Coursera普林斯顿大学算法课第一次作业

论坛 期权论坛 脚本     
匿名技术用户   2021-1-7 12:57   11   0

前前后后提交了五次,终于拿到了满分!


总的来说,需要注意的是Timing和Backwash的问题。

Timing:PercolationStats.java里StdRandom.mean()和StdRandom.stddev()都只能调用一次;Percolation.java里实现numberOfOpenSites时切记不能使用循环累加,定义一个私有属性来计数即可;实现open()时相邻的四个sites位置直接加减n或1即可。

Backwash:实现isFull()时需要另外实例化一个不包含最下端虚拟节点的WeightedQuickUnionUF,可以解决Test 13: check for backwash with predetermined sites,Test 14: check for backwash with predetermined sites that have multiple percolating paths和Test 15: call all methods in random order until all sites are open, allowing isOpen() to be called on a site more than once三项测试无法通过的问题。

Backwash问题是指因为虚拟底部结点的存在,导致底部任一结点渗漏成功的话底部所有结点都会认为渗漏成功。原因是通过底部虚拟结点形成了回流。从而导致isFull()方法出错。

实现代码如下:

Percolation.java

import edu.princeton.cs.algs4.WeightedQuickUnionUF;

public class Percolation {
 
 private boolean[] op; // true=open while false=blocked
 private int side; // number of rows or columns
 private int numOp; // number of open sites
 private WeightedQuickUnionUF uf;
 private WeightedQuickUnionUF ufTop;

 public Percolation(int n) {
  
  if(n <= 0) throw new IllegalArgumentException("Input should be positif!\n");
  
  this.side = n;
  this.op = new boolean[n*n+2]; // with 2 virtual sites
  this.uf = new WeightedQuickUnionUF(n*n+2); 
  this.ufTop = new WeightedQuickUnionUF(n*n+1); // with only the upper virtual site
  
  for(int i=1; i<n*n+1; i++) op[i] = false;
  op[0] = op[n*n+1] = true;
  this.numOp = 0;
  
 }
 
 // both ROW and COL should be integer within 1~n
 private void checkBounds(int row, int col){
  if(row < 1 || row > this.side || col < 1 || col > this.side){
   throw new IllegalArgumentException("Index out of bounds!\n");
  }
 }
 
 // get position of sites in 3 arrays: op, uf.parent & uf.size
 private int getPosition(int row, int col){
  return (row - 1) * this.side + col; 
 }
 
 private void union(int aPos, int bPos, WeightedQuickUnionUF wq){
  if(!wq.connected(aPos, bPos)){
   wq.union(aPos, bPos);
  }
 }
 
 private boolean isOpen(int pos){
  return op[pos];
 }
 
 public void open(int row, int col) {
  
  checkBounds(row, col); 
  if(isOpen(row, col)) return;
  
  int pos = getPosition(row, col);
  op[pos] = true;
  numOp++;
  
  // positions of adjacent sites
  int rowPrev = pos - side, rowNext = pos + side,
    colPrev = pos - 1, colNext = pos + 1;
  
  // try connect the adjacent open sites
  if(row == 1){
   union(0, pos, uf);
   union(0, pos, ufTop);
  }else if(isOpen(rowPrev)){
   union(rowPrev, pos, uf);
   union(rowPrev, pos, ufTop);
  }
    
  if(row == side){
   union(side * side + 1, pos, uf);
  }else if(isOpen(rowNext)){
   union(rowNext, pos, uf);
   union(rowNext, pos, ufTop);
  }
  
  if(col != 1 && isOpen(colPrev)) {
   union(colPrev, pos, uf);
   union(colPrev, pos, ufTop);
  }
  
  if(col != side && isOpen(colNext)) {
   union(colNext, pos, uf);
   union(colNext, pos, ufTop);
  }
 }
 
 public boolean isOpen(int row, int col) {
  checkBounds(row, col);
  return isOpen(getPosition(row, col));
     
 }
 
 /**
  * check for backwash with predetermined sites that have multiple percolating paths
  * in this case ufTop should be used instead of uf
  * @param row
  * @param col
  * @return
  */
 public boolean isFull(int row, int col) {
  checkBounds(row, col);
  //return uf.connected(0, getPosition(row, col)); -> didn't pass the test! 
  return ufTop.connected(0, getPosition(row, col));
   
 }
 
 // should pass the timing check
 public int numberOfOpenSites(){
  return this.numOp;
 }
 
 public boolean percolates(){
  return uf.connected(0, side * side + 1);
 }

}

PercolationStats.java

import edu.princeton.cs.algs4.StdIn;
import edu.princeton.cs.algs4.StdOut;
import edu.princeton.cs.algs4.StdRandom;
import edu.princeton.cs.algs4.StdStats;
import edu.princeton.cs.algs4.Stopwatch;

public class PercolationStats {
 
 private double[] results; // estimated threshold for each trial
 private double avg;
 private double std;
 
 public PercolationStats(int n, int trials){
  
  if(n <= 0 || trials <= 0) throw new IllegalArgumentException();
  
  results = new double[trials];
  for(int i = 0; i < trials; i++){
   int step = 0;
   Percolation pr = new Percolation(n);
   while(!pr.percolates()){
    int row = StdRandom.uniform(n) + 1;
    int col = StdRandom.uniform(n) + 1;
    if(!pr.isOpen(row, col)){
     pr.open(row, col);
     step++;
    }
   }
   results[i] = (double)step / (n * n);
  }
  
  this.avg = StdStats.mean(results);
  this.std = StdStats.stddev(results);
  
 }
 
 public static void main(String[] args){
  
  StdOut.printf("%-25s\n", "Please input 2 integers");
  int N = StdIn.readInt();
  int T = StdIn.readInt();
  
  Stopwatch wt = new Stopwatch();
  
  PercolationStats ps = new PercolationStats(N, T);
  
  // elapsed CPU time in seconds
  double elapsed = wt.elapsedTime();
  
  StdOut.printf("%-25s= %.15f\n", "elapsed CPU time", elapsed);
  StdOut.printf("%-25s= %.7f\n", "mean", ps.mean());
  StdOut.printf("%-25s= %.17f\n", "stddev", ps.stddev());
  StdOut.printf("%-25s= [%.15f, %.15f]\n", "%95 confidence interval", 
    ps.confidenceLo(), ps.confidenceHi());
 }
 
 public double mean(){
  return this.avg;
 }
 
 public double stddev(){
  return this.std;
 }
 
 public double confidenceLo(){
  return mean() - 1.96 * stddev() / Math.sqrt(results.length);
 }
 
 public double confidenceHi(){
  return mean() + 1.96 * stddev() / Math.sqrt(results.length);
 }

}


Reference: http://blog.evernightfireworks.com/princeton_algorithms_percolation/


分享到 :
0 人收藏
您需要登录后才可以回帖 登录 | 立即注册

本版积分规则

积分:7942463
帖子:1588486
精华:0
期权论坛 期权论坛
发布
内容

下载期权论坛手机APP