class NumArray:
def __init__(self, nums: List[int]):
self.prefix = []
total = 0
for i in nums:
total += i
self.prefix.append(total)
def sumRange(self, left: int, right: int) -> int:
if left == 0:
return self.prefix[right]
else:
return self.prefix[right] - self.prefix[left - 1]
So in this problem, we first make a prefix array from the given array. A prefix array stores the sum of all elements from the beginning up to the current index. For example, [1, 2, 3] becomes [1, 3, 6] because 1, 1+2 = 3, and 1+2+3 = 6.
Why prefix sum? Because we have to perform multiple range-sum queries. Instead of calculating the sum again and again for every query, we calculate the cumulative sums once and then use them to get each range sum in O(1) time.
self.prefix = []
→ Creates an empty array to store the prefix sums.
total = 0
→ Stores the running sum. We start with 0 because we haven't added anything yet.
for i in nums:
→ Loops through every element in nums.
total += i
→ Adds the current element to the previous running sum. For [-2, 0, 3, -5, 2, -1], the totals become -2, -2, 1, -4, -2, -3.
self.prefix.append(total)
→ Stores each running total in the prefix array, so we finally get [-2, -2, 1, -4, -2, -3].
if left == 0:
→ Checks if the requested range starts from index 0. For example, sumRange(0, 2).
return self.prefix[right]
→ If left is 0, we don't need to subtract anything. prefix[2] = 1, which is -2 + 0 + 3 = 1.
else:
→ If the range does not start from 0, we need to remove the elements before left.
return self.prefix[right] - self.prefix[left - 1]
→ prefix[right] gives the sum from the beginning up to right, while prefix[left - 1] gives the unwanted part before left. For sumRange(2, 5): prefix[5] - prefix[1] = -3 - (-2) = -1.
How does self.prefix[right] - self.prefix[left - 1] work?
Suppose:
nums = [-2, 0, 3, -5, 2, -1]
and the query is:
sumRange(2, 5)
So:
left = 2
right = 5
We want:
3 + (-5) + 2 + (-1) = -1
Our prefix array is:
prefix = [-2, -2, 1, -4, -2, -3]
index 0 1 2 3 4 5
self.prefix[right]
→ Since right = 5, self.prefix[5] = -3. This gives the sum of everything from index 0 to 5:
-2 + 0 + 3 - 5 + 2 - 1 = -3
But we only want the elements from index 2 to 5, so we need to remove the elements before index 2:
-2 + 0 = -2
self.prefix[left - 1]
→ Since left = 2, left - 1 = 1, so self.prefix[1] = -2. This gives the sum of everything before index 2.
Now subtract:
self.prefix[5] - self.prefix[1]
= -3 - (-2)
= -1
And -1 is exactly:
3 + (-5) + 2 + (-1) = -1
In simple words
prefix[right] → everything up to right
prefix[left - 1] → unwanted part before left
everything - unwanted part = required range sum
That's why we use:
return self.prefix[right] - self.prefix[left - 1]
