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@mailarchis
Created January 8, 2011 16:06
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3Sum Problem
"""
Problem Statement
Given a set of numbers M and another number k
Find if there exists 3 numbers a,b,c in M such that
a+b+c = k
in complexity O(N^2)
Solution
This code solves the problem in O(N^2). However, following assumptions had been made
Set comprises of positive integers.
Note - the code can be customized to handle negative numbers and decimals
Bonus Tip - When wiki says that the best case complexity is O(N^2), then its most probably correct
Refer - http://en.wikipedia.org/wiki/3SUM
"""
import sys
def merge(left, right):
result = []
i ,j = 0, 0
while i < len(left) and j < len(right):
if left[i] <= right[j]:
result.append(left[i])
i += 1
else:
result.append(right[j])
j += 1
result += left[i:]
result += right[j:]
return result
def mergesort(list):
"""
mergesort function
Complexity - O(NlogN)
Ref - http://en.literateprograms.org/Merge_sort_(Python)
"""
if len(list) < 2:
return list
else:
middle = len(list) / 2
left = mergesort(list[:middle])
right = mergesort(list[middle:])
return merge(left, right)
def binary_search(a, x, lo=0, hi=None):
"""
Complexity - O(NlogN)
"""
if hi is None:
hi = len(a)
while lo < hi:
mid = (lo+hi)//2
midval = a[mid]
if midval < x:
lo = mid+1
elif midval > x:
hi = mid
else:
return mid
return -1
def check_input_set(number_set, k):
"""
checks if in a number list three numbers a,b,c exist such that a+b+c = k
returns [a,b,c] if exists else None
Complexity - O(N^2)
"""
# Sort the number set
sorted_number_list = mergesort(number_set)
print 'Sorted Numbers %s' %(sorted_number_list)
i = 0
j = 0
# Find index of the largest number in sorted list that is < k
for l, e in reversed(list(enumerate(sorted_number_list))):
if e < k:
j = l
break
if (j == 0):
print 'No such number set exists'
return None
for i in range(0,j+1):
a = k - sorted_number_list[i]
l = i
m = j
if a > 0:
while l < m:
two_sum = sorted_number_list[l]+sorted_number_list[m]
if two_sum < a:
l = l+1
elif two_sum > a:
m = m-1
else:
b = sorted_number_list[l]
c = sorted_number_list[m]
return [k-b-c,b,c]
return None
def main():
# Take input of list of numbers from console
input_flag = True
k = 0
number_set = []
while input_flag:
number = raw_input('Please enter a positive integer - ')
try:
number = int(number)
number_set.append(number)
except:
print 'Please enter a positive integer'
print sys.exc_info()[0]
cont_flag = raw_input('Continue y or n - ')
cont_flag = cont_flag.lower()
if cont_flag != 'y':
input_flag = False
print 'You have entered the following numbers %s' %(number_set)
k = raw_input('Please enter the value of k - ')
try:
k = int(k)
except:
print 'Please enter the value'
print sys.exc_info()[0]
result_set = check_input_set(number_set, k)
print result_set
if __name__ == "__main__":
main()
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