from typing import List, Tuple, Union def split_list(timings: List[Union[int, float, str]]) -> Tuple[List[Union[int, float]]]: """ This algorithm is a brute-force search over (nearly) all 2^n possible partitions and was created for educational purposes. the asymptotic runtime of this code is: O(n * 2^n) this is a case of the partition problem. it accepts a multiset ( list ) of positive integers, distributes them, and returns a tuple, containing two lists, with minimal difference between their sums >>> split_list([27, 21, 92, 87, 1, 32]) ([27, 21, 87], [92, 1, 32], 10) >>> split_list([52, 385, 9956, 25, 2367, 1111, 17, 925]) ([9956], [52, 385, 25, 2367, 1111, 17, 925], 5074) >>> split_list([12, 10, 11, 9]) ([10, 11], [12, 9], 0) >>> split_list([-1551, 2712, 2325, 2623]) ([1551, 2712], [2325, 2623], 685) >>> split_list(["12.5", "10", "11", "9"]) ([10, 11], [12.5, 9], 0.5) >>> split_list(["twelve", "ten", "eleven", "nine"]) Traceback (most recent call last): ValueError: only numbers please """ for i, current_element in enumerate(timings): if ( isinstance(current_element, str) and current_element.replace(".", "", 1).isdigit() ): is_current_elem_int = float(current_element).is_integer() if not is_current_elem_int: timings[i] = abs(float(current_element)) else: timings[i] = abs(int(float(current_element))) elif isinstance(current_element, (int, float)): timings[i] = abs(current_element) else: raise ValueError("only numbers please") if len(timings) == 0: return ([], [], 0) elif len(timings) == 1: return ([timings[0]], [], 1) else: result = None n = len(timings) smallest_diff = float("inf") all_nums_positive = [c >= 0 for c in timings] for i in range(1, 2**n - 1): indices = [j for j in range(n) if (i & (1 << j)) != 0] distributed_timings_1 = [timings[j] for j in indices] distributed_timings_2 = [timings[j] for j in range(n) if j not in indices] diff = abs(sum(distributed_timings_1) - sum(distributed_timings_2)) if diff < smallest_diff: smallest_diff = diff result = ( distributed_timings_1, distributed_timings_2, smallest_diff, ) return result if __name__ == "__main__": __import__("doctest").testmod()