Prerequisites : Grundy Numbers/Nimbers and Mex

We have already seen in Set 2 (https://www.geeksforgeeks.org/combinatorial-game-theory-set-2-game-nim/), that we can find who wins in a game of Nim without actually playing the game.

Suppose we change the classic Nim game a bit. This time each player can only remove 1, 2 or 3 stones only (and not any number of stones as in the classic game of Nim). Can we predict who will win?

Yes, we can predict the winner using Sprague-Grundy Theorem.

**What is Sprague-Grundy Theorem?**

Suppose there is a composite game (more than one sub-game) made up of N sub-games and two players, A and B. Then Sprague-Grundy Theorem says that if both A and B play optimally (i.e., they don’t make any mistakes), then the player starting first is guaranteed to win if the XOR of the grundy numbers of position in each sub-games at the beginning of the game is non-zero. Otherwise, if the XOR evaluates to zero, then player A will lose definitely, no matter what.

**How to apply Sprague Grundy Theorem ?**

We can apply Sprague-Grundy Theorem in any impartial game and solve it. The basic steps are listed as follows:

- Break the composite game into sub-games.
- Then for each sub-game, calculate the Grundy Number at that position.
- Then calculate the XOR of all the calculated Grundy Numbers.
- If the XOR value is non-zero, then the player who is going to make the turn (First Player) will win else he is destined to lose, no matter what.

**Example Game :** The game starts with 3 piles having 3, 4 and 5 stones, and the player to move may take any positive number of stones upto 3 only from any of the piles [Provided that the pile has that much amount of stones]. The last player to move wins. Which player wins the game assuming that both players play optimally?

**How to tell who will win by applying Sprague-Grundy Theorem?**

As, we can see that this game is itself composed of several sub-games. **First Step :** The sub-games can be considered as each piles. **Second Step :** We see from the below table that

Grundy(3) = 3 Grundy(4) = 0 Grundy(5) = 1

We have already seen how to calculate the Grundy Numbers of this game in the previous article.**Third Step : **The XOR of 3, 0, 1 = 2**Fourth Step : **Since XOR is a non-zero number, so we can say that the first player will win.

Below is the program that implements above 4 steps.

