写出分支限界法的01背包问题的具体代码
时间: 2024-03-11 19:24:15 浏览: 72
cpp代码-分支限界法求解0-1背包问题
以下是使用分支限界法解决01背包问题的 Python 代码:
```python
from queue import PriorityQueue
class Node:
def __init__(self, level, profit, weight, bound):
self.level = level
self.profit = profit
self.weight = weight
self.bound = bound
def __lt__(self, other):
return self.bound > other.bound
def bound(node, n, W, p, w):
if node.weight >= W:
return 0
else:
profit_bound = node.profit
j = node.level + 1
totweight = node.weight
while (j < n) and (totweight + w[j] <= W):
totweight += w[j]
profit_bound += p[j]
j += 1
if j < n:
profit_bound += (W - totweight) * p[j] / w[j]
return profit_bound
def knapsack_bnb(n, W, p, w):
pq = PriorityQueue()
v = Node(-1, 0, 0, 0)
u = Node(-1, 0, 0, bound(v, n, W, p, w))
maxprofit = 0
pq.put(u)
while not pq.empty():
v = pq.get()
if v.bound > maxprofit:
u = Node(v.level + 1,
v.profit + p[v.level + 1],
v.weight + w[v.level + 1],
bound(v, n, W, p, w))
if u.weight <= W and u.profit > maxprofit:
maxprofit = u.profit
if u.bound > maxprofit:
pq.put(u)
u = Node(v.level + 1,
v.profit, v.weight, bound(v, n, W, p, w))
if u.bound > maxprofit:
pq.put(u)
return maxprofit
```
其中,`Node` 类表示决策树中的一个节点,`bound` 函数计算当前节点的上界,`knapsack_bnb` 函数实现了分支限界法求解 01 背包问题。输入参数 `n` 表示物品的个数,`W` 表示背包的容量,`p` 表示每个物品的价值,`w` 表示每个物品的重量。输出结果为背包所能容纳的最大价值。
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