- Design Twiter
Design a simplified version of Twitter where users can post tweets, follow/unfollow another user and is able to see the 10 most recent tweets in the user's news feed. Your design should support the following methods:
postTweet(userId, tweetId): Compose a new tweet.
getNewsFeed(userId): Retrieve the 10 most recent tweet ids in the user's news feed. Each item in the news feed must be posted by users who the user followed or by the user herself. Tweets must be ordered from most recent to least recent.
follow(followerId, followeeId): Follower follows a followee.
unfollow(followerId, followeeId): Follower unfollows a followee.
Example:
Twitter twitter = new Twitter();
// User 1 posts a new tweet (id = 5).
twitter.postTweet(1, 5);
// User 1's news feed should return a list with 1 tweet id -> [5].
twitter.getNewsFeed(1);
// User 1 follows user 2.
twitter.follow(1, 2);
// User 2 posts a new tweet (id = 6).
twitter.postTweet(2, 6);
// User 1's news feed should return a list with 2 tweet ids -> [6, 5].
// Tweet id 6 should precede tweet id 5 because it is posted after tweet id 5.
twitter.getNewsFeed(1);
// User 1 unfollows user 2.
twitter.unfollow(1, 2);
// User 1's news feed should return a list with 1 tweet id -> [5],
// since user 1 is no longer following user 2.
twitter.getNewsFeed(1);
my thoughts:
1. when add new num, check all previous Intervals.
my solution:
**********
class Twitter:
def __init__(self):
"""
Initialize your data structure here.
"""
self.tweetTime = 1
self.users = {}
self.follows = {}
def postTweet(self, userId, tweetId):
"""
Compose a new tweet.
:type userId: int
:type tweetId: int
:rtype: void
"""
if userId not in self.users:
self.users[userId] = [(self.tweetTime, tweetId)]
else:
self.users[userId].append((self.tweetTime, tweetId))
self.tweetTime += 1
#print(self.users.items())
def getNewsFeed(self, userId):
"""
Retrieve the 10 most recent tweet ids in the user's news feed. Each item in the news feed must be posted by users who the user followed or by the user herself. Tweets must be ordered from most recent to least recent.
:type userId: int
:rtype: List[int]
"""
if userId not in self.users and userId not in self.follows:
return []
res = self.users[userId][-10:] if userId in self.users else []
#print(userId)
if userId in self.follows and self.follows[userId]:
for user in self.follows[userId]:
res.extend(self.users[user][-10:] if user in self.users else [])
res.sort(key = lambda x : x[0], reverse = True)
return [x[1] for x in res[:10]]
def follow(self, followerId, followeeId):
"""
Follower follows a followee. If the operation is invalid, it should be a no-op.
:type followerId: int
:type followeeId: int
:rtype: void
"""
if followerId == followeeId:
return
if followerId not in self.follows:
self.follows[followerId] = set()
self.follows[followerId].add(followeeId)
#print(self.follows.items())
def unfollow(self, followerId, followeeId):
"""
Follower unfollows a followee. If the operation is invalid, it should be a no-op.
:type followerId: int
:type followeeId: int
:rtype: void
"""
if followerId in self.follows and followeeId in self.follows[followerId]:
self.follows[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)
my comments:
review LIS
from other ppl's solution:
1. Java OO Design with most efficient function getNewsFeed
public class Twitter {
private static int timeStamp=0;
// easy to find if user exist
private Map<Integer, User> userMap;
// Tweet link to next Tweet so that we can save a lot of time
// when we execute getNewsFeed(userId)
private class Tweet{
public int id;
public int time;
public Tweet next;
public Tweet(int id){
this.id = id;
time = timeStamp++;
next=null;
}
}
// OO design so User can follow, unfollow and post itself
public class User{
public int id;
public Set<Integer> followed;
public Tweet tweet_head;
public User(int id){
this.id=id;
followed = new HashSet<>();
follow(id); // first follow itself
tweet_head = null;
}
public void follow(int id){
followed.add(id);
}
public void unfollow(int id){
followed.remove(id);
}
// everytime user post a new tweet, add it to the head of tweet list.
public void post(int id){
Tweet t = new Tweet(id);
t.next=tweet_head;
tweet_head=t;
}
}
/** Initialize your data structure here. */
public Twitter() {
userMap = new HashMap<Integer, User>();
}
/** Compose a new tweet. */
public void postTweet(int userId, int tweetId) {
if(!userMap.containsKey(userId)){
User u = new User(userId);
userMap.put(userId, u);
}
userMap.get(userId).post(tweetId);
}
// Best part of this.
// first get all tweets lists from one user including itself and all people it followed.
// Second add all heads into a max heap. Every time we poll a tweet with
// largest time stamp from the heap, then we add its next tweet into the heap.
// So after adding all heads we only need to add 9 tweets at most into this
// heap before we get the 10 most recent tweet.
public List<Integer> getNewsFeed(int userId) {
List<Integer> res = new LinkedList<>();
if(!userMap.containsKey(userId)) return res;
Set<Integer> users = userMap.get(userId).followed;
PriorityQueue<Tweet> q = new PriorityQueue<Tweet>(users.size(), (a,b)->(b.time-a.time));
for(int user: users){
Tweet t = userMap.get(user).tweet_head;
// very imporant! If we add null to the head we are screwed.
if(t!=null){
q.add(t);
}
}
int n=0;
while(!q.isEmpty() && n<10){
Tweet t = q.poll();
res.add(t.id);
n++;
if(t.next!=null)
q.add(t.next);
}
return res;
}
/** Follower follows a followee. If the operation is invalid, it should be a no-op. */
public void follow(int followerId, int followeeId) {
if(!userMap.containsKey(followerId)){
User u = new User(followerId);
userMap.put(followerId, u);
}
if(!userMap.containsKey(followeeId)){
User u = new User(followeeId);
userMap.put(followeeId, u);
}
userMap.get(followerId).follow(followeeId);
}
/** Follower unfollows a followee. If the operation is invalid, it should be a no-op. */
public void unfollow(int followerId, int followeeId) {
if(!userMap.containsKey(followerId) || followerId==followeeId)
return;
userMap.get(followerId).unfollow(followeeId);
}
}
/**
* Your Twitter object will be instantiated and called as such:
* Twitter obj = new Twitter();
* obj.postTweet(userId,tweetId);
* List<Integer> param_2 = obj.getNewsFeed(userId);
* obj.follow(followerId,followeeId);
* obj.unfollow(followerId,followeeId);
*/
2. python
class Twitter(object):
def __init__(self):
self.timer = itertools.count(step=-1)
self.tweets = collections.defaultdict(collections.deque)
self.followees = collections.defaultdict(set)
def postTweet(self, userId, tweetId):
self.tweets[userId].appendleft((next(self.timer), tweetId))
def getNewsFeed(self, userId):
tweets = heapq.merge(*(self.tweets[u] for u in self.followees[userId] | {userId}))
return [t for _, t in itertools.islice(tweets, 10)]
def follow(self, followerId, followeeId):
self.followees[followerId].add(followeeId)
def unfollow(self, followerId, followeeId):
self.followees[followerId].discard(followeeId)