• LintCode-Heapify


    Given an integer array, heapify it into a min-heap array.

    For a heap array A, A[0] is the root of heap, and for each A[i], A[i * 2 + 1] is the left child of A[i] and A[i * 2 + 2] is the right child of A[i].
    Example

    Given [3,2,1,4,5], return [1,2,3,4,5] or any legal heap array.

    Challenge

    O(n) time complexity

    Clarification

    What is heap?

    • Heap is a data structure, which usually have three methods: push, pop and top. where "push" add a new element the heap, "pop" delete the minimum/maximum element in the heap, "top" return the minimum/maximum element.
     
    What is heapify?
    • Convert an unordered integer array into a heap array. If it is min-heap, for each element A[i], we will get A[i * 2 + 1] >= A[i] and A[i * 2 + 2] >= A[i].
     
    What if there is a lot of solutions?
    • Return any of them.

    Solution:

    I implemented a Heap class that can specify min heap or max heap with insert, delete root and build heap functions.

      1 class Heap{
      2     private int[] nodes;
      3     private int size;
      4     private boolean isMaxHeap;
      5     
      6     public Heap(int capa, boolean isMax){
      7         nodes = new int[capa];
      8         size = 0;
      9         isMaxHeap = isMax;
     10     }
     11 
     12     //Build heap from given array.
     13     public Heap(int[] A, boolean isMax){
     14         nodes = new int[A.length];
     15         size = A.length;
     16         isMaxHeap = isMax;
     17         for (int i=0;i<A.length;i++) nodes[i] = A[i];
     18         int start = A.length/2;
     19         for (int i=start;i>=0;i--)
     20             shiftDown(i);
     21     }
     22 
     23     //Assume A and nodes have the same length.
     24     public void getNodesValue(int[] A){
     25         for (int i=0;i<nodes.length;i++) A[i] = nodes[i];
     26     }    
     27     
     28     public boolean isEmpty(){
     29         if (size==0) return true;
     30         else return false;
     31     }
     32 
     33     public int getHeapRootValue(){
     34         //should throw exception when size==0;
     35         return nodes[0];
     36     }
     37 
     38     private void swap(int x, int y){
     39         int temp = nodes[x];
     40         nodes[x] = nodes[y];
     41         nodes[y] = temp;
     42     }
     43 
     44     public boolean insert(int val){
     45         if (size==nodes.length) return false;
     46         size++;
     47         nodes[size-1]=val;
     48         //check its father iteratively.
     49         int cur = size-1;
     50         int father = (cur-1)/2;
     51         while (father>=0 && ((isMaxHeap && nodes[cur]>nodes[father]) || (!isMaxHeap && nodes[cur]<nodes[father]))){
     52             swap(cur,father);
     53             cur = father;
     54             father = (cur-1)/2;
     55         }
     56         return true;
     57     }
     58 
     59     private void shiftDown(int ind){
     60         int left = (ind+1)*2-1;
     61         int right = (ind+1)*2;
     62         while (left<size || right<size){
     63             if (isMaxHeap){
     64                 int leftVal = (left<size) ? nodes[left] : Integer.MIN_VALUE;
     65                 int rightVal = (right<size) ? nodes[right] : Integer.MIN_VALUE;
     66                 int next = (leftVal>=rightVal) ? left : right;
     67                 if (nodes[ind]>nodes[next]) break;
     68                 else {
     69                     swap(ind,next);
     70                     ind = next;
     71                     left = (ind+1)*2-1;
     72                     right = (ind+1)*2;
     73                 }
     74             } else {
     75                 int leftVal = (left<size) ? nodes[left] : Integer.MAX_VALUE;
     76                 int rightVal = (right<size) ? nodes[right] : Integer.MAX_VALUE;
     77                 int next = (leftVal<=rightVal) ? left : right;
     78                 if (nodes[ind]<nodes[next]) break;
     79                 else {
     80                     swap(ind,next);
     81                     ind = next;
     82                     left = (ind+1)*2-1;
     83                     right = (ind+1)*2;
     84                 }
     85             }
     86         }
     87     }    
     88 
     89     public int popHeapRoot(){
     90         //should throw exception, when heap is empty.
     91 
     92         int rootVal = nodes[0];
     93         swap(0,size-1);
     94         size--;
     95         if (size>0) shiftDown(0);
     96         return rootVal;
     97     }
     98 }
     99         
    100             
    101     
    102 
    103 public class Solution {
    104     /**
    105      * @param A: Given an integer array
    106      * @return: void
    107      */
    108     public void heapify(int[] A) {
    109         if (A.length==0) return;
    110     
    111         Heap minHeap = new Heap(A,false);
    112         minHeap.getNodesValue(A);
    113     }
    114 }
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  • 原文地址:https://www.cnblogs.com/lishiblog/p/4190994.html
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