[LeetCode]Range Sum Query - Mutable | 书影博客


[LeetCode]Range Sum Query - Mutable | 书影博客
Given an integer array nums, find the sum of the elements between indices i and j (i ≤ j), inclusive.
The update(i, val) function modifies nums by updating the element at index i to val.
Example:
Given nums = [1, 3, 5]

sumRange(0, 2) -> 9
update(1, 2)
sumRange(0, 2) -> 8
Note:
  1. The array is only modifiable by the update function.
  2. You may assume the number of calls to update and sumRange function is distributed evenly
X.BIT
https://leetcode.com/problems/range-sum-query-mutable/solution/
https://leetcode.com/problems/range-sum-query-mutable/discuss/75753/Java-using-Binary-Indexed-Tree-with-clear-explanation
  * Binary Indexed Trees (BIT or Fenwick tree):
  * https://www.topcoder.com/community/data-science/data-science-
  * tutorials/binary-indexed-trees/
  * 
  * Example: given an array a[0]...a[7], we use a array BIT[9] to
  * represent a tree, where index [2] is the parent of [1] and [3], [6]
  * is the parent of [5] and [7], [4] is the parent of [2] and [6], and
  * [8] is the parent of [4]. I.e.,
  * 
  * BIT[] as a binary tree:
  *            ______________*
  *            ______*
  *            __*     __*
  *            *   *   *   *
  * indices: 0 1 2 3 4 5 6 7 8
  * 
  * BIT[i] = ([i] is a left child) ? the partial sum from its left most
  * descendant to itself : the partial sum from its parent (exclusive) to
  * itself. (check the range of "__").
  * 
  * Eg. BIT[1]=a[0], BIT[2]=a[1]+BIT[1]=a[1]+a[0], BIT[3]=a[2],
  * BIT[4]=a[3]+BIT[3]+BIT[2]=a[3]+a[2]+a[1]+a[0],
  * BIT[6]=a[5]+BIT[5]=a[5]+a[4],
  * BIT[8]=a[7]+BIT[7]+BIT[6]+BIT[4]=a[7]+a[6]+...+a[0], ...
  * 
  * Thus, to update a[1]=BIT[2], we shall update BIT[2], BIT[4], BIT[8],
  * i.e., for current [i], the next update [j] is j=i+(i&-i) //double the
  * last 1-bit from [i].
  * 
  * Similarly, to get the partial sum up to a[6]=BIT[7], we shall get the
  * sum of BIT[7], BIT[6], BIT[4], i.e., for current [i], the next
  * summand [j] is j=i-(i&-i) // delete the last 1-bit from [i].
  * 
  * To obtain the original value of a[7] (corresponding to index [8] of
  * BIT), we have to subtract BIT[7], BIT[6], BIT[4] from BIT[8], i.e.,
  * starting from [idx-1], for current [i], the next subtrahend [j] is
  * j=i-(i&-i), up to j==idx-(idx&-idx) exclusive. (However, a quicker
  * way but using extra space is to store the original array.)
https://leetcode.com/problems/range-sum-query-mutable/discuss/75766/Java-Binary-Indexed-Tree
public class NumArray {
 int[] tree;
 int[] nums;
 int size;
    public NumArray(int[] nums) {
        this.size = nums.length;
        this.tree = new int[size + 1];
        this.nums = new int[size];
        this.nums = nums;
        for(int i = 0; i < size; i++){
         updateTree(i, nums[i]);
        }
    }

    public void updateTree(int i, int val) {
        i = i + 1;
        while(i <= size){
         tree[i] += val;
         i += i & (-i); // the last set bit/ Two's complement
        }
    }
    
    public void update(int i, int val){
        updateTree(i, val - nums[i]);
        nums[i] = val;
    }

    private int getSum(int i){
     int sum = 0;
     i = i + 1;
     while(i > 0){
      sum += tree[i];
      i -= i & (-i);// Another tree, go to the ancestor
     }
     return sum;
    }

