# https://en.wikipedia.org/wiki/Continuous_knapsack_problem # https://www.guru99.com/fractional-knapsack-problem-greedy.html # https://medium.com/walkinthecode/greedy-algorithm-fractional-knapsack-problem-9aba1daecc93 from __future__ import annotations def fractional_knapsack( value: list[int], weight: list[int], capacity: int ) -> tuple[float, list[float]]: """ >>> value = [1, 3, 5, 7, 9] >>> weight = [0.9, 0.7, 0.5, 0.3, 0.1] >>> fractional_knapsack(value, weight, 5) (25, [1, 1, 1, 1, 1]) >>> fractional_knapsack(value, weight, 15) (25, [1, 1, 1, 1, 1]) >>> fractional_knapsack(value, weight, 25) (25, [1, 1, 1, 1, 1]) >>> fractional_knapsack(value, weight, 26) (25, [1, 1, 1, 1, 1]) >>> fractional_knapsack(value, weight, -1) (-90.0, [0, 0, 0, 0, -10.0]) >>> fractional_knapsack([1, 3, 5, 7], weight, 30) (16, [1, 1, 1, 1]) >>> fractional_knapsack(value, [0.9, 0.7, 0.5, 0.3, 0.1], 30) (25, [1, 1, 1, 1, 1]) >>> fractional_knapsack([], [], 30) (0, []) """ index = list(range(len(value))) ratio = [v / w for v, w in zip(value, weight)] index.sort(key=lambda i: ratio[i], reverse=True) max_value: float = 0 fractions: list[float] = [0] * len(value) for i in index: if weight[i] <= capacity: fractions[i] = 1 max_value += value[i] capacity -= weight[i] else: fractions[i] = capacity / weight[i] max_value += value[i] * capacity / weight[i] break return max_value, fractions if __name__ == "__main__": import doctest doctest.testmod()