## C++

`/* Game Description-` ` ` `"A game is played between two players and there are N piles` ` ` `of stones such that each pile has certain number of stones.` ` ` `On his/her turn, a player selects a pile and can take any` ` ` `non-zero number of stones upto 3 (i.e- 1,2,3)` ` ` `The player who cannot move is considered to lose the game` ` ` `(i.e., one who take the last stone is the winner).` ` ` `Can you find which player wins the game if both players play` ` ` `optimally (they don't make any mistake)? "` ` ` `A Dynamic Programming approach to calculate Grundy Number` ` ` `and Mex and find the Winner using Sprague - Grundy Theorem. */` `#include<bits/stdc++.h>` `using` `namespace` `std;` `/* piles[] -> Array having the initial count of stones/coins` ` ` `in each piles before the game has started.` ` ` `n -> Number of piles` ` ` `Grundy[] -> Array having the Grundy Number corresponding to` ` ` `the initial position of each piles in the game` ` ` `The piles[] and Grundy[] are having 0-based indexing*/` `#define PLAYER1 1` `#define PLAYER2 2` `// A Function to calculate Mex of all the values in that set` `int` `calculateMex(unordered_set<` `int` `> Set)` `{` ` ` `int` `Mex = 0;` ` ` `while` `(Set.find(Mex) != Set.end())` ` ` `Mex++;` ` ` `return` `(Mex);` `}` `// A function to Compute Grundy Number of 'n'` `int` `calculateGrundy(` `int` `n, ` `int` `Grundy[])` `{` ` ` `Grundy[0] = 0;` ` ` `Grundy[1] = 1;` ` ` `Grundy[2] = 2;` ` ` `Grundy[3] = 3;` ` ` `if` `(Grundy[n] != -1)` ` ` `return` `(Grundy[n]);` ` ` `unordered_set<` `int` `> Set; ` `// A Hash Table` ` ` `for` `(` `int` `i=1; i<=3; i++)` ` ` `Set.insert (calculateGrundy (n-i, Grundy));` ` ` `// Store the result` ` ` `Grundy[n] = calculateMex (Set);` ` ` `return` `(Grundy[n]);` `}` `// A function to declare the winner of the game` `void` `declareWinner(` `int` `whoseTurn, ` `int` `piles[],` ` ` `int` `Grundy[], ` `int` `n)` `{` ` ` `int` `xorValue = Grundy[piles[0]];` ` ` `for` `(` `int` `i=1; i<=n-1; i++)` ` ` `xorValue = xorValue ^ Grundy[piles[i]];` ` ` `if` `(xorValue != 0)` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `printf` `(` `"Player 1 will win\n"` `);` ` ` `else` ` ` `printf` `(` `"Player 2 will win\n"` `);` ` ` `}` ` ` `else` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `printf` `(` `"Player 2 will win\n"` `);` ` ` `else` ` ` `printf` `(` `"Player 1 will win\n"` `);` ` ` `}` ` ` `return` `;` `}` `// Driver program to test above functions` `int` `main()` `{` ` ` `// Test Case 1` ` ` `int` `piles[] = {3, 4, 5};` ` ` `int` `n = ` `sizeof` `(piles)/` `sizeof` `(piles[0]);` ` ` `// Find the maximum element` ` ` `int` `maximum = *max_element(piles, piles + n);` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int` `Grundy[maximum + 1];` ` ` `memset` `(Grundy, -1, ` `sizeof` `(Grundy));` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for` `(` `int` `i=0; i<=n-1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER1, piles, Grundy, n);` ` ` `/* Test Case 2` ` ` `int piles[] = {3, 8, 2};` ` ` `int n = sizeof(piles)/sizeof(piles[0]);` ` ` `int maximum = *max_element (piles, piles + n);` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int Grundy [maximum + 1];` ` ` `memset(Grundy, -1, sizeof (Grundy));` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for (int i=0; i<=n-1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER2, piles, Grundy, n); */` ` ` `return` `(0);` `}` |

