خوارزمية مينيماكس في نظرية الألعاب | المجموعة 5 (تجزئة زوبريست)

المشاركات السابقة حول هذا الموضوع: خوارزمية Minimax في نظرية اللعبة وظيفة التقييم في نظرية اللعبة Tic-Tac-Toe AI – العثور على الحركة المثالية تشذيب ألفا بيتا .
Zobrist Hashing هي وظيفة تجزئة تُستخدم على نطاق واسع في الألعاب اللوحية للاعبين. إنها وظيفة التجزئة الأكثر شيوعًا المستخدمة في جدول النقل. تقوم جداول التحويل بشكل أساسي بتخزين القيم التي تم تقييمها لحالات اللوحة السابقة بحيث إذا تمت مواجهتها مرة أخرى، فإننا ببساطة نسترد القيمة المخزنة من جدول التحويل. سنغطي جداول النقل في مقال لاحق. في هذه المقالة سنأخذ مثال رقعة الشطرنج وننفذ وظيفة التجزئة لذلك.

الكود الزائف :

// A matrix with random numbers initialized once Table[#ofBoardCells][#ofPieces] // Returns Zobrist hash function for current conf- // iguration of board.   function   findhash(board): hash = 0   for each   cell on the board :   if   cell is not empty : piece = board[cell] hash ^= table[cell][piece] return hash 

توضيح :

الفكرة وراء Zobrist Hashing هي أنه بالنسبة لحالة لوحة معينة، إذا كانت هناك قطعة في خلية معينة، فإننا نستخدم الرقم العشوائي لتلك القطعة من الخلية المقابلة في الجدول. 
إذا كان هناك عدد أكبر من البتات في الرقم العشوائي، فستكون هناك فرصة أقل لحدوث تصادم تجزئة. لذلك يتم استخدام أرقام 64 بت بشكل شائع كمعيار ومن غير المرجح أن يحدث تصادم تجزئة مع مثل هذه الأرقام الكبيرة. يجب تهيئة الجدول مرة واحدة فقط أثناء تنفيذ البرنامج. 
كما أن السبب وراء استخدام Zobrist Hashing على نطاق واسع في ألعاب الطاولة هو أنه عندما يقوم اللاعب بحركة ما، ليس من الضروري إعادة حساب قيمة التجزئة من الصفر. نظرًا لطبيعة عملية XOR، يمكننا ببساطة استخدام عدد قليل من عمليات XOR لإعادة حساب قيمة التجزئة.

تطبيق :


سنحاول العثور على قيمة التجزئة لتكوين اللوحة المحدد.

