Created
September 10, 2014 20:09
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class Solution(object): | |
def __init__(self): | |
""" | |
h_items is a hash (key = item, value = number of items purchased (counts)) | |
items_sorted is the list of items sorted by the counts | |
space cost: O(n*n) ~ O(n) | |
""" | |
self.h_items = {} | |
self.items_sorted = [] | |
def itemPurchased(self, i_name): | |
""" | |
Since getRanking will be called more often, let's do the sorting of | |
the data right here. | |
time cost: O(nlog(n)) (Since python uses quicksort like internally) | |
""" | |
if i_name not in self.h_items: | |
self.h_items[i_name] = 0 | |
self.h_items[i_name] += 1 | |
self.__sort() | |
def getRanking(self): | |
""" | |
time cost: O(1) | |
""" | |
return self.items_sorted | |
def getTopTenProducts(self): | |
""" | |
time cost: O(1) | |
""" | |
return self.items_sorted[0:10] | |
def __sort(self): | |
""" | |
Convert the hash to a list and order by the counts. | |
Finally, update items_sorted by only keeping the items names | |
Time cost: O(nlog(n)) | |
""" | |
self.items_sorted = [] | |
for item, count in self.h_items.iteritems(): | |
self.items_sorted.append([item, count]) | |
self.items_sorted.sort(key=lambda i: i[1], reverse=True) | |
self.items_sorted = [e[0] for e in self.items_sorted] | |
solution_enable_basic_test = True | |
if solution_enable_basic_test: | |
s = Solution() | |
for i in range(0,20): | |
s.itemPurchased('i' + str(i)) | |
s.itemPurchased('i1') | |
s.itemPurchased('i1') | |
assert(s.getRanking()[0] == 'i1') | |
s.itemPurchased('i2') | |
assert(s.getRanking()[1] == 'i2') | |
assert(len(s.getRanking()) == 20) | |
assert(len(s.getTopTenProducts()) == 10) | |
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