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Kombinatorisko spēļu teorija | 4. komplekts (Sprague - Grundy teorēma)

Priekšnosacījumi: Grundy skaitļi/cipari un MEX
Mēs jau esam redzējuši 2. komplektā (https://www.geeksforgeeks.org/dsa/combinatorial-game-theory-set-2-game-nim/), ka mēs varam atrast, kurš uzvar NIM spēlē, faktiski nespēlējot spēli.
Pieņemsim, ka mēs mazliet mainām klasisko NIM spēli. Šoreiz katrs spēlētājs var noņemt tikai 1 2 vai 3 akmeņus (un ne nevienu akmeņu skaitu kā klasiskajā NIM spēlē). Vai mēs varam paredzēt, kurš uzvarēs?
Jā, mēs varam paredzēt uzvarētāju, izmantojot Sprague-Grundy teorēmu.

Kas ir Sprague-Grundy teorēma?  
Pieņemsim, ka ir salikta spēle (vairāk nekā viena apakšnozare), kas sastāv no N apakšspēlēm un diviem A un B spēlētājiem. Tad Sprague-Grundy teorēma saka, ka, ja gan A, gan B spēlē optimāli (t.i., viņi nepieļauj nekādas kļūdas), tad spēlētājam, kurš sāk pirmo reizi, tiek garantēts, ka tas ir grēda numura rādītāja pozīcija katrā apakšgrupās, ja nav nulle. Pretējā gadījumā, ja XOR novērtē līdz nullei, spēlētājs A noteikti zaudēs neatkarīgi no tā.

Kā uzklāt Sprague Grundy teorēmu?  
Mēs varam izmantot Sprague-Grundy teorēmu jebkurā objektīva spēle un atrisināt to. Pamata soļi ir uzskaitīti šādi: 



  1. Sadaliet salikto spēli apakšgrupās.
  2. Tad katrai apakšnozarei aprēķiniet grundy skaitli šajā pozīcijā.
  3. Pēc tam aprēķiniet visu aprēķināto grundy skaitļu XOR.
  4. Ja XOR vērtība nav nulle, tad spēlētājs, kurš gatavojas pagriezties (pirmais spēlētājs), uzvarēs citā, viņam ir lemts zaudēt neatkarīgi no tā.

Spēles piemērs: Spēle sākas ar 3 pāļiem, kuriem ir 3 4 un 5 akmeņi, un spēlētājam, kurš pārvietojas, var būt pozitīvs akmeņu skaits līdz 3 tikai no jebkura pāļa [ar nosacījumu, ka kaudzei ir tik daudz akmeņu daudzuma]. Pēdējais spēlētājs, kurš pārvietojas, uzvar. Kurš spēlētājs uzvar spēli, pieņemot, ka abi spēlētāji spēlē optimāli?

Kā pateikt, kurš uzvarēs, piemērojot Sprague-Grundy teorēmu?  
Kā mēs redzam, ka šī spēle pati sastāv no vairākām apakš spēlēm. 
Pirmais solis: Apakšās spēles var uzskatīt par katrām pāļiem. 
Otrais solis: No apakšējās tabulas mēs redzam, ka 

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

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

Mēs jau esam redzējuši, kā aprēķināt šīs spēles Grundy skaitļus iepriekšējs raksts.
Trešais solis: XOR 3 0 1 = 2
Ceturtais solis: Tā kā XOR ir skaitlis, kas nav nulle, tāpēc mēs varam teikt, ka pirmais spēlētājs uzvarēs.

Zemāk ir programma, kas veic virs 4 soļiem. 

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>

Izlaide:  

Player 1 will win

Laika sarežģītība: O (n^2), kur n ir maksimālais akmeņu skaits kaudzē. 

Kosmosa sarežģītība: O (n) kā grundy masīvs tiek izmantots apakšproblēmu rezultātu saglabāšanai, lai izvairītos no liekiem aprēķiniem, un tai ir O (n) telpa.

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

Vingrinājums lasītājiem: Apsveriet zemāk esošo spēli. 
Spēli spēlē divi spēlētāji ar n veseliem skaitļiem A1 A2 .. an. Pēc viņa pagrieziena spēlētājs izvēlas veselu skaitli, sadalot to ar 2 3 vai 6 un pēc tam ieņem grīdu. Ja vesels skaitlis kļūst 0, tas tiek noņemts. Pēdējais spēlētājs, kurš pārvietojas, uzvar. Kurš spēlētājs uzvar spēli, ja abi spēlētāji spēlē optimāli?
Padoms: skatīt 3. piemēru iepriekšējs raksts.