# retoor from typing import Sequence, Union def add(left: int, right: int) -> int: return left + right def subtract(left: int, right: int) -> int: return left - right def clamp(value: int, low: int, high: int) -> int: if low > high: raise ValueError if value < low: return low if value > high: return high return value def clamp_to_byte(value: int) -> int: return max(0, min(255, value)) def variance(values: Sequence[float]) -> float: if not values: raise ValueError mean = sum(values) / len(values) return sum((x - mean) ** 2 for x in values) / len(values) def percentage(value: Union[int, float], total: Union[int, float]) -> float: if total == 0: raise ValueError return (value / total) * 100