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LeetCode link: 303. Range Sum Query - Immutable, difficulty: Easy.
Given an integer array nums
, handle multiple queries of the following type:
- Calculate the sum of the elements of
nums
between indicesleft
andright
inclusive whereleft <= right
.
Implement the NumArray
class:
NumArray(int[] nums)
Initializes the object with the integer arraynums
.int sumRange(int left, int right)
Returns the sum of the elements ofnums
between indicesleft
andright
inclusive (i.e.nums[left] + nums[left + 1] + ... + nums[right]
).
Example 1:
Input: ["NumArray", "sumRange", "sumRange", "sumRange"] [[[-2, 0, 3, -5, 2, -1]], [0, 2], [2, 5], [0, 5]]
Output: [null, 1, -1, -3]
Explanation:
NumArray numArray = new NumArray([-2, 0, 3, -5, 2, -1]);
numArray.sumRange(0, 2); // return (-2) + 0 + 3 = 1
numArray.sumRange(2, 5); // return 3 + (-5) + 2 + (-1) = -1
numArray.sumRange(0, 5); // return (-2) + 0 + 3 + (-5) + 2 + (-1) = -3
Constraints:
1 <= nums.length <= 10^4
-10^5 <= nums[i] <= 10^5
0 <= left <= right < nums.length
- At most
10^4
calls will be made tosumRange
.
Intuition
- Use a new array
prefix_sums
to save the sum of the previous elements. - The first element of
prefix_sums
is0
because the prefix sum does not include the current element. - To find the
sum
of the elements from indexleft
toright
(inclusive), just useprefix_sums[right + 1] - prefix_sums[left]
.
Complexity
Time complexity
O(N)
Space complexity
O(N)
Java #
class NumArray {
private int[] prefixSums;
public NumArray(int[] nums) {
prefixSums = new int[nums.length + 1];
var sum = 0;
for (var i = 0; i < nums.length; i++) {
sum += nums[i];
prefixSums[i + 1] = sum;
}
}
public int sumRange(int left, int right) {
return prefixSums[right + 1] - prefixSums[left];
}
}
Python #
class NumArray:
def __init__(self, nums: List[int]):
self.prefix_sums = [0]
sum_ = 0
for num in nums:
sum_ += num
self.prefix_sums.append(sum_)
def sumRange(self, left: int, right: int) -> int:
return self.prefix_sums[right + 1] - self.prefix_sums[left]
C++ #
class NumArray {
private:
vector<int> prefixSums;
public:
NumArray(vector<int>& nums) {
prefixSums.push_back(0);
auto sum = 0;
for (auto num : nums) {
sum += num;
prefixSums.push_back(sum);
}
}
int sumRange(int left, int right) {
return prefixSums[right + 1] - prefixSums[left];
}
};
JavaScript #
let prefixSums
var NumArray = function (nums) {
prefixSums = [0]
let sum = 0
nums.forEach((num) => {
sum += num
prefixSums.push(sum)
})
};
NumArray.prototype.sumRange = function (left, right) {
return prefixSums[right + 1] - prefixSums[left]
};
C# #
public class NumArray
{
int[] prefixSums;
public NumArray(int[] nums)
{
prefixSums = new int[nums.Length + 1];
int sum = 0;
for (int i = 0; i < nums.Length; i++)
{
sum += nums[i];
prefixSums[i + 1] = sum;
}
}
public int SumRange(int left, int right)
{
return prefixSums[right + 1] - prefixSums[left];
}
}
Go #
type NumArray struct {
prefixSums []int
}
func Constructor(nums []int) NumArray {
prefixSums := make([]int, len(nums) + 1)
sum := 0
for i, num := range nums {
sum += num
prefixSums[i + 1] = sum
}
return NumArray{prefixSums}
}
func (this *NumArray) SumRange(left int, right int) int {
return this.prefixSums[right + 1] - this.prefixSums[left]
}
Ruby #
class NumArray
def initialize(nums)
@prefix_sums = [0]
sum = 0
nums.each do |num|
sum += num
@prefix_sums << sum
end
end
def sum_range(left, right)
@prefix_sums[right + 1] - @prefix_sums[left]
end
end
Other languages
Welcome to contribute code to our GitHub repository, thanks! The location of this solution is 303. Range Sum Query - Immutable.Intuition of solution 2: Directly Returning the Sum of the Array Range (Slow)
Directly returning the sum of the values in the array range can pass the test, but it will fail if the test case is stricter.
So we still need to learn a more efficient solution: Prefix Sum
solution.
Complexity
Time complexity
O(M * N)
Space complexity
O(M * N)
Python #
class NumArray:
def __init__(self, nums: List[int]):
self.nums = nums
def sumRange(self, left: int, right: int) -> int:
return sum(self.nums[left:right + 1])