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February 8, 2022 13:49
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# C++ source at geeksforgeeks: https://www.geeksforgeeks.org/implementation-of-0-1-knapsack-using-branch-and-bound/ | |
using DataStructures | |
struct Item | |
weight::Float64 | |
value::Int | |
end | |
mutable struct Node | |
level::Int | |
profit::Int | |
bound::Int | |
weight::Float64 | |
Node() = new(-1, -1, -1, 0.0) | |
Node(a, b, c, d) = new(a, b, c, d) | |
end | |
function knapsack(items, W::Int) | |
n = length(items) | |
# @info("$n | $items") | |
queue = Queue{Node}() | |
u = Node(0, 0, -1, 0.0) | |
enqueue!(queue, u) | |
# bounding function | |
function bound(node, n) | |
# over the capacity | |
(node.weight >= W) && return 0.0 | |
# initial bound | |
profit_bound = node.profit | |
j = node.level + 1 | |
total_weight = node.weight | |
# put as much as possible | |
while ((j < n) && (total_weight + items[j].weight <= W)) | |
total_weight += items[j].weight | |
profit_bound += items[j].value | |
j += 1 | |
end | |
if (j < n) | |
profit_bound += (W - total_weight) * items[j].value / items[j].weight | |
end | |
# integer profit bound | |
ceil(Int, profit_bound) | |
end | |
# branch | |
max_profit = 0.0 | |
while !isempty(queue) | |
u = dequeue!(queue) | |
(u.level == n - 1) && continue | |
vlevel = u.level == 0 ? 1 : u.level + 1 | |
## take an item | |
v = Node(vlevel, u.profit + items[vlevel].value, -1, u.weight + items[vlevel].weight) | |
if v.weight <= W && v.profit > max_profit | |
max_profit = v.profit | |
end | |
v.bound = bound(v, n) | |
if v.bound > max_profit | |
enqueue!(queue, v) | |
else | |
println(">cutting at $v with 1 (to take the item $vlevel)") | |
end | |
## not take an item | |
v = Node(vlevel, u.profit, -1, u.weight) | |
v.bound = bound(v, n) | |
if v.bound > max_profit | |
enqueue!(queue, v) | |
else | |
println(">cutting at $v with 0 (not to take the item $vlevel)") | |
end | |
end | |
max_profit | |
end | |
items = Item[Item(2, 40), Item(3.14, 50), Item(1.98, 100), Item(5, 95), Item(3, 30)] | |
items_sorted = sort(items, by=item->item.value / item.weight, rev=true) | |
# display(items_sorted) | |
res = knapsack(items_sorted, 10) | |
println("\nmaximum possible profit = $res") |
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boundバグってるかも?