Комбинаторна теорија игре | Сет 4 (Спрагуе - Грунди теорем)

Комбинаторна теорија игре | Сет 4 (Спрагуе - Грунди теорем)

Предуслови: Грунди бројеви / бројеви и мек
Већ смо видели у Сет 2 (хттпс: //ввв.геексфоргеекс.орг/дса/цомбинаториал-гаме-тхеори-сет-2-гаме-ним/) да можемо да нађемо ко у игри не освајам не играње игре.
Претпоставимо да мало променимо класичну нимску игру. Овај пут сваки играч може само да уклони само 2 или 3 камење (а не било који број камења као у класичној игри НИМ-а). Можемо ли предвидјети ко ће победити?
Да, можемо предвидјети победника користећи Спрагуе-Грунди теорем.

Шта је Спрагуе-Грунди теорема?  
Претпоставимо да постоји композитна игра (више од једне подгруме) сачињена од Н подгру и два играча А и Б. Затим је Спрагуе-Грунди теорем, да ако и а и Б играју оптимално (тј. Они прво не праве грешке) тада је играч који је прво загарантовано да ће победити ако је КСОР ГРДИ ГРОУП-а у свакој под-игри. У супротном, ако КСОР процењује на нулу, онда ће играч А дефинитивно изгубити без обзира на све.

Како применити Спрагуе Грунди теорем?  
Можемо применити Спрагуе-Грунди теорем у било којем непристрасна игра и решите то. Основни кораци су наведени на следећи начин: 

  1. Прекините композитну игру у под-игре.
  2. Затим за сваку подгрупу израчунајте ГРДИ број на тој позицији.
  3. Затим израчунајте КСОР свега обрачунате ГРДИ бројеве.
  4. Ако је КСОР вредност не-нула, онда ће играч који ће претворити (први плејер) победити и друго да је предодређен да изгуби без обзира на све.

Примјер игре: Игра почиње са 3 гомиле која имају 3 4 и 5 камења и играч који се креће може узети било који позитиван број камења до 3 само са било којег од гомила [под условом да гомила има толико количине камења]. Последњи играч који се помери победи. Који играч побјеђује у игри под претпоставком да се оба играча играју оптимално?

Како рећи ко ће победити применом Спрагуе-Грунди теорема?  
Као што видимо да је ова игра сама састављена од неколико под-игара. 
Први корак: Под-игре се могу сматрати свим гомилама. 
Други корак: Видимо са доње табеле које то 

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

Спрагуе - Грунди теорем

Већ смо видели како да израчунамо ГРДИ бројеви ове игре у превиоус Чланак.
Трећи корак: КСОР од 3 0 1 = 2
Четврти корак: Пошто је КСОР не-нулти број, тако да можемо рећи да ће први играч победити.

Испод је програм који имплементира изнад 4 корака. 

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 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- 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 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- 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  (  n    Grundy  )   {      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  (  whoseTurn    piles    Grundy    n  )   {      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>

Излаз:  

Player 1 will win 

Сложеност времена: О (н ^ 2) где је н максимални број камења у хрпи. 

СПЕЦЕР ЦОМЕКСНОБНОСТ: О (н) док се Грунди низ користи за чување резултата подпроблема како би се избегло сувишно рачунање и потребно је О (Н) простор.

Референце:  
хттпс: //ен.википедиа.орг/вики/спрагуе%Е2%80%93Грунди_Тхеорем

Вежбајте читаоцима: Размислите о доњој игри. 
Игра је играла два играча са Н целим бројевима А1 А2 .. ан. На његовом / њеном скретању играч бира цели број који га дели за 2 3 или 6, а затим узима под. Ако цели број постане 0, уклоњен је. Последњи играч који се помери победи. Који играч осваја игру ако се оба играчи играју оптимално?
Савет: Погледајте пример 3 од превиоус Чланак.