- LFU Cache
中文English
LFU (Least Frequently Used) is a famous cache eviction algorithm.
For a cache with capacity k, if the cache is full and need to evict a key in it, the key with the lease frequently used will be kicked out.
Implement set and get method for LFU cache.
Example Input: LFUCache(3) set(2,2) set(1,1) get(2) get(1) get(2) set(3,3) set(4,4) get(3) get(2) get(1) get(4)
Output: 2 1 2 -1 2 1 4
解法1:3个hashMap。
注意:
- 只有当某个freq的set全空的时候我们才需要更新minFreq。
if (minFreq == freq && freq2set[minFreq].size() == 0) minFreq++; - unordered_map<int, std::set> freq2set; //(freq, set of keys)
这里我用的set。**但要注意set里面的元素应该按其插入的时间顺序排序,如果删掉元素则删掉最早的那个。**所以我专门定义一个Node,并重载<操作符。
代码如下:
struct Node {
int key;
int timestamp;
Node(int k, int t) : key(k), timestamp(t) {}
bool operator < (Node & A) {
return this->timestamp < A.timestamp;
}
};
bool operator < (const Node & A, const Node & B) {
return A.timestamp < B.timestamp;
}
class LFUCache {
public:
/*
* @param capacity: An integer
*/
LFUCache(int capacity) : cap(capacity), minFreq(0) {
freq2set[1] = std::set<Node>();
timestamp = 0;
}
/*
* @param key: An integer
* @param value: An integer
* @return: nothing
*/
void set(int key, int value) {
timestamp++;
if (key2value.find(key) != key2value.end()) {
key2value[key] = value;
get(key);
return;
}
if (key2value.size() >= cap) {
//int lowestKey = *(freq2set[minFreq].begin());
Node firstMinFreqNode = *(freq2set[minFreq].begin());
freq2set[minFreq].erase(firstMinFreqNode);
key2value.erase(firstMinFreqNode.key);
key2freq.erase(firstMinFreqNode.key);
}
key2value[key] = value;
minFreq = 1;
key2freq[key] = 1;
freq2set[1].insert(Node(key, timestamp));
}
/*
* @param key: An integer
* @return: An integer
*/
int get(int key) {
timestamp++;
if (key2value.find(key) == key2value.end()) {
return -1;
}
int freq = key2freq[key];
for (auto s : freq2set[freq]) {
if (s.key == key) freq2set[freq].erase(s);
}
//only when the last minFreq key was deleted, increment minFreq
if (minFreq == freq && freq2set[minFreq].size() == 0) minFreq++;
freq++;
key2freq[key] = freq;
if (freq2set.find(freq) == freq2set.end()) {
freq2set[freq] = std::set<Node>();
}
freq2set[freq].insert(Node(key, timestamp));
return key2value[key];
}
private:
unordered_map<int, int> key2value; //(key, value)
unordered_map<int, int> key2freq; //(key, freq)
unordered_map<int, std::set<Node>> freq2set; //(freq, set of keys)
int cap;
int minFreq;
int timestamp;
};
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