Update rod_cutting.py (#995)

* Update rod_cutting.py

A hopefully clearer implementation without dependence on global variables.

* Update rod_cutting.py

added doctests

* Update rod_cutting.py

* Update rod_cutting.py
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Sanders Lin 2019-07-13 15:12:54 +08:00 committed by cclauss
parent 7a6ebb85a2
commit 7271c0d64a

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### PROBLEM ### from typing import List
"""
We are given a rod of length n and we are given the array of prices, also of
length n. This array contains the price for selling a rod at a certain length.
For example, prices[5] shows the price we can sell a rod of length 5.
Generalising, prices[x] shows the price a rod of length x can be sold.
We are tasked to find the optimal solution to sell the given rod.
"""
### SOLUTION ### def rod_cutting(prices: List[int],length: int) -> int:
""" """
Profit(n) = max(1<i<n){Price(n),Price(i)+Profit(n-i)} Given a rod of length n and array of prices that indicate price at each length.
Determine the maximum value obtainable by cutting up the rod and selling the pieces
When we receive a rod, we have two options: >>> rod_cutting([1,5,8,9],4)
a) Don't cut it and sell it as is (receiving prices[length]) 10
b) Cut it and sell it in two parts. The length we cut it and the rod we are >>> rod_cutting([1,1,1],3)
left with, which we have to try and sell separately in an efficient way. 3
Choose the maximum price we can get. >>> rod_cutting([1,2,3], -1)
""" Traceback (most recent call last):
ValueError: Given integer must be greater than 1, not -1
def CutRod(n): >>> rod_cutting([1,2,3], 3.2)
if(n == 1): Traceback (most recent call last):
#Cannot cut rod any further TypeError: Must be int, not float
return prices[1] >>> rod_cutting([], 3)
Traceback (most recent call last):
noCut = prices[n] #The price you get when you don't cut the rod AssertionError: prices list is shorted than length: 3
yesCut = [-1 for x in range(n)] #The prices for the different cutting options
for i in range(1,n):
if(solutions[i] == -1):
#We haven't calulated solution for length i yet.
#We know we sell the part of length i so we get prices[i].
#We just need to know how to sell rod of length n-i
yesCut[i] = prices[i] + CutRod(n-i)
else:
#We have calculated solution for length i.
#We add the two prices.
yesCut[i] = prices[i] + solutions[n-i]
#We need to find the highest price in order to sell more efficiently.
#We have to choose between noCut and the prices in yesCut.
m = noCut #Initialize max to noCut
for i in range(n):
if(yesCut[i] > m):
m = yesCut[i]
solutions[n] = m
return m
### EXAMPLE ### Args:
length = 5 prices: list indicating price at each length, where prices[0] = 0 indicating rod of zero length has no value
#The first price, 0, is for when we have no rod. length: length of rod
prices = [0, 1, 3, 7, 9, 11, 13, 17, 21, 21, 30]
solutions = [-1 for x in range(length+1)] Returns:
Maximum revenue attainable by cutting up the rod in any way.
"""
prices.insert(0, 0)
if not isinstance(length, int):
raise TypeError('Must be int, not {0}'.format(type(length).__name__))
if length < 0:
raise ValueError('Given integer must be greater than 1, not {0}'.format(length))
assert len(prices) - 1 >= length, "prices list is shorted than length: {0}".format(length)
return rod_cutting_recursive(prices, length)
def rod_cutting_recursive(prices: List[int],length: int) -> int:
#base case
if length == 0:
return 0
value = float('-inf')
for firstCutLocation in range(1,length+1):
value = max(value, prices[firstCutLocation]+rod_cutting_recursive(prices,length - firstCutLocation))
return value
def main():
assert rod_cutting([1,5,8,9,10,17,17,20,24,30],10) == 30
# print(rod_cutting([],0))
if __name__ == '__main__':
main()
print(CutRod(length))