非確定有限狀態自動機的構建(一)——NFA的定義和實現


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非確定有限狀態自動機(Nondeterministic Finite Automata,NFA)由以下元素組成:

  1. 一個有限的狀態集合S
  2. 一個輸入符號集合Sigma,並且架設空字符epsilon不屬於Sigma
  3. 一個狀態遷移函數,對於所給的每一個狀態和每一個屬於Sigma或{epsilon}的符號,輸出遷移狀態的集合。
  4. 一個S中的狀態s0作為開始狀態(初始狀態)
  5. S的一個子集F,作為接受狀態(結束狀態)
例如,我們給定:
  1. S={s0, s1, s2, s3, s4}
  2. Sigma={a, b}
  3. 狀態遷移函數T,且T(s0, a} = {s1}, T(s1, a) = {s2}, T(s2, b) = {s3}, T(s3, b) = {s4}
  4. s0為開始狀態
  5. {s4}為接受狀態
這樣我們就得到一個很簡單的NFA,它可以用圖來表示,如下圖圖1:


NFA是一個識別器,例如圖1所示的NFA,我們從狀態s0開始,按順序輸入aabb,在輸入第一個符號a之后,狀態將從s0遷移到s1,輸入第二個符號a之后,狀態遷移到s2,輸入第三個符號b之后,狀態遷移到s3,輸入第四個符號b之后,狀態遷移到s4,而s4是接收狀態,也就是說對我們剛才輸入的aabb字符串說yes,表明本NFA識別了所輸入的字符串。
所謂非確定,是指在某個狀態輸入同一個符號,狀態可以遷移到不同的下一個狀態,例如圖2,在s0處輸入字符a,狀態既可以遷移為s1,也可以遷移為s3,准確的說是狀態遷移到了{s1,s3},因此圖2所示的NFA能夠接受的字符串包括aa和ab。
另外,NFA的特點還在於空符號也能進行狀態遷移,例如圖3的s0,不需要任何輸入字符就可以遷移到s1,因此圖3的NFA可以識別的語言為*a*b,即0到任意多個a,接着0到任意多個b。

NFA可以識別的語言與正則表達式所表達的語言是等價的,參考 http://en.wikipedia.org/wiki/Nondeterministic_finite_automaton
那么,NFA如何實現呢?我們先來看看NFA狀態節點的一種實現:
/*
    This file is one of the component a Context-free Grammar Parser Generator,
    which accept a piece of text as the input, and generates a parser
    for the inputted context-free grammar.
    Copyright (C) 2013, Junbiao Pan (Email: panjunbiao@gmail.com)

    This program is free software: you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    any later version.

    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.

    You should have received a copy of the GNU General Public License
    along with this program.  If not, see <http://www.gnu.org/licenses/>.
 */

package automata;

import java.util.*;

public class NFAState implements Comparable<NFAState> {
    private static int COUNT = 0;

    //狀態標識,每個NFA狀態節點都有唯一的數值標識
    private int id;

    public int getId() { return this.id; }

    //在創建NFA狀態對象的時候,通過靜態變量生成唯一標識
    public NFAState() {
        this.id = COUNT ++;
    }

    //遷移函數,由於遷移函數需要兩個輸入:當前狀態和輸入符號,因此在一個狀態對象內部,
    //遷移函數都是針對本對象的,只需要輸入符號就可以了,這里通過Map接口實現遷移函數
    protected Map<Integer, Set<NFAState>> transition = new HashMap<Integer, Set<NFAState>>();
    public Map<Integer, Set<NFAState>> getTransition() { return this.transition; }

    //空字符遷移函數,即從當前節點經過空字符輸入所能夠到達的下一個狀態節點
    protected Set<NFAState> epsilonTransition = new HashSet<NFAState>();
    public Set<NFAState> getEpsilonTransition() { return this.epsilonTransition; }

    //向遷移函數添加一個映射,不給定下一個狀態節點
    public NFAState addTransit(int input) {
        return addTransit(input, new NFAState());
    }