## Java

`import` `java.util.*;` `/* Game Description-` `"A game is played between two players and there are N piles` `of stones such that each pile has certain number of stones.` `On his/her turn, a player selects a pile and can take any` `non-zero number of stones upto 3 (i.e- 1,2,3)` `The player who cannot move is considered to lose the game` `(i.e., one who take the last stone is the winner).` `Can you find which player wins the game if both players play` `optimally (they don't make any mistake)? "` `A Dynamic Programming approach to calculate Grundy Number` `and Mex and find the Winner using Sprague - Grundy Theorem. */` `class` `GFG {` ` ` `/* piles[] -> Array having the initial count of stones/coins` ` ` `in each piles before the game has started.` `n -> Number of piles` `Grundy[] -> Array having the Grundy Number corresponding to` ` ` `the initial position of each piles in the game` `The piles[] and Grundy[] are having 0-based indexing*/` `static` `int` `PLAYER1 = ` `1` `;` `static` `int` `PLAYER2 = ` `2` `;` `// A Function to calculate Mex of all the values in that set` `static` `int` `calculateMex(HashSet<Integer> Set)` `{` ` ` `int` `Mex = ` `0` `;` ` ` `while` `(Set.contains(Mex))` ` ` `Mex++;` ` ` `return` `(Mex);` `}` `// A function to Compute Grundy Number of 'n'` `static` `int` `calculateGrundy(` `int` `n, ` `int` `Grundy[])` `{` ` ` `Grundy[` `0` `] = ` `0` `;` ` ` `Grundy[` `1` `] = ` `1` `;` ` ` `Grundy[` `2` `] = ` `2` `;` ` ` `Grundy[` `3` `] = ` `3` `;` ` ` `if` `(Grundy[n] != -` `1` `)` ` ` `return` `(Grundy[n]);` ` ` `// A Hash Table` ` ` `HashSet<Integer> Set = ` `new` `HashSet<Integer>();` ` ` `for` `(` `int` `i = ` `1` `; i <= ` `3` `; i++)` ` ` `Set.add(calculateGrundy (n - i, Grundy));` ` ` `// Store the result` ` ` `Grundy[n] = calculateMex (Set);` ` ` `return` `(Grundy[n]);` `}` `// A function to declare the winner of the game` `static` `void` `declareWinner(` `int` `whoseTurn, ` `int` `piles[],` ` ` `int` `Grundy[], ` `int` `n)` `{` ` ` `int` `xorValue = Grundy[piles[` `0` `]];` ` ` `for` `(` `int` `i = ` `1` `; i <= n - ` `1` `; i++)` ` ` `xorValue = xorValue ^ Grundy[piles[i]];` ` ` `if` `(xorValue != ` `0` `)` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `System.out.printf(` `"Player 1 will win\n"` `);` ` ` `else` ` ` `System.out.printf(` `"Player 2 will win\n"` `);` ` ` `}` ` ` `else` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `System.out.printf(` `"Player 2 will win\n"` `);` ` ` `else` ` ` `System.out.printf(` `"Player 1 will win\n"` `);` ` ` `}` ` ` `return` `;` `}` `// Driver code` `public` `static` `void` `main(String[] args)` `{` ` ` ` ` `// Test Case 1` ` ` `int` `piles[] = {` `3` `, ` `4` `, ` `5` `};` ` ` `int` `n = piles.length;` ` ` `// Find the maximum element` ` ` `int` `maximum = Arrays.stream(piles).max().getAsInt();` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int` `Grundy[] = ` `new` `int` `[maximum + ` `1` `];` ` ` `Arrays.fill(Grundy, -` `1` `);` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for` `(` `int` `i = ` `0` `; i <= n - ` `1` `; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER1, piles, Grundy, n);` ` ` `/* Test Case 2` ` ` `int piles[] = {3, 8, 2};` ` ` `int n = sizeof(piles)/sizeof(piles[0]);` ` ` `int maximum = *max_element (piles, piles + n);` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int Grundy [maximum + 1];` ` ` `memset(Grundy, -1, sizeof (Grundy));` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for (int i=0; i<=n-1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER2, piles, Grundy, n); */` ` ` `}` `}` `// This code is contributed by PrinciRaj1992` |

