I have problem with my homework.
Given a board of dimensions m
x n
is given, cut this board into rectangular pieces with the best total price. A matrix gives the price for each possible board size up through the original, uncut board.
Consider a 2 x 2
board with the price matrix:
3 4
3 6
We have a constant cost for each cutting for example 1
.
Piece of length 1 x 1
is worth 3
.
Horizontal piece of length 1 x 2
is worth 4
.
Vertical piece of length 1 x 2
is worth 3
.
Whole board is worth 6
.
For this example, the optimal profit is 9, because we cut board into 1 x 1
pieces. Each piece is worth 3
and we done a 3
cut, so 4 x 3
- 3 x 1
= 9
.
Second example:
1 2
3 4
Now I have to consider all the solutions:
4
1x1
pieces is worth 4x1 - (cost of cutting) 3x1 = 1
2
horizontal 1x2 is worth 2x2 - (cost of cutting) 1x1 = 3
2
vertical 1x2 is worth 3x2 - (cost of cutting) 1x1 = 5
-> best optimal profit
1
horizontal 1x2 + 2 x (1x1) pieces is worth 2 + 2 - (cost of cutting) 2 = 2
1
vertical 1x2 + 2 x (1x1) pieces is worth 3 + 2 - (cost of cutting) 2 = 3
I've read a lot about rod cutting algorithm but I don't have any idea how to bite this problem. Do you have any ideas?
I did this in Python. The algorithm is
best_val
= value of current boardbest_val
best_val
= that sumI'm not sure what you'll want for return values; I gave back the best value and tree of boards. For your second example, this is
(5, [[2, 1], [2, 1]])
Code, with debugging traces (indent
and the labeled print
s):
indent = ""
indent_len = 3
value = [[1, 2],
[3, 4]]
def best_cut(high, wide):
global indent
print indent, "ENTER", high, wide
indent += " " * indent_len
best_val = value[high-1][wide-1]
print indent, "Default", best_val
cut_vert = None
cut_val = best_val
cut_list = []
# Check horizontal cuts
for h_cut in range(1, 1 + high // 2):
print indent, "H_CUT", h_cut
cut_val1, cut_list1 = best_cut(h_cut, wide)
cut_val2, cut_list2 = best_cut(high - h_cut, wide)
cut_val = cut_val1 + cut_val2
if cut_val > best_val:
cut_list = [cut_list1, cut_list2]
print indent, "NEW H", h_cut, cut_val, cut_list
best_val = cut_val
cut_vert = False
best_h = h_cut
# Check vertical cuts
for v_cut in range(1, 1 + wide // 2):
print indent, "V_CUT", v_cut
cut_val1, cut_list1 = best_cut(high, v_cut)
cut_val2, cut_list2 = best_cut(high, wide - v_cut)
cut_val = cut_val1 + cut_val2
if cut_val > best_val:
cut_list = [cut_list1, cut_list2]
print indent, "NEW V", v_cut, cut_val, cut_list
best_val = cut_val
cut_vert = True
best_v = v_cut
# Return result of best cut
# Remember to subtract the cut cost
if cut_vert is None:
result = best_val , [high, wide]
elif cut_vert:
result = best_val-1, cut_list
else:
result = best_val-1, cut_list
indent = indent[indent_len:]
print indent, "LEAVE", cut_vert, result
return result
print best_cut(2, 2)
Output (profit and cut sizes) for each of the two tests:
(9, [[[1, 1], [1, 1]], [[1, 1], [1, 1]]])
(5, [[2, 1], [2, 1]])
Let f(h,w)
represent the best total price achievable for a board with height h
and width w
with cutting price c
. Then
f(h,w) = max(
price_matrix(h, w),
f(i, w) + f(h - i, w) - c,
f(h, j) + f(h, w - j) - c
)
for i = 1 to floor(h / 2)
for j = 1 to floor(w / 2)
Here's a bottom-up example in JavaScript that returns the filled table given the price matrix. The answer would be in the bottom right corner.
function f(prices, cost){
var m = new Array(prices.length);
for (let i=0; i<prices.length; i++)
m[i] = [];
for (let h=0; h<prices.length; h++){
for (let w=0; w<prices[0].length; w++){
m[h][w] = prices[h][w];
if (h == 0 && w == 0)
continue;
for (let i=1; i<(h+1>>1)+1; i++)
m[h][w] = Math.max(
m[h][w],
m[i-1][w] + m[h-i][w] - cost
);
for (let i=1; i<(w+1>>1)+1; i++)
m[h][w] = Math.max(
m[h][w],
m[h][i-1] + m[h][w-i] - cost
);
}
}
return m;
}
$('#submit').click(function(){
let prices = JSON.parse($('#input').val());
let result = f(prices, 1);
let str = result.map(line => JSON.stringify(line)).join('<br>');
$('#output').html(str);
});
<script src="https://ajax.googleapis.com/ajax/libs/jquery/2.1.1/jquery.min.js"></script>
<textarea id="input">[[3, 4],
[3, 6]]</textarea>
<p><button type="button" id="submit">Submit</button></p>
<div id="output"><div>
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