CPP
   // A program to illustrate Zobrist Hashing Algorithm   #include      using     namespace     std  ;   unsigned     long     long     int     ZobristTable  [  8  ][  8  ][  12  ];   mt19937     mt  (  01234567  );   // Generates a Random number from 0 to 2^64-1   unsigned     long     long     int     randomInt  ()   {      uniform_int_distribution  &  lt  ;  unsigned     long     long     int  &  gt  ;      dist  (  0       UINT64_MAX  );      return     dist  (  mt  );   }   // This function associates each piece with   // a number   int     indexOf  (  char     piece  )   {      if     (  piece  ==  'P'  )      return     0  ;      if     (  piece  ==  'N'  )      return     1  ;      if     (  piece  ==  'B'  )      return     2  ;      if     (  piece  ==  'R'  )      return     3  ;      if     (  piece  ==  'Q'  )      return     4  ;      if     (  piece  ==  'K'  )      return     5  ;      if     (  piece  ==  'p'  )      return     6  ;      if     (  piece  ==  'n'  )      return     7  ;      if     (  piece  ==  'b'  )      return     8  ;      if     (  piece  ==  'r'  )      return     9  ;      if     (  piece  ==  'q'  )      return     10  ;      if     (  piece  ==  'k'  )      return     11  ;      else      return     -1  ;   }   // Initializes the table   void     initTable  ()   {      for     (  int     i     =     0  ;     i  &  lt  ;  8  ;     i  ++  )      for     (  int     j     =     0  ;     j  &  lt  ;  8  ;     j  ++  )      for     (  int     k     =     0  ;     k  &  lt  ;  12  ;     k  ++  )      ZobristTable  [  i  ][  j  ][  k  ]     =     randomInt  ();   }   // Computes the hash value of a given board   unsigned     long     long     int     computeHash  (  char     board  [  8  ][  9  ])   {      unsigned     long     long     int     h     =     0  ;      for     (  int     i     =     0  ;     i  &  lt  ;  8  ;     i  ++  )      {      for     (  int     j     =     0  ;     j  &  lt  ;  8  ;     j  ++  )      {      if     (  board  [  i  ][  j  ]  !=  '-'  )      {      int     piece     =     indexOf  (  board  [  i  ][  j  ]);      h     ^=     ZobristTable  [  i  ][  j  ][  piece  ];      }      }      }      return     h  ;   }   // Main Function   int     main  ()   {      // Uppercase letters are white pieces      // Lowercase letters are black pieces      char     board  [  8  ][  9  ]     =      {      &  quot  ;  ---  K  ----&  quot  ;      &  quot  ;  -  R  ----  Q  -&  quot  ;      &  quot  ;  --------&  quot  ;      &  quot  ;  -  P  ----  p  -&  quot  ;      &  quot  ;  -----  p  --&  quot  ;      &  quot  ;  --------&  quot  ;      &  quot  ;  p  ---  b  --  q  &  quot  ;      &  quot  ;  ----  n  --  k  &  quot  ;      };      initTable  ();      unsigned     long     long     int     hashValue     =     computeHash  (  board  );      printf  (  &  quot  ;  The     hash     value     is     :     %  llu    n  &  quot  ;     hashValue  );      //Move the white king to the left      char     piece     =     board  [  0  ][  3  ];      board  [  0  ][  3  ]     =     '-'  ;      hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];      board  [  0  ][  2  ]     =     piece  ;      hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];      printf  (  &  quot  ;  The     new     hash     value     is     :     %  llu    n  &  quot  ;     hashValue  );      // Undo the white king move      piece     =     board  [  0  ][  2  ];      board  [  0  ][  2  ]     =     '-'  ;      hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];      board  [  0  ][  3  ]     =     piece  ;      hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];      printf  (  &  quot  ;  The     old     hash     value     is     :     %  llu    n  &  quot  ;     hashValue  );      return     0  ;   }   
Java
   // A Java program to illustrate Zobrist Hashing Algorithm   import     java.util.*  ;   public     class   GFG     {      public     static     List   <  List   <  List   <  Integer  >>>     ZobristTable     =     new     ArrayList   <>  ();      // mt19937 mt(01234567);      public     static     void     initialise  ()     {      for     (  int     i     =     0  ;     i      <     8  ;     i  ++  )     {      ZobristTable  .  add  (  new     ArrayList   <>  ());      for     (  int     j     =     0  ;     j      <     8  ;     j  ++  )     {      ZobristTable  .  get  (  i  ).  add  (  new     ArrayList   <>  ());      for     (  int     k     =     0  ;     k      <     12  ;     k  ++  )     {      ZobristTable  .  get  (  i  ).  get  (  j  ).  add  (  0  );      }      }      }      }      // Generates a Random number from 0 to 2^64-1      public     static     long     randomLong  ()     {      long     min     =     0  L  ;      long     max     =     (  long  )     Math  .  pow  (  2       64  );      Random     rnd     =     new     Random  ();      return     rnd  .  nextLong  ()     *     (  max     -     min  )     +     min  ;      }      // This function associates each piece with a number      public     static     int     indexOf  (  char     piece  )         {      if     (  piece  ==  'P'  )      return     0  ;      if     (  piece  ==  'N'  )      return     1  ;      if     (  piece  ==  'B'  )      return     2  ;      if     (  piece  ==  'R'  )      return     3  ;      if     (  piece  ==  'Q'  )      return     4  ;      if     (  piece  ==  'K'  )      return     5  ;      if     (  piece  ==  'p'  )      return     6  ;      if     (  piece  ==  'n'  )      return     7  ;      if     (  piece  ==  'b'  )      return     8  ;      if     (  piece  ==  'r'  )      return     9  ;      if     (  piece  ==  'q'  )      return     10  ;      if     (  piece  ==  'k'  )      return     11  ;      else      return     -  1  ;      }      // Initializes the table      public     static     void     initTable  ()     {      for     (  int     i     =     0  ;     i      <     8  ;     i  ++  )     {      for     (  int     j     =     0  ;     j      <     8  ;     j  ++  )     {      for     (  int     k     =     0  ;     k      <     12  ;     k  ++  )     {      Random     rnd     =     new     Random  ();      ZobristTable  .  