Design a search autocomplete system for a search engine. Users may input a sentence (at least one word and end with a special character '#'
). For each character they type except '#', you need to return the top 3 historical hot sentences that have prefix the same as the part of sentence already typed. Here are the specific rules:
Your job is to implement the following functions:
The constructor function:
AutocompleteSystem(String[] sentences, int[] times):
This is the constructor. The input is historical data. Sentences
is a string array consists of previously typed sentences. Times
is the corresponding times a sentence has been typed. Your system should record these historical data.
Now, the user wants to input a new sentence. The following function will provide the next character the user types:
List<String> input(char c):
The input c
is the next character typed by the user. The character will only be lower-case letters ('a'
to 'z'
), blank space (' '
) or a special character ('#'
). Also, the previously typed sentence should be recorded in your system. The output will be the top 3 historical hot sentences that have prefix the same as the part of sentence already typed.
Example:
Operation: AutocompleteSystem(["i love you", "island","ironman", "i love leetcode"], [5,3,2,2])
The system have already tracked down the following sentences and their corresponding times:"i love you"
: 5
times"island"
: 3
times"ironman"
: 2
times"i love leetcode"
: 2
times
Now, the user begins another search:
Operation: input('i')
Output: ["i love you", "island","i love leetcode"]
Explanation:
There are four sentences that have prefix "i"
. Among them, "ironman" and "i love leetcode" have same hot degree. Since ' '
has ASCII code 32 and 'r'
has ASCII code 114, "i love leetcode" should be in front of "ironman". Also we only need to output top 3 hot sentences, so "ironman" will be ignored.
思路:这题跟 Search Suggestion System一模一样,细微的差别是input type完了之后,输入的那个词,也要进入词频统计,那么trienode里面需要存sentence的frequency,另外注意的地方是:type的时候,如果是null了,那么以后的cur也是null,
class AutocompleteSystem {
public class TrieNode {
public HashMap<Character, TrieNode> nodemap; // 因为有空格;所以用hashmap,这样也节约空间;
public boolean isword;
public String word;
public HashMap<String, Integer> fremap;
public TrieNode() {
this.nodemap = new HashMap<>();
this.isword = false;
this.word = null;
this.fremap = new HashMap<>();
}
}
public class Trie {
public TrieNode root;
public Trie() {
this.root = new TrieNode();
}
public void insert(String word, int time) {
TrieNode cur = root;
for(int i = 0; i < word.length(); i++) {
char c = word.charAt(i);
if(cur.nodemap.get(c) == null) {
cur.nodemap.put(c, new TrieNode());
}
cur = cur.nodemap.get(c);
// 一定是沿途的trieNode都要记录,而不是最后才记录;
cur.fremap.put(word, cur.fremap.getOrDefault(word, 0) + time);
}
cur.isword = true;
cur.word = word;
}
}
private Trie trie;
private StringBuilder sb;
private TrieNode cur;
private class Node {
public String word;
public int fre;
public Node(String word, int fre) {
this.word = word;
this.fre = fre;
}
}
public AutocompleteSystem(String[] sentences, int[] times) {
this.trie = new Trie();
this.sb = new StringBuilder();
this.cur = trie.root;
for(int i = 0; i < sentences.length; i++) {
trie.insert(sentences[i], times[i]);
}
}
public List<String> input(char c) {
List<String> res = new ArrayList<>();
if(c == '#') {
// last char;
String lastword = sb.toString();
trie.insert(lastword, 1);
cur = trie.root;
sb = new StringBuilder();
} else {
sb.append(c);
if(cur != null && cur.nodemap.get(c) != null) {
cur = cur.nodemap.get(c);
List<Node> nodelist = new ArrayList<Node>();
for(String key: cur.fremap.keySet()) {
Node node = new Node(key, cur.fremap.get(key));
nodelist.add(node);
}
Collections.sort(nodelist, (a, b) -> (a.fre != b.fre ? b.fre - a.fre : a.word.compareTo(b.word)));
for(int i = 0; i < Math.min(3, nodelist.size()); i++) {
res.add(nodelist.get(i).word);
}
} else {
cur = null;
}
}
return res;
}
}
/**
* Your AutocompleteSystem object will be instantiated and called as such:
* AutocompleteSystem obj = new AutocompleteSystem(sentences, times);
* List<String> param_1 = obj.input(c);
*/