
  private Node fail;
 
  public AbstractNode(Node parent, char value) {
    this.parent = parent;
    this.value = value;
    this.exists = false;
    this.fail = null;
  }
 
  public AbstractNode() {
    this(null, EMPTY);
  }
 
 
  private static String tab(int n) {
    StringBuilder builder = new StringBuilder();
    for (int i = 0; i < n; i++) {
      builder.append('\t');
    }
    return builder.toString();
  }
 
  private static String toString(Node node, int depth) {
    StringBuilder builder = new StringBuilder();
    String tab = tab(depth);
    Node fail = node.fail();
    Node parent = node.parent();
    builder
        .append(tab)
        .append('<')
        .append(node.value())
        .append(" exists=\"")
        .append(node.exists())
        .append('"')
        .append(" parent=\"")
        .append(parent == null ? "null" : parent.value())
        .append('"')
        .append(" fail=\"")
        .append(fail == null ? "null" : fail.value())
        .append("\">\r\n");
    for (Node child : node.children())
      builder.append(toString(child, depth + 1));
    builder
        .append(tab)
        .append("</")
        .append(node.value())
        .append(">\r\n");
 
    return builder.toString();
  }
 
  @Override
  public char value() {
    return value;
  }
 
 
  @Override
  public boolean exists() {
    return exists;
  }
 
  @Override
  public boolean isRoot() {
    return value == EMPTY;
  }
 
  @Override
  public Node parent() {
    return parent;
  }
 
  @Override
  public Node fail() {
    return fail;
  }
 
  @Override
  public void setFail(Node node) {
    this.fail = node;
  }
 
  @Override
  public void setExists(boolean exists) {
    this.exists = exists;
  }
 
  @Override
  public String toString() {
    return toString(this, 0);
  }
}
 
/////////////////////////////////////////////////////////////////////////////////////////////
 
/**
 * Created by zhaoyy on 2017/2/8.
 */
final class AsciiNode extends AbstractNode implements Node {
 
 
  private static final char FROM = 32;
  private static final char TO = 126;
  private final Node[] children;
 
 
  public AsciiNode() {
    super();
    this.children = new Node[TO - FROM + 1];
  }
 
  public AsciiNode(Node parent, char value) {
    super(parent, value);
    this.children = new Node[TO - FROM + 1];
  }
 
  @Override
  public Node childOf(char c) {
    if (c >= FROM && c <= TO)
      return children[(int) c - FROM];
    else return null;
  }
 
  @Override
  public void add(Node child) {
    int index = (int) child.value();
    children[index - FROM] = child;
  }
 
  @Override
  public List<Node> children() {
    List<Node> nodes = new ArrayList<Node>();
    for (Node child : children)
      if (child != null)
        nodes.add(child);
    return nodes;
  }
}
 
 
//////////////////////////////////////////////////////////////////////////////////////////////
 
/**
 * Created by zhaoyy on 2017/2/8.
 */
final class MapNode extends AbstractNode implements Node {
 
  private final Map<Character, Node> children;
 
  public MapNode() {
    super();
    this.children = new HashMap<Character, Node>();
  }
 
  public MapNode(Node parent, char value) {
    super(parent, value);
    this.children = new HashMap<Character, Node>();
  }
 
  @Override
  public Node childOf(char c) {
    return children.get(c);
  }
 
  @Override
  public void add(Node child) {
    children.put(child.value(), child);
  }
 
  @Override
  public List<Node> children() {
    List<Node> nodes = new ArrayList<Node>();
    nodes.addAll(children.values());
    return nodes;
  }
}

第三步,

首先定义一个Node构造器:

/**
 * Created by zhaoyy on 2017/2/8.
 */
public interface NodeMaker {
 
  Node make(Node parent, char value);
 
  Node makeRoot();
}

然后构建AC自动机,实现创建及查找方法:

/**
 * Created by zhaoyy on 2017/2/7.
 */
public final class WordTable {
 
  private final Node root;
 
 
  private WordTable(Collection<? extends CharSequence> words, NodeMaker maker) {
    Node root = buildTrie(words, maker);
    setFailNode(root);
    this.root = root;
  }
 
  public static WordTable compile(Collection<? extends CharSequence> words) {
    if (words == null || words.isEmpty())
      throw new IllegalArgumentException();
    final NodeMaker maker;
    if (isAscii(words))
      maker = new NodeMaker() {
        @Override
        public Node make(Node parent, char value) {
          return new AsciiNode(parent, value);
        }
 
        @Override
        public Node makeRoot() {
          return new AsciiNode();
        }
      };
    else maker = new NodeMaker() {
      @Override
      public Node make(Node parent, char value) {
        return new MapNode(parent, value);
      }
 
