纪念一下自己的Coursera Princeton Algorithm的课程第一个assignment

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今天终于完成了第一个Union-Find的assignment,之前觉得特别的难,可是最后自己也搞定了。而且是100%满分。

自己后来plot了一下自己的分数,也许这就是学习曲线吧。刚开始不会,到后来中期显著提高,但是要到100%,那就要经历更多的波折,甚至是下降都有可能。最后才能达到100%满分。

我觉得最有用的还是下面这段源代码:

/******************************************************************************
 *  Compilation:  javac WeightedQuickUnionUF.java
 *  Execution:  java WeightedQuickUnionUF < input.txt
 *  Dependencies: StdIn.java StdOut.java
 *  Data files:   https://algs4.cs.princeton.edu/15uf/tinyUF.txt
 *                https://algs4.cs.princeton.edu/15uf/mediumUF.txt
 *                https://algs4.cs.princeton.edu/15uf/largeUF.txt
 *
 *  Weighted quick-union (without path compression).
 *
 ******************************************************************************/

package edu.princeton.cs.algs4;

/**
 *  The {@code WeightedQuickUnionUF} class represents a <em>union–find data type</em>
 *  (also known as the <em>disjoint-sets data type</em>).
 *  It supports the <em>union</em> and <em>find</em> operations,
 *  along with a <em>connected</em> operation for determining whether
 *  two sites are in the same component and a <em>count</em> operation that
 *  returns the total number of components.
 *  <p>
 *  The union–find data type models connectivity among a set of <em>n</em>
 *  sites, named 0 through <em>n</em>–1.
 *  The <em>is-connected-to</em> relation must be an 
 *  <em>equivalence relation</em>:
 *  <ul>
 *  <li> <em>Reflexive</em>: <em>p</em> is connected to <em>p</em>.
 *  <li> <em>Symmetric</em>: If <em>p</em> is connected to <em>q</em>,
 *       then <em>q</em> is connected to <em>p</em>.
 *  <li> <em>Transitive</em>: If <em>p</em> is connected to <em>q</em>
 *       and <em>q</em> is connected to <em>r</em>, then
 *       <em>p</em> is connected to <em>r</em>.
 *  </ul>
 *  <p>
 *  An equivalence relation partitions the sites into
 *  <em>equivalence classes</em> (or <em>components</em>). In this case,
 *  two sites are in the same component if and only if they are connected.
 *  Both sites and components are identified with integers between 0 and
 *  <em>n</em>–1. 
 *  Initially, there are <em>n</em> components, with each site in its
 *  own component.  The <em>component identifier</em> of a component
 *  (also known as the <em>root</em>, <em>canonical element</em>, <em>leader</em>,
 *  or <em>set representative</em>) is one of the sites in the component:
 *  two sites have the same component identifier if and only if they are
 *  in the same component.
 *  <ul>
 *  <li><em>union</em>(<em>p</em>, <em>q</em>) adds a
 *      connection between the two sites <em>p</em> and <em>q</em>.
 *      If <em>p</em> and <em>q</em> are in different components,
 *      then it replaces
 *      these two components with a new component that is the union of
 *      the two.
 *  <li><em>find</em>(<em>p</em>) returns the component
 *      identifier of the component containing <em>p</em>.
 *  <li><em>connected</em>(<em>p</em>, <em>q</em>)
 *      returns true if both <em>p</em> and <em>q</em>
 *      are in the same component, and false otherwise.
 *  <li><em>count</em>() returns the number of components.
 *  </ul>
 *  <p>
 *  The component identifier of a component can change
 *  only when the component itself changes during a call to
 *  <em>union</em>—it cannot change during a call
 *  to <em>find</em>, <em>connected</em>, or <em>count</em>.
 *  <p>
 *  This implementation uses weighted quick union by size (without path compression).
 *  Initializing a data structure with <em>n</em> sites takes linear time.
 *  Afterwards, the <em>union</em>, <em>find</em>, and <em>connected</em>
 *  operations  take logarithmic time (in the worst case) and the
 *  <em>count</em> operation takes constant time.
 *  For alternate implementations of the same API, see
 *  {@link UF}, {@link QuickFindUF}, and {@link QuickUnionUF}.
 *
 *  <p>
 *  For additional documentation, see <a href="https://algs4.cs.princeton.edu/15uf">Section 1.5</a> of
 *  <i>Algorithms, 4th Edition</i> by Robert Sedgewick and Kevin Wayne.
 *
 *  @author Robert Sedgewick
 *  @author Kevin Wayne
 */
public class WeightedQuickUnionUF {
    private int[] parent;   // parent[i] = parent of i
    private int[] size;     // size[i] = number of sites in subtree rooted at i
    private int count;      // number of components

