Lets learn about Staircase Nim by solving move the coins problem that appeared in HackerRank April World Codesprint. Among the problems I have ever created, its one of my favorites. If you don't want to solve that problem but want to learn about staircase-nim, just read the first part of this blog.
Lets start with some backgrounds.
Staircase Nim
This problem is a variation of Staircase Nim problem, which is a not-very-well-known variation of classic Nim problem. If you don't know what Nim Game is, I suggest you to first learn about it.
In Staircase nim, there is a staircase with n steps, indexed from 0 to n - 1. In each step, there are zero or more coins. See the figure below:
Two players play in turns. In his/her move a player can chose a step i > 0 and move one or more coins to step i - 1. The player who is unable to make a move lose the game. That means the game ends when all the coins are in step 0.
Now you have to decide who will win the game if both players play optimally.
Observation
We can divide the steps into two types, odd steps and even steps. Now lets think what will happen if a player A move a coin from an even step to an odd step. Player B can move those coins to an odd position and the state of the game won't change.
But if A move a coin from an odd step to an even step, similar logic won't work. Because there can be situation where player B won't be able to move those coins to another odd step to restore the state.
From this we can agree that coins in even steps are useless, they don't affect game state. If I am in a winning position and you move a coin from a even step, I will move those coins again to another even step and will still remain in a winning position.
Determine Winning Position
Now we agreed that only coins to odd steps counts. If you take one or more coin from a odd step and move them to a even step, the coins become useless! Remember even steps are useless, So moving to even step is just like throwing them away. Now we can imagine coins in a odd-step as a pile of stones in a standard nim game.
Now its easy, just find the xorsum of all odd steps and we are done!
Move the Coins
In the HackerRank problem, there is a tree and each node can contain zero or more coins.
In each move, a player can move one or more coin from a node (which is not the root) to its parent node. If a player can't make a move, he/she loses the game.
This is same as Staircase nim, but on a tree. You just need to calculate the distance between each node and the root. Now find the xorsum of all odd distance nodes. This can be done using a dfs, complexity O(V + E).
How to answer Alice's Questions?
Now, let's discuss updating the xorsum for each question. Suppose d1 is the distance between 1 and u. For node u, you must remove the edge between u and p(u) and add an edge between u and v. Suppose d2 is the new distance between u and 1; if d1%2 = d2%2, it won't change the xorsum because odd distance nodes still have odd distances (the same is true for even distance nodes).
If d1%2! = d2%2, all the odd distance nodes in subtree u will become even distance nodes, and all the even distance nodes in subtree u will become odd distance nodes. If you save the xorsum of odd and even distance nodes separately, you can easily update it for each question.
A question will be invalid if u and v belong to the same subtree. You can then easily find that using the finishing time in depth-first-search. Some did it by finding LCA but thats too much.
Complexity of answering each question is O(1).
Thats all! I will be grateful if you point out the mistakes.
A Game Theory Contest
There will be a multi-day Game Theory Contest in HackerRank on 13th May, targeted mainly to the one who just started learning game theory but last 2 days will contain some harder problems.
The contest is prepared by allllekssssa, forthright48 and me (with the help of wanbo, as always). Hope to see you in the contest!