      @Override
      public Node makeRoot() {
        return new MapNode();
      }
    };
    return new WordTable(words, maker);
  }
 
  private static boolean isAscii(Collection<? extends CharSequence> words) {
    for (CharSequence word : words) {
      int len = word.length();
      for (int i = 0; i < len; i++) {
        int c = (int) word.charAt(i);
        if (c < 32 || c > 126)
          return false;
      }
    }
    return true;
  }
 
  private static Node buildTrie(Collection<? extends CharSequence> sequences, NodeMaker maker) {
    Node root = maker.makeRoot();
    for (CharSequence sequence : sequences) {
      int len = sequence.length();
      Node current = root;
      for (int i = 0; i < len; i++) {
        char c = sequence.charAt(i);
        Node node = current.childOf(c);
        if (node == null) {
          node = maker.make(current, c);
          current.add(node);
        }
        current = node;
        if (i == len - 1)
          node.setExists(true);
      }
    }
    return root;
  }
 
  private static void setFailNode(final Node root) {
    root.setFail(null);
    Queue<Node> queue = new LinkedList<Node>();
    queue.add(root);
    while (!queue.isEmpty()) {
      Node parent = queue.poll();
      Node temp;
      for (Node child : parent.children()) {
        if (parent.isRoot())
          child.setFail(root);
        else {
          temp = parent.fail();
          while (temp != null) {
            Node node = temp.childOf(child.value());
            if (node != null) {
              child.setFail(node);
              break;
            }
            temp = temp.fail();
          }
          if (temp == null)
            child.setFail(root);
        }
        queue.add(child);
      }
    }
  }
 
 
  public boolean findAnyIn(CharSequence cs) {
    int len = cs.length();
    Node node = root;
    for (int i = 0; i < len; i++) {
      Node next = node.childOf(cs.charAt(i));
      if (next == null) {
        next = node.fail();
        if (next == null) {
          node = root;
          continue;
        }
      }
      if (next.exists())
        return true;
    }
 
    return false;
  }
 
  public List<MatchInfo> search(CharSequence cs) {
    if (cs == null || cs.length() == 0)
      return Collections.emptyList();
    List<MatchInfo> result = new ArrayList<MatchInfo>();
    int len = cs.length();
    Node node = root;
    for (int i = 0; i < len; i++) {
      Node next = node.childOf(cs.charAt(i));
      if (next == null) {
        next = node.fail();
        if (next == null) {
          node = root;
          continue;
        }
      }
      if (next.exists()) {
        MatchInfo info = new MatchInfo(i, next);
        result.add(info);
        node = root;
        continue;
      }
      node = next;
    }
    return result;
  }
 
  @Override
  public String toString() {
    return root.toString();
  }
}

定义一个保存查找结果的实体:

/**
 * Created by zhaoyy on 2017/2/7.
 */
public final class MatchInfo {
 
  private final int index;
  private final String word;
 
  public MatchInfo(int index, String word) {
    this.index = index;
    this.word = word;
  }
 
  public MatchInfo(int index, Node node) {
    StringBuilder builder = new StringBuilder();
    while (node != null) {
      if (!node.isRoot())
        builder.append(node.value());
      node = node.parent();
    }
    String word = builder.reverse().toString();
    this.index = index + 1 - word.length();
    this.word = word;
  }
 
 
  public int getIndex() {
    return index;
  }
 
  public String getWord() {
    return word;
  }
 
  @Override
  public String toString() {
    return index + ":" + word;
  }
}

第四步,调用Demo:

public static void main(String[] args) {
    List<String> list = Arrays.asList("say", "her", "he", "she", "shr", "alone");
    WordTable table = WordTable.compile(list);
    System.out.println(table);
    System.out.println(table.search("1shesaynothingabouthislivinghimalone"));
  }

以下是输出结果:

< exists="false" parent="null" fail="null">
 <s exists="false" parent=" " fail=" ">
 <a exists="false" parent="s" fail="a">
  <y exists="true" parent="a" fail=" ">
  </y>
 </a>
 <h exists="false" parent="s" fail="h">
  <e exists="true" parent="h" fail="e">
  </e>
  <r exists="true" parent="h" fail=" ">
  </r>
 </h>
 </s>
 <h exists="false" parent=" " fail=" ">
 <e exists="true" parent="h" fail=" ">
  <r exists="true" parent="e" fail=" ">
  </r>
 </e>
 </h>
 <a exists="false" parent=" " fail=" ">
 &lt;l exists="false" parent="a" fail=" ">
  <o exists="false" parent="l" fail=" ">
  <n exists="false" parent="o" fail=" ">
   <e exists="true" parent="n" fail=" ">
   </e>
  </n>
  </o>
 &lt;/l>
 </a>
</ >
 
[1:she, 4:say, 31:alone]

以上就是本文的全部内容,希望对大家的学习有所帮助,也希望大家多多支持PHP中文网。

更多Java实现AC自动机全文检索示例相关文章请关注PHP中文网!

相关标签: java 检索