|
| 1 | +""" |
| 2 | +Kadane's Algorithm: Given an array of integers, find the contiguous subarray |
| 3 | +with the largest sum. |
| 4 | +
|
| 5 | +Example: |
| 6 | + [-2, 1, -3, 4, -1, 2, 1, -5, 4] --> 6 (subarray [4, -1, 2, 1]) |
| 7 | +""" |
| 8 | + |
| 9 | + |
| 10 | +def kadanes_algorithm(arr: list[int]) -> int: |
| 11 | + """ |
| 12 | + Finds the maximum sum of a contiguous subarray using Kadane's Algorithm. |
| 13 | +
|
| 14 | + Parameters |
| 15 | + ---------- |
| 16 | + arr: list[int], the input list of integers |
| 17 | +
|
| 18 | + Returns |
| 19 | + ------- |
| 20 | + int: the maximum subarray sum |
| 21 | +
|
| 22 | + >>> kadanes_algorithm([-2, 1, -3, 4, -1, 2, 1, -5, 4]) |
| 23 | + 6 |
| 24 | + >>> kadanes_algorithm([1]) |
| 25 | + 1 |
| 26 | + >>> kadanes_algorithm([-1, -2, -3]) |
| 27 | + -1 |
| 28 | + >>> kadanes_algorithm([5, 4, -1, 7, 8]) |
| 29 | + 23 |
| 30 | + >>> kadanes_algorithm([0, 0, 0]) |
| 31 | + 0 |
| 32 | + >>> kadanes_algorithm([-2, -3, 4, -1, -2, 1, 5, -3]) |
| 33 | + 7 |
| 34 | + """ |
| 35 | + if not arr: |
| 36 | + raise ValueError("Array cannot be empty") |
| 37 | + |
| 38 | + max_sum = current_sum = arr[0] |
| 39 | + |
| 40 | + for num in arr[1:]: |
| 41 | + current_sum = max(num, current_sum + num) |
| 42 | + max_sum = max(max_sum, current_sum) |
| 43 | + |
| 44 | + return max_sum |
| 45 | + |
| 46 | + |
| 47 | +if __name__ == "__main__": |
| 48 | + import doctest |
| 49 | + |
| 50 | + doctest.testmod() |
| 51 | + |
| 52 | + arr = [-2, 1, -3, 4, -1, 2, 1, -5, 4] |
| 53 | + print(f"Maximum subarray sum: {kadanes_algorithm(arr)}") |
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