    public int sumRange(int i, int j){
        if(i == 0) return getSum(j);
      return getSum(j) - getSum(i - 1);
    } 
}
https://leetcode.com/discuss/oj/range-sum-query-mutable
https://leetcode.com/discuss/70202/17-ms-java-solution-with-segment-tree
public class NumArray { class SegmentTreeNode { int start, end; SegmentTreeNode left, right; int sum; public SegmentTreeNode(int start, int end) { this.start = start; this.end = end; this.left = null; this.right = null; this.sum = 0; } } SegmentTreeNode root = null; public NumArray(int[] nums) { root = buildTree(nums, 0, nums.length-1); } private SegmentTreeNode buildTree(int[] nums, int start, int end) { if (start > end) { return null; } else { SegmentTreeNode ret = new SegmentTreeNode(start, end); if (start == end) { ret.sum = nums[start]; } else { int mid = start + (end - start) / 2; ret.left = buildTree(nums, start, mid); ret.right = buildTree(nums, mid + 1, end); ret.sum = ret.left.sum + ret.right.sum; } return ret; } } void update(int i, int val) { update(root, i, val); } void update(SegmentTreeNode root, int pos, int val) { if (root.start == root.end) { root.sum = val; } else { int mid = root.start + (root.end - root.start) / 2; if (pos <= mid) { update(root.left, pos, val); } else { update(root.right, pos, val); } root.sum = root.left.sum + root.right.sum; } } public int sumRange(int i, int j) { return sumRange(root, i, j); } public int sumRange(SegmentTreeNode root, int start, int end) { if (root.end == end && root.start == start) { return root.sum; } else { int mid = root.start + (root.end - root.start) / 2; if (end <= mid) { return sumRange(root.left, start, end); } else if (start >= mid+1) { return sumRange(root.right, start, end); } else { return sumRange(root.right, mid+1, end) + sumRange(root.left, start, mid); } } } }

class NumArray(object):
    def __init__(self, nums):
        """
        initialize your data structure here.
        :type nums: List[int]
        """
        self.nums = nums
        self.size = size = len(nums)
        h = int(math.ceil(math.log(size, 2))) if size else 0
        maxSize = 2 ** (h + 1) - 1
        self.st = [0] * maxSize
        if size:
            self.initST(0, size - 1, 0)

    def update(self, i, val):
        """
        :type i: int
        :type val: int
        :rtype: int
        """
        if i < 0 or i >= self.size:
            return
        diff = val - self.nums[i]
        self.nums[i] = val
        self.updateST(0, self.size - 1, i, diff, 0)

    def sumRange(self, i, j):
        """
        sum of elements nums[i..j], inclusive.
        :type i: int
        :type j: int
        :rtype: int
        """
        if i < 0 or j < 0 or i >= self.size or j >= self.size:
            return 0
        return self.sumRangeST(0, self.size - 1, i, j, 0)

    def initST(self, ss, se, si):
        if ss == se:
            self.st[si] = self.nums[ss]
        else:
            mid = (ss + se) / 2
            self.st[si] = self.initST(ss, mid, si * 2 + 1) + \
                          self.initST(mid + 1, se, si * 2 + 2)
        return self.st[si]

    def updateST(self, ss, se, i, diff, si):
        if i < ss or i > se:
            return
        self.st[si] += diff
        if ss != se:
            mid = (ss + se) / 2
            self.updateST(ss, mid, i, diff, si * 2 + 1)
            self.updateST(mid + 1, se, i, diff, si * 2 + 2)

    def sumRangeST(self, ss, se, qs, qe, si):
        if qs <= ss and qe >= se:
            return self.st[si]
        if se < qs or ss > qe:
            return 0
        mid = (ss + se) / 2
        return self.sumRangeST(ss, mid, qs, qe, si * 2 + 1) + \
                self.sumRangeST(mid + 1, se, qs, qe, si * 2 + 2)

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