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Combinatorial Game Theory | Set 4 (Sprague - Grundy Theorem)

Förutsättningar: Grundy nummer/siffror och mex
Vi har redan sett i uppsättning 2 (https://www.geeksforgeeks.org/dsa/combinatorial-game-theory-set-2-game-nim/) som vi kan hitta vem som vinner i ett NIM-spel utan att faktiskt spela spelet.
Anta att vi ändrar det klassiska NIM -spelet lite. Den här gången kan varje spelare bara ta bort 1 2 eller 3 stenar (och inte ett antal stenar som i det klassiska spelet NIM). Kan vi förutsäga vem som kommer att vinna?
Ja, vi kan förutsäga vinnaren med Sprague-Grundy Theorem.

Vad är Sprague-Grundy Theorem?  
Anta att det finns ett sammansatt spel (mer än ett underspel) som består av N-underspel och två spelare A och B. då säger Sprague-Grundy Theorem att om både A och B spelar optimalt (dvs. de gör inte några misstag) är spelaren som startar först att vinna om XOR för Grundy-antalet i varje underspel i början av spelet är icke-zero. Annars om Xor utvärderar till noll så kommer spelare A definitivt att förlora oavsett vad.

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Hur man tillämpar Sprague Grundy Theorem?  
Vi kan tillämpa Sprague-Grundy Theorem i någon opartisk spel och lösa det. De grundläggande stegen listas enligt följande: 



  1. Bryt det sammansatta spelet i underspel.
  2. Sedan för varje underspel beräkna Grundy-numret i den positionen.
  3. Beräkna sedan XOR för alla beräknade Grundy -nummer.
  4. Om XOR-värdet är icke-noll, kommer spelaren som kommer att göra svängen (första spelaren) att vinna annars är han avsedd att förlora oavsett vad.

Exempel på spel: Spelet börjar med att 3 högar har 3 4 och 5 stenar och spelaren att flytta kan ta ett positivt antal stenar upp till 3 endast från någon av högarna [förutsatt att högen har så mycket mängd stenar]. Den sista spelaren som rör sig. Vilken spelare vinner spelet förutsatt att båda spelarna spelar optimalt?

Hur man berättar vem som kommer att vinna genom att tillämpa Sprague-Grundy Theorem?  
Som vi kan se att detta spel i sig är sammansatt av flera underspel. 
Första steget: Underspelet kan betraktas som varje hög. 
Andra steg: Vi ser från nedanstående tabell som 

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

Sprague - Grundy Theorem' src='//techcodeview.com/img/combinatorial/87/combinatorial-game-theory-set-4-sprague-grundy-theorem.webp' title=

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Vi har redan sett hur vi beräknar Grundy -numren i detta spel i tidigare artikel.
Tredje steg: Xor på 3 0 1 = 2
Fjärde steget: Eftersom XOR är ett icke-nollnummer så kan vi säga att den första spelaren kommer att vinna.

Nedan är programmet som implementerar över fyra steg. 

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- 123)  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   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 winn');  else  printf('Player 2 will winn');  }  else  {  if (whoseTurn == PLAYER1)  printf('Player 2 will winn');  else  printf('Player 1 will winn');  }  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- 123) 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 winn');  else  System.out.printf('Player 2 will winn');  }  else  {  if (whoseTurn == PLAYER1)  System.out.printf('Player 2 will winn');  else  System.out.printf('Player 1 will winn');  }  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- 123)   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 winn'); else: print('Player 2 will winn'); else: if (whoseTurn == PLAYER1): print('Player 2 will winn'); else: print('Player 1 will winn'); # 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- 123) 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 winn');  else  Console.Write('Player 2 will winn');  }  else  {  if (whoseTurn == PLAYER1)  Console.Write('Player 2 will winn');  else  Console.Write('Player 1 will winn');  }  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 
JavaScript
<script> /* 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- 123) 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*/ let PLAYER1 = 1; let PLAYER2 = 2; // A Function to calculate Mex of all the values in that set function calculateMex(Set) {  let Mex = 0;    while (Set.has(Mex))  Mex++;    return (Mex); } // A function to Compute Grundy Number of 'n' function calculateGrundy(nGrundy) {  Grundy[0] = 0;  Grundy[1] = 1;  Grundy[2] = 2;  Grundy[3] = 3;    if (Grundy[n] != -1)  return (Grundy[n]);    // A Hash Table  let Set = new Set();    for (let 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 function declareWinner(whoseTurnpilesGrundyn) {  let xorValue = Grundy[piles[0]];    for (let i = 1; i <= n - 1; i++)  xorValue = xorValue ^ Grundy[piles[i]];    if (xorValue != 0)  {  if (whoseTurn == PLAYER1)  document.write('Player 1 will win  
'
); else document.write('Player 2 will win
'
); } else { if (whoseTurn == PLAYER1) document.write('Player 2 will win
'
); else document.write('Player 1 will win
'
); } return; } // Driver code // Test Case 1 let piles = [3 4 5]; let n = piles.length; // Find the maximum element let maximum = Math.max(...piles) // An array to cache the sub-problems so that // re-computation of same sub-problems is avoided let Grundy = new Array(maximum + 1); for(let i=0;i<maximum+1;i++) Grundy[i]=0; // Calculate Grundy Value of piles[i] and store it for (let 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 avanitrachhadiya2155 </script>

Output:  

syraegenskaper i dbms
Player 1 will win

Tidskomplexitet: O (n^2) där n är det maximala antalet stenar i en hög. 

Rymdkomplexitet: O (n) eftersom Grundy -arrayen används för att lagra resultaten från delproblem för att undvika redundanta beräkningar och det tar O (n) utrymme.

Referenser:  
https://en.wikipedia.org/wiki/sprague%E2%80%93Grundy_Theorem

Träning till läsarna: Tänk på spelet nedan. 
Ett spel spelas av två spelare med n heltal A1 A2 .. AN. På hans/hennes tur väljer en spelare ett heltal delar den med 2 3 eller 6 och tar sedan golvet. Om heltalet blir 0 tas det bort. Den sista spelaren som rör sig. Vilken spelare vinner spelet om båda spelarna spelar optimalt?
Tips: se exemplet 3 av tidigare artikel.