Design twitter
August 6, 2022
heap designProblem URL: Design twitter
This is a classic object oriented design problem. We will use a hashmap for the tweet map and another hashmap for the follow map. Each element of the tweet map with be a list, and each element of the list will have the tweetId and the count of the current timestamp. This timestamp will be a global attribute, so every method can reach it. Each element of the follow map will be a set, so we don't duplicate the same follower twice.
Whenever we need to get the news feed, we will create a maxheap, and take top 10 result based on the timestamp. But as python does not have a builtin max heap, so we will use a min heap and we will start out timestamp at 0. And each time someone posted a tweet, we will decrease the time by 1.
And follow and unfollow are very basic operation, we will add the follower id in the follow map and remove it for unfollowing.
class Twitter:
def __init__(self):
self.count = 0
self.tweetMap = collections.defaultdict(list)
self.followMap = collections.defaultdict(set)
def postTweet(self, userId: int, tweetId: int) -> None:
self.tweetMap[userId].append([self.count, tweetId])
self.count -= 1
def getNewsFeed(self, userId: int) -> List[int]:
res = []
minHeap = []
self.followMap[userId].add(userId)
for followeeId in self.followMap[userId]:
if followeeId in self.tweetMap:
index = len(self.tweetMap[followeeId]) - 1
count, tweetId = self.tweetMap[followeeId][index]
heapq.heappush(minHeap, [count, tweetId, followeeId, index - 1])
while minHeap and len(res) < 10:
count, tweetId, followeeId, index = heapq.heappop(minHeap)
res.append(tweetId)
if index >= 0:
count, tweetId = self.tweetMap[followeeId][index]
heapq.heappush(minHeap, [count, tweetId, followeeId, index - 1])
return res
def follow(self, followerId: int, followeeId: int) -> None:
self.followMap[followerId].add(followeeId)
def unfollow(self, followerId: int, followeeId: int) -> None:
if followeeId in self.followMap[followerId]:
self.followMap[followerId].remove(followeeId)
# Your Twitter object will be instantiated and called as such:
# obj = Twitter()
# obj.postTweet(userId,tweetId)
# param_2 = obj.getNewsFeed(userId)
# obj.follow(followerId,followeeId)
# obj.unfollow(followerId,followeeId)
Time Complexity: O(1)
, for each operation, O(n*u)
for news feed, where n is the number of tweets, and u is the number of users.
Space Complexity: O(n*u)
, where n is the number of tweets, and u is the number of users.