def adaptive_merge_sort(sequence: list) -> list: """ Sorts a list using the Adaptive Merge Sort algorithm. >>> adaptive_merge_sort([4, 3, 1, 2]) Initial sequence: [4, 3, 1, 2] Sorting: array[0:2] and array[2:4] Sorting: array[0:1] and array[1:2] Merging: array[0:1] and array[1:2] After merge: [3, 4] Sorting: array[2:3] and array[3:4] Skipping merge as array[2] <= array[3] Merging: array[0:2] and array[2:4] After merge: [1, 2, 3, 4] Sorted sequence: [1, 2, 3, 4] [1, 2, 3, 4] """ if len(sequence) < 2: return sequence aux = sequence[:] print(f"Initial sequence: {sequence}") adaptive_merge_sort_helper(sequence, aux, 0, len(sequence) - 1) print(f"Sorted sequence: {sequence}") return sequence def adaptive_merge_sort_helper(array: list, aux: list, low: int, high: int) -> None: """ Helper function for Adaptive Merge Sort algorithm. >>> adaptive_merge_sort_helper([4, 3, 1, 2], [4, 3, 1, 2], 0, 3) Sorting: array[0:2] and array[2:4] Sorting: array[0:1] and array[1:2] Merging: array[0:1] and array[1:2] After merge: [3, 4] Sorting: array[2:3] and array[3:4] Skipping merge as array[2] <= array[3] Merging: array[0:2] and array[2:4] After merge: [1, 2, 3, 4] """ if high <= low: return mid = (low + high) // 2 print(f"Sorting: array[{low}:{mid + 1}] and array[{mid + 1}:{high + 1}]") adaptive_merge_sort_helper(aux, array, low, mid) adaptive_merge_sort_helper(aux, array, mid + 1, high) if array[mid] <= array[mid + 1]: print(f"Skipping merge as array[{mid}] <= array[{mid + 1}]") array[low : high + 1] = aux[low : high + 1] return merge(array, aux, low, mid, high) def merge(array: list, aux: list, low: int, mid: int, high: int) -> None: """ Merges two sorted subarrays of the main array. >>> merge([4, 3, 1, 2], [4, 3, 1, 2], 0, 1, 3) Merging: array[0:2] and array[2:4] After merge: [1, 2, 3, 4] """ print(f"Merging: array[{low}:{mid + 1}] and array[{mid + 1}:{high + 1}]") i, j = low, mid + 1 for k in range(low, high + 1): if i > mid: aux[k] = array[j] j += 1 elif j > high: aux[k] = array[i] i += 1 elif array[i] <= array[j]: # Keep stable by using <= aux[k] = array[i] i += 1 else: aux[k] = array[j] j += 1 for k in range(low, high + 1): array[k] = aux[k] print(f"After merge: {array[low:high + 1]}") # Example usage if __name__ == "__main__": print(adaptive_merge_sort([4, 3, 1, 2]))