The task is to implement an O(1) Least Recently Used Cache
Here is the question on leetcode
https://leetcode.com/problems/lru-cache/
Here is my solution, while it is O(1) it is not the fastest implementation
could you give some feedback and maybe ideas on how can I optimize this? Thank you !
#include<unordered_map>
#include<list>
class LRUCache {
// umap<key,<value,listiterator>>
// store the key,value, position in list(iterator) where push_back occurred
private:
unordered_map<int,pair<int,list<int>::iterator>> umap;
list<int> klist;
int cap = -1;
public:
LRUCache(int capacity):cap(capacity){
}
int get(int key) {
// if the key exists in the unordered map
if(umap.count(key)){
// remove it from the old position
klist.erase(umap[key].second);
klist.push_back(key);
list<int>::iterator key_loc = klist.end();
umap[key].second = --key_loc;
return umap[key].first;
}
return -1;
}
void put(int key, int value) {
// if key already exists delete it from the the umap and klist
if(umap.count(key)){
klist.erase(umap[key].second);
umap.erase(key);
}
// if the unordered map is at max capacity
if(umap.size() == cap){
umap.erase(klist.front());
klist.pop_front();
}
// finally update klist and umap
klist.push_back(key);
list<int>::iterator key_loc = klist.end();
umap[key].first = value;
umap[key].second = --key_loc;
return;
}
};
/**
* Your LRUCache object will be instantiated and called as such:
* LRUCache* obj = new LRUCache(capacity);
* int param_1 = obj->get(key);
* obj->put(key,value);
*/
Here's some optimizations that might help:
Take this segment of code from the get
function:
if(umap.count(key)){
// remove it from the old position
klist.erase(umap[key].second);
The above will lookup key
in the map twice. Once for the count
method to see if it exists. Another to invoke the []
operator to fetch its value. Save a few cycles by doing this:
auto itor = umap.find(key);
if (itor != umap.end()) {
// remove it from the old position
klist.erase(itor->second);
In the put
function, you do this:
if(umap.count(key)){
klist.erase(umap[key].second);
umap.erase(key);
}
Same thing as get
, you can avoid the redundant search through umap
. Additionally, there's no reason to invoke umap.erase
only to add that same key back into the map a few lines later.
Further, this is also inefficient
umap[key].first = value;
umap[key].second = --key_loc;
Similar to above, redundantly looking up key
twice in the map. In the first assignment statement, the key
is not in the map, so it default constructs a new value pair thing. The second assignment is doing another lookup in the map.
Let's restructure your put
function as follows:
void put(int key, int value) {
auto itor = umap.find(key);
bool reinsert = (itor != umap.end());
// if key already exists delete it from the klist only
if (reinsert) {
klist.erase(umap[key].second);
}
else {
// if the unordered map is at max capacity
if (umap.size() == cap) {
umap.erase(klist.front());
klist.pop_front();
}
}
// finally update klist and umap
klist.push_back(key);
list<int>::iterator key_loc = klist.end();
auto endOfList = --key_loc;
if (reinsert) {
itor->second.first = value;
itor->second.second = endOfList;
}
else {
const pair<int, list<int>::iterator> itempair = { value, endOfList };
umap.emplace(key, itempair);
}
}
That's as far as you can probably go by using std::list
. The downside of the list
type is that there's no way to move an existing node from the middle to the front (or back) without first removing it and then adding it back. That's a couple of unneeded memory allocations to update the list. Possible alternative is that you just use your own double-linked list type and manually fixup the prev/next pointer yourself.
Here is my solution, while it is O(1) it is not the fastest implementation could you give some feedback and maybe ideas on how can I optimize this? Thank you !
Gonna take on selbie's point here:
Every instance of if(umap.count(key))
will search for the key and using umap[key]
is the equivalent for the search. You can avoid the double search by assigning an iterator which points to the key by a single std::unordered_map::find()
operation.
selbie already gave the code for int get()
's search, here's the one for void put()
's one:
auto it = umap.find(key);
if (it != umap.end())
{
klist.erase(it ->second);
umap.erase(key);
}
Sidecase:
Not applicable for your code as of now due to lack of input and output work, but in case you use std::cin
and std::cout
, you can disable the synchronization between C and C++ streams, and untie cin from cout as an optimization: (they are tied together by default)
// If your using cin/cout or I/O
ios::sync_with_stdio(false);
cin.tie(nullptr);
cout.tie(nullptr);
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