## Python3

`''' Game Description-` ` ` `"A game is played between two players and there are N piles` ` ` `of stones such that each pile has certain number of stones.` ` ` `On his/her turn, a player selects a pile and can take any` ` ` `non-zero number of stones upto 3 (i.e- 1,2,3)` ` ` `The player who cannot move is considered to lose the game` ` ` `(i.e., one who take the last stone is the winner).` ` ` `Can you find which player wins the game if both players play` ` ` `optimally (they don't make any mistake)? "` ` ` ` ` `A Dynamic Programming approach to calculate Grundy Number` ` ` `and Mex and find the Winner using Sprague - Grundy Theorem.` ` ` ` ` `piles[] -> Array having the initial count of stones/coins` ` ` `in each piles before the game has started.` ` ` `n -> Number of piles` ` ` ` ` `Grundy[] -> Array having the Grundy Number corresponding to` ` ` `the initial position of each piles in the game` ` ` ` ` `The piles[] and Grundy[] are having 0-based indexing'''` `PLAYER1 ` `=` `1` `PLAYER2 ` `=` `2` `# A Function to calculate Mex of all` `# the values in that set` `def` `calculateMex(` `Set` `):` ` ` ` ` `Mex ` `=` `0` `;` ` ` ` ` `while` `(Mex ` `in` `Set` `):` ` ` `Mex ` `+` `=` `1` ` ` ` ` `return` `(Mex)` `# A function to Compute Grundy Number of 'n'` `def` `calculateGrundy(n, Grundy):` ` ` `Grundy[` `0` `] ` `=` `0` ` ` `Grundy[` `1` `] ` `=` `1` ` ` `Grundy[` `2` `] ` `=` `2` ` ` `Grundy[` `3` `] ` `=` `3` ` ` ` ` `if` `(Grundy[n] !` `=` `-` `1` `):` ` ` `return` `(Grundy[n])` ` ` ` ` `# A Hash Table` ` ` `Set` `=` `set` `()` ` ` ` ` `for` `i ` `in` `range` `(` `1` `, ` `4` `):` ` ` `Set` `.add(calculateGrundy(n ` `-` `i,` ` ` `Grundy))` ` ` ` ` `# Store the result` ` ` `Grundy[n] ` `=` `calculateMex(` `Set` `)` ` ` ` ` `return` `(Grundy[n])` ` ` `# A function to declare the winner of the game` `def` `declareWinner(whoseTurn, piles, Grundy, n):` ` ` `xorValue ` `=` `Grundy[piles[` `0` `]];` ` ` ` ` `for` `i ` `in` `range` `(` `1` `, n):` ` ` `xorValue ` `=` `(xorValue ^` ` ` `Grundy[piles[i]])` ` ` ` ` `if` `(xorValue !` `=` `0` `):` ` ` ` ` `if` `(whoseTurn ` `=` `=` `PLAYER1):` ` ` `print` `(` `"Player 1 will win\n"` `);` ` ` `else` `:` ` ` `print` `(` `"Player 2 will win\n"` `);` ` ` `else` `:` ` ` ` ` `if` `(whoseTurn ` `=` `=` `PLAYER1):` ` ` `print` `(` `"Player 2 will win\n"` `);` ` ` `else` `:` ` ` `print` `(` `"Player 1 will win\n"` `);` ` ` `# Driver code` `if` `__name__` `=` `=` `"__main__"` `:` ` ` ` ` `# Test Case 1` ` ` `piles ` `=` `[ ` `3` `, ` `4` `, ` `5` `]` ` ` `n ` `=` `len` `(piles)` ` ` ` ` `# Find the maximum element` ` ` `maximum ` `=` `max` `(piles)` ` ` ` ` `# An array to cache the sub-problems so that` ` ` `# re-computation of same sub-problems is avoided` ` ` `Grundy ` `=` `[` `-` `1` `for` `i ` `in` `range` `(maximum ` `+` `1` `)];` ` ` ` ` `# Calculate Grundy Value of piles[i] and store it` ` ` `for` `i ` `in` `range` `(n):` ` ` `calculateGrundy(piles[i], Grundy);` ` ` ` ` `declareWinner(PLAYER1, piles, Grundy, n);` ` ` ` ` `''' Test Case 2` ` ` `int piles[] = {3, 8, 2};` ` ` `int n = sizeof(piles)/sizeof(piles[0]);` ` ` ` ` ` ` `int maximum = *max_element (piles, piles + n);` ` ` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int Grundy [maximum + 1];` ` ` `memset(Grundy, -1, sizeof (Grundy));` ` ` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for (int i=0; i<=n-1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` ` ` `declareWinner(PLAYER2, piles, Grundy, n); '''` `# This code is contributed by rutvik_56` |

