How to do an efficient priority update in STL priority_queue?

Question

I have a priority_queue of some object:

typedef priority_queue<Object> Queue;
Queue queue;

From time to time, the priority of one of the objects may change - I need to be able to update the priority of that object in the queue in an efficient way. Currently I am using this method which works but seems inefficient:

Queue newQueue;
while (!queue.empty())
{
  Object obj=queue.top();
  queue.pop();

  if (priorityHasChanged(obj))
    newQueue.push_back(Object(new_priority));
  else
    newQueue.push_back(obj);
}

newQueue.swap(queue); // this only works because I actually subclassed the priority_queue
                 // class and exposed a swap method that swaps in the container

I implemented it this way because I was in kind of a hurry at the time and this was the quickest thing I could do that I could be sure it would work ok. There has to be a better way than this though. Really what I want is a way to either:

• extract out the instance with the changed priority and insert a new one with the new priority value
• update the instance with the changed priority and then update the queue so that it is correctly sorted

What is the best way to do this?

Answer 1

I can suggest 2 choices to solve the problem, although neither performs a real update.

1. Use the priority_queue and push element each time you would like to update it. Accept the fact that you will have useless entries in the queue. When popping the top value, check if it contains the up-to-date value. If not, ignore it and pop the next.

   This way you delay the removal of the updated element until it comes to the top. I noticed this approach being used by top programmers realizing Dijkstra algorithm.

2. Use set . It is also sorted so you are able to extract the greatest element in logarithmic time. You are also able to remove the outdated element before inserting it again. So still no update operation possible, but removal and reinsertion is doable.

Seems like the complexity of both approaches is the same.

Answer 2

I think you are out of luck with standard priority queue because you can't get at the underlying deque/vector/list or whatever. You need to implement your own - it's not that hard.

Answer 3

The most straightforward way to do this with STL (that I know) is to remove the entry, update its priority and then reinsert it. Doing this is quite slow using std::priority_queue, however you can do the same thing with std::set. Unfortunately you have to be careful to not change the priority of an object when it is in the set.

I have implemented a mutable_priority_queue class based gluing together an std::multimap (for priority to value mapping) and an std::map (for value to priority mapping) that allows you to insert/remove items as well as update existing values in logarithmic time. You can get the code and an example of how to use it here

Answer 4

The appropriate data structure is called "Fibonacci Heap". But you need to implement it yourself. Insert/Updates are O(1) ExtractMin is O(logn)

Answer 5

I have implemented a high-performance updatable priority queue and made it available on github .

This is how you would typically use it :

better_priority_queue::updatable_priority_queue<int,int> pQ;
pQ.push(0, 30);   // or pQ.set(0, 30)
pQ.push(1, 20);
pQ.push(2, 10);

pQ.update(2, 25); // or pQ.set(2, 25)

while(!pQ.empty())
    std::cout << pQ.pop_value().key << ' ';

// Outputs: 0 2 1

To complement Jarekczek's answer, if indeed both the set and "pure heap with useless entries" approaches have the same complexity, the stl::set version typically performs much slower than the stl::priority_queue version due to the fact that it is implemented with red-black trees that only guarantee their depth to be lower than 2*log_2(n_elements) and require regular updates, while stl::priority_queue is an as pure and fast binary heap as possible. This is why it is typically used when implementing Dijkstra.

The set approach may however be faster when making a lot of updates on few base nodes. This is also where using my library would bring you the most improvement.

Answer 6

Unfortunately you cannot update value in priority_queue. priority_queue does not offer such interface.

I think you'd better use set as Jarekczek said or use this solution (using make_heap).

Answer 7

你可能想看看replace_if 这里有一个例子。