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Add Kadane's algorithm for maximum subarray sum
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saurav856 committed Apr 9, 2026
commit efa5b8ef3f1fd2b9cf8ec7cd1e7e1850d86aa0d5
53 changes: 53 additions & 0 deletions dynamic_programming/kadanes_algorithm.py
Original file line number Diff line number Diff line change
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"""
Kadane's Algorithm: Given an array of integers, find the contiguous subarray
with the largest sum.

Example:
[-2, 1, -3, 4, -1, 2, 1, -5, 4] --> 6 (subarray [4, -1, 2, 1])
"""


def kadanes_algorithm(arr: list[int]) -> int:
"""
Finds the maximum sum of a contiguous subarray using Kadane's Algorithm.

Parameters
----------
arr: list[int], the input list of integers

Returns
-------
int: the maximum subarray sum

>>> kadanes_algorithm([-2, 1, -3, 4, -1, 2, 1, -5, 4])
6
>>> kadanes_algorithm([1])
1
>>> kadanes_algorithm([-1, -2, -3])
-1
>>> kadanes_algorithm([5, 4, -1, 7, 8])
23
>>> kadanes_algorithm([0, 0, 0])
0
>>> kadanes_algorithm([-2, -3, 4, -1, -2, 1, 5, -3])
7
"""
if not arr:
raise ValueError("Array cannot be empty")

max_sum = current_sum = arr[0]

for num in arr[1:]:
current_sum = max(num, current_sum + num)
max_sum = max(max_sum, current_sum)

return max_sum


if __name__ == "__main__":
import doctest

doctest.testmod()

arr = [-2, 1, -3, 4, -1, 2, 1, -5, 4]
print(f"Maximum subarray sum: {kadanes_algorithm(arr)}")