## C#

`using` `System;` `using` `System.Linq;` `using` `System.Collections.Generic;` `/* Game Description-` `"A game is played between two players and there are N piles` `of stones such that each pile has certain number of stones.` `On his/her turn, a player selects a pile and can take any` `non-zero number of stones upto 3 (i.e- 1,2,3)` `The player who cannot move is considered to lose the game` `(i.e., one who take the last stone is the winner).` `Can you find which player wins the game if both players play` `optimally (they don't make any mistake)? "` `A Dynamic Programming approach to calculate Grundy Number` `and Mex and find the Winner using Sprague - Grundy Theorem. */` `class` `GFG` `{` ` ` `/* piles[] -> Array having the initial count of stones/coins` ` ` `in each piles before the game has started.` `n -> Number of piles` `Grundy[] -> Array having the Grundy Number corresponding to` ` ` `the initial position of each piles in the game` `The piles[] and Grundy[] are having 0-based indexing*/` `static` `int` `PLAYER1 = 1;` `//static int PLAYER2 = 2;` `// A Function to calculate Mex of all the values in that set` `static` `int` `calculateMex(HashSet<` `int` `> Set)` `{` ` ` `int` `Mex = 0;` ` ` `while` `(Set.Contains(Mex))` ` ` `Mex++;` ` ` `return` `(Mex);` `}` `// A function to Compute Grundy Number of 'n'` `static` `int` `calculateGrundy(` `int` `n, ` `int` `[]Grundy)` `{` ` ` `Grundy[0] = 0;` ` ` `Grundy[1] = 1;` ` ` `Grundy[2] = 2;` ` ` `Grundy[3] = 3;` ` ` `if` `(Grundy[n] != -1)` ` ` `return` `(Grundy[n]);` ` ` `// A Hash Table` ` ` `HashSet<` `int` `> Set = ` `new` `HashSet<` `int` `>();` ` ` `for` `(` `int` `i = 1; i <= 3; i++)` ` ` `Set.Add(calculateGrundy (n - i, Grundy));` ` ` `// Store the result` ` ` `Grundy[n] = calculateMex (Set);` ` ` `return` `(Grundy[n]);` `}` `// A function to declare the winner of the game` `static` `void` `declareWinner(` `int` `whoseTurn, ` `int` `[]piles,` ` ` `int` `[]Grundy, ` `int` `n)` `{` ` ` `int` `xorValue = Grundy[piles[0]];` ` ` `for` `(` `int` `i = 1; i <= n - 1; i++)` ` ` `xorValue = xorValue ^ Grundy[piles[i]];` ` ` `if` `(xorValue != 0)` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `Console.Write(` `"Player 1 will win\n"` `);` ` ` `else` ` ` `Console.Write(` `"Player 2 will win\n"` `);` ` ` `}` ` ` `else` ` ` `{` ` ` `if` `(whoseTurn == PLAYER1)` ` ` `Console.Write(` `"Player 2 will win\n"` `);` ` ` `else` ` ` `Console.Write(` `"Player 1 will win\n"` `);` ` ` `}` ` ` `return` `;` `}` `// Driver code` `static` `void` `Main()` `{` ` ` ` ` `// Test Case 1` ` ` `int` `[]piles = {3, 4, 5};` ` ` `int` `n = piles.Length;` ` ` `// Find the maximum element` ` ` `int` `maximum = piles.Max();` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int` `[]Grundy = ` `new` `int` `[maximum + 1];` ` ` `Array.Fill(Grundy, -1);` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for` `(` `int` `i = 0; i <= n - 1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER1, piles, Grundy, n);` ` ` ` ` `/* Test Case 2` ` ` `int piles[] = {3, 8, 2};` ` ` `int n = sizeof(piles)/sizeof(piles[0]);` ` ` `int maximum = *max_element (piles, piles + n);` ` ` `// An array to cache the sub-problems so that` ` ` `// re-computation of same sub-problems is avoided` ` ` `int Grundy [maximum + 1];` ` ` `memset(Grundy, -1, sizeof (Grundy));` ` ` `// Calculate Grundy Value of piles[i] and store it` ` ` `for (int i=0; i<=n-1; i++)` ` ` `calculateGrundy(piles[i], Grundy);` ` ` `declareWinner(PLAYER2, piles, Grundy, n); */` ` ` `}` `}` `// This code is contributed by mits` |

**Output :**

Player 1 will win

**References :**

https://en.wikipedia.org/wiki/Sprague%E2%80%93Grundy_theorem

**Exercise to the Readers:** Consider the below game.

“A game is played by two players with N integers A1, A2, .., AN. On his/her turn, a player selects an integer, divides it by 2, 3, or 6, and then takes the floor. If the integer becomes 0, it is removed. The last player to move wins. Which player wins the game if both players play optimally?”

Hint : See the example 3 of previous article.

This article is contributed by **Rachit Belwariar**. If you like GeeksforGeeks and would like to contribute, you can also write an article and mail your article to contribute@geeksforgeeks.org. See your article appearing on the GeeksforGeeks main page and help other Geeks.

Please write comments if you find anything incorrect, or you want to share more information about the topic discussed above

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