    /**
     * Initializes an empty union–find data structure with {@code n} sites
     * {@code 0} through {@code n-1}. Each site is initially in its own 
     * component.
     *
     * @param  n the number of sites
     * @throws IllegalArgumentException if {@code n < 0}
     */
    public WeightedQuickUnionUF(int n) {
        count = n;
        parent = new int[n];
        size = new int[n];
        for (int i = 0; i < n; i++) {
            parent[i] = i;
            size[i] = 1;
        }
    }

    /**
     * Returns the number of components.
     *
     * @return the number of components (between {@code 1} and {@code n})
     */
    public int count() {
        return count;
    }
  
    /**
     * Returns the component identifier for the component containing site {@code p}.
     *
     * @param  p the integer representing one object
     * @return the component identifier for the component containing site {@code p}
     * @throws IllegalArgumentException unless {@code 0 <= p < n}
     */
    public int find(int p) {
        validate(p);
        while (p != parent[p])
            p = parent[p];
        return p;
    }

    // validate that p is a valid index
    private void validate(int p) {
        int n = parent.length;
        if (p < 0 || p >= n) {
            throw new IllegalArgumentException("index " + p + " is not between 0 and " + (n-1));  
        }
    }

    /**
     * Returns true if the the two sites are in the same component.
     *
     * @param  p the integer representing one site
     * @param  q the integer representing the other site
     * @return {@code true} if the two sites {@code p} and {@code q} are in the same component;
     *         {@code false} otherwise
     * @throws IllegalArgumentException unless
     *         both {@code 0 <= p < n} and {@code 0 <= q < n}
     */
    public boolean connected(int p, int q) {
        return find(p) == find(q);
    }

    /**
     * Merges the component containing site {@code p} with the 
     * the component containing site {@code q}.
     *
     * @param  p the integer representing one site
     * @param  q the integer representing the other site
     * @throws IllegalArgumentException unless
     *         both {@code 0 <= p < n} and {@code 0 <= q < n}
     */
    public void union(int p, int q) {
        int rootP = find(p);
        int rootQ = find(q);
        if (rootP == rootQ) return;

        // make smaller root point to larger one
        if (size[rootP] < size[rootQ]) {
            parent[rootP] = rootQ;
            size[rootQ] += size[rootP];
        }
        else {
            parent[rootQ] = rootP;
            size[rootP] += size[rootQ];
        }
        count--;
    }


    /**
     * Reads in a sequence of pairs of integers (between 0 and n-1) from standard input, 
     * where each integer represents some object;
     * if the sites are in different components, merge the two components
     * and print the pair to standard output.
     *
     * @param args the command-line arguments
     */
    public static void main(String[] args) {
        int n = StdIn.readInt();
        WeightedQuickUnionUF uf = new WeightedQuickUnionUF(n);
        while (!StdIn.isEmpty()) {
            int p = StdIn.readInt();
            int q = StdIn.readInt();
            if (uf.connected(p, q)) continue;
            uf.union(p, q);
            StdOut.println(p + " " + q);
        }
        StdOut.println(uf.count() + " components");
    }

}


/******************************************************************************
 *  Copyright 2002-2018, Robert Sedgewick and Kevin Wayne.
 *
 *  This file is part of algs4.jar, which accompanies the textbook
 *
 *      Algorithms, 4th edition by Robert Sedgewick and Kevin Wayne,
 *      Addison-Wesley Professional, 2011, ISBN 0-321-57351-X.
 *      http://algs4.cs.princeton.edu
 *
 *
 *  algs4.jar 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
 *  (at your option) any later version.
 *
 *  algs4.jar 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 algs4.jar.  If not, see http://www.gnu.org/licenses.
 ******************************************************************************/

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