I'm trying to generate all possible lists of Length N that sum to S. I've written some code to do so, but on anything large (in particular, I want N=5, S=100), I run into memory overflow errors.
I'm looking for either a better solution to the problem, or a way to improve my code so I can run it on N=5, S=100. These two programs below work in tandem to create all the possible number combinations in nested lists, and then re-work them to be the right format. Some sample output is reproduced below.
I know my code isn't the best. I'm an engineer by trade (I know, I know), so coding isn't exactly my forte. I appreciate any help you can provide.
EDIT: I just wanted to clarify a few thing. First, it's ok to have zero in the lists, the lists can contain multiples of the same number, and the order of the numbers in the lists matters.
def nToSum(N,S):
''' Creates a nested list of all possible lists of length N that sum to S'''
if N <= 1: #base case
return [S]
else:
L = []
for x in range(S+1): #create a sub-list for each possible entry of 0 to S
L += [[x,nToSum(N-1,S-x)]] #create a sub-list for this value recursively
return L
def compress(n=[],L): #designed to take in a list generated by nToSum
'''takes the input from nToSum as list L, and then flattens it so that each list is a
top level list. Leading set n is the "prefix" list, and grows as you climb down the
sublists'''
if type(L[0]) == int: #base case: you have exposed a pure integer
return [n+L] #take that integer, and prepend the leading set n
else:
Q = []
for x in L: # look at every sublist
Q += compress(n+[x[0]],x[1]) # for each sublist, create top level lists recursively
return Q # note: append x[0] to leading set n
>>> nToSum(3,3)
[[0, [[0, [3]], [1, [2]], [2, [1]], [3, [0]]]], [1, [[0, [2]], [1, [1]], [2, [0]]]], [2, [[0, [1]], [1, [0]]]], [3, [[0, [0]]]]]
>>> compress([],nToSum(3,3))
[[0, 0, 3], [0, 1, 2], [0, 2, 1], [0, 3, 0], [1, 0, 2], [1, 1, 1], [1, 2, 0], [2, 0, 1], [2, 1, 0], [3, 0, 0]]
First, we take an empty list 'res' and start a loop and traverse each element of the given list of integers. In each iteration, pop the element, store it in 'num', find remaining difference for sum K, and check if the difference exists in the given list or not.
Sum Of Elements In A List Using The sum() Function. Python also provides us with an inbuilt sum() function to calculate the sum of the elements in any collection object. The sum() function accepts an iterable object such as list, tuple, or set and returns the sum of the elements in the object.
sum() function in PythonPython provides an inbuilt function sum() which sums up the numbers in the list.
Using a generator saves on memory (usexrange
instead of range
if using Python 2). This is what I came up with. It is very similar to your nToSum
without the need for compress
.
def sums(length, total_sum):
if length == 1:
yield (total_sum,)
else:
for value in range(total_sum + 1):
for permutation in sums(length - 1, total_sum - value):
yield (value,) + permutation
L = list(sums(5,100))
print('total permutations:',len(L))
# First and last 10 of list
for i in L[:10] + L[-10:]:
print(i)
total permutations: 4598126
(0, 0, 0, 0, 100)
(0, 0, 0, 1, 99)
(0, 0, 0, 2, 98)
(0, 0, 0, 3, 97)
(0, 0, 0, 4, 96)
(0, 0, 0, 5, 95)
(0, 0, 0, 6, 94)
(0, 0, 0, 7, 93)
(0, 0, 0, 8, 92)
(0, 0, 0, 9, 91)
(98, 0, 2, 0, 0)
(98, 1, 0, 0, 1)
(98, 1, 0, 1, 0)
(98, 1, 1, 0, 0)
(98, 2, 0, 0, 0)
(99, 0, 0, 0, 1)
(99, 0, 0, 1, 0)
(99, 0, 1, 0, 0)
(99, 1, 0, 0, 0)
(100, 0, 0, 0, 0)
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