    //向遷移函數添加一個映射,給定下一個狀態節點
    public NFAState addTransit(int input, NFAState next) {
        Set<NFAState> states = this.transition.get(input);
        if (states == null) {
            states = new HashSet<NFAState>();
            this.transition.put(input, states);
        }
        states.add(next);
        return next;
    }

    //向遷移函數添加一個映射,不給定下一個狀態節點
    public NFAState addTransit(char input) {
        return addTransit(input, new NFAState());
    }

    //向遷移函數添加一個映射,給定下一個狀態節點
    //假定我們的上下文無關文法是大小寫不敏感的,當輸入字符是char類型並且是字母時,
    //生成大寫字母和小寫字母兩個映射
    public NFAState addTransit(char input, NFAState next) {
        if (Character.isLetter(input)) {
            this.addTransit((int) (Character.toUpperCase(input)), next);
            this.addTransit((int)(Character.toLowerCase(input)), next);
            return next;
        }
        this.addTransit((int)input, next);
        return next;
    }

    //添加一個空字符的映射
    public NFAState addTransit(NFAState next) {
        this.epsilonTransition.add(next);
        return next;
    }

    //返回遷移函數
    public Set<NFAState> getTransition(int input) {
        return this.transition.get(input);
    }

}
再來看看NFA的實現:
/*
    This file is one of the component a Context-free Grammar Parser Generator,
    which accept a piece of text as the input, and generates a parser
    for the inputted context-free grammar.
    Copyright (C) 2013, Junbiao Pan (Email: panjunbiao@gmail.com)

    This program is free software: you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    any later version.

    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.

    You should have received a copy of the GNU General Public License
    along with this program.  If not, see <http://www.gnu.org/licenses/>.
 */

package automata;

import java.util.*;

import abnf.CharVal;
import abnf.NumVal;
import abnf.AbnfParser;
import abnf.RangedNumVal;
import abnf.Repeat;
import abnf.Repetition;
import abnf.Rule;
import abnf.RuleName;

public class NFA {
    //開始狀態startState
    private NFAState startState = null;
    public NFAState getStartState() { return startState; }

    //接收狀態acceptingStates
    private Set<NFAState> acceptingStates = new HashSet<NFAState>();
    public Set<NFAState> getAcceptingStates() { return acceptingStates; }
    public boolean accept(NFAState state) {
        return this.acceptingStates.contains(state);
    }
    public void addAcceptingState(NFAState state) {
        this.acceptingStates.add(state);
    }

    public NFA() {
        this(new NFAState(), new NFAState());
    }

    public NFA(NFAState startState) {
        this(startState, new NFAState());
    }

    public NFA(NFAState startState, NFAState acceptingState) {
        this.startState = startState;
        this.addAcceptingState(acceptingState);
    }

    //在上面的NFAState類實現中,新的狀態節點是在添加遷移映射的過程中生成的,
    //這個過程中NFA並沒有介入,因此NFA類不能直接得到狀態集S的成員
    //而是需要從狀態startState開始,不斷迭代找出所有的狀態節點
    protected void getStateSet(NFAState current, Set<NFAState> states) {
        if (states.contains(current)) return;
        states.add(current);

        Iterator<NFAState> it;

        it = current.getNextStates().iterator();
        while (it.hasNext()) {
            this.getStateSet(it.next(), states);
        }

        it = current.getEpsilonTransition().iterator();
        while (it.hasNext()) {
            this.getStateSet(it.next(), states);
        }

    }

    public Set<NFAState> getStateSet() {
        Set<NFAState> states = new HashSet<NFAState>();
        this.getStateSet(this.getStartState(), states);
        return states;
    }

}

這樣,我們可以從NFA類中獲得一個NFA的開始狀態startState和接受狀態集合acceptingStates,在每一個狀態節點NFAState中可以獲得狀態遷移函數,因此NFA所定義的各個元素都實現了。


 

 

 


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