get  (  i  ).  get  (  j  ).  set  (  k       (  int  )     randomLong  ());      }      }      }      }      // Computes the hash value of a given board      public     static     int     computeHash  (  List   <  List   <  Character  >>     board  )     {      int     h     =     0  ;      for     (  int     i     =     0  ;     i      <     8  ;     i  ++  )     {      for     (  int     j     =     0  ;     j      <     8  ;     j  ++  )     {      if     (  board  .  get  (  i  ).  get  (  j  )     !=     '-'  )     {      int     piece     =     indexOf  (  board  .  get  (  i  ).  get  (  j  ));      h     ^=     ZobristTable  .  get  (  i  ).  get  (  j  ).  get  (  piece  );      }      }      }      return     h  ;      }      public     static     void     main  (  String  []     args  )     {      // Main Function      // Uppercase letters are white pieces      // Lowercase letters are black pieces      List   <  List   <  Character  >>     board     =     new     ArrayList   <>  ();      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       'K'       '-'       '-'       '-'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       'R'       '-'       '-'       '-'       '-'       'Q'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       'K'       '-'       '-'       '-'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       '-'       '-'       '-'       '-'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       'P'       '-'       '-'       '-'       '-'       'p'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       '-'       '-'       'p'       '-'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       '-'       '-'       '-'       '-'       '-'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  'p'       '-'       '-'       '-'       'b'       '-'       '-'       'q'  )));      board  .  add  (  new     ArrayList   <>  (  Arrays  .  asList  (  '-'       '-'       '-'       '-'       'n'       '-'       '-'       'k'  )));      initialise  ();      initTable  ();      int     hashValue     =     computeHash  (  board  );      System  .  out  .  println  (  'The hash value is : '     +     hashValue  );      // Move the white king to the left      char     piece     =     board  .  get  (  0  ).  get  (  3  );      board  .  get  (  0  ).  set  (  3       '-'  );      hashValue     ^=     ZobristTable  .  get  (  0  ).  get  (  3  ).  get  (  indexOf  (  piece  ));      board  .  get  (  0  ).  set  (  2       piece  );      hashValue     ^=     ZobristTable  .  get  (  0  ).  get  (  2  ).  get  (  indexOf  (  piece  ));      System  .  out  .  println  (  'The new hash value is : '     +     hashValue  );      // Undo the white king move      piece     =     board  .  get  (  0  ).  get  (  2  );      board  .  get  (  0  ).  set  (  2       '-'  );      hashValue     ^=     ZobristTable  .  get  (  0  ).  get  (  2  ).  get  (  indexOf  (  piece  ));      board  .  get  (  0  ).  set  (  3       piece  );      hashValue     ^=     ZobristTable  .  get  (  0  ).  get  (  3  ).  get  (  indexOf  (  piece  ));      System  .  out  .  println  (  'The new hash value is : '     +     hashValue  );      }   }   // This code is contributed by Vaibhav   
Python3
   # A program to illustrate Zobrist Hashing Algorithm   # python code implementation   import   random   # mt19937 mt(01234567);   # Generates a Random number from 0 to 2^64-1   def   randomInt  ():   min   =   0   max   =   pow  (  2     64  )   return   random  .  randint  (  min     max  )   # This function associates each piece with   # a number   def   indexOf  (  piece  ):   if   (  piece  ==  'P'  ):   return   0   elif   (  piece  ==  'N'  ):   return   1   elif   (  piece  ==  'B'  ):   return   2   elif   (  piece  ==  'R'  ):   return   3   elif   (  piece  ==  'Q'  ):   return   4   elif   (  piece  ==  'K'  ):   return   5   elif   (  piece  ==  'p'  ):   return   6   elif   (  piece  ==  'n'  ):   return   7   elif   (  piece  ==  'b'  ):   return   8   elif   (  piece  ==  'r'  ):   return   9   elif   (  piece  ==  'q'  ):   return   10   elif   (  piece  ==  'k'  ):   return   11   else  :   return   -  1   # Initializes the table   def   initTable  ():   # 8x8x12 array   ZobristTable   =   [[[  randomInt  ()   for   k   in   range  (  12  )]   for   j   in   range  (  8  )]   for   i   in   range  (  8  )]   return   ZobristTable   # Computes the hash value of a given board   def   computeHash  (  board     ZobristTable  ):   h   =   0   for   i   in   range  (  8  ):   for   j   in   range  (  8  ):   if   (  board  [  i  ][  j  ]   !=   '-'  ):   piece   =   indexOf  (  board  [  i  ][  j  ])   h   ^=   ZobristTable  [  i  ][  j  ][  piece  ]   return   h   # Main Function   # Uppercase letters are white pieces   # Lowercase letters are black pieces   board   =   [   '---K----'     '-R----Q-'     '--------'     '-P----p-'     '-----p--'     '--------'     'p---b--q'     '----n--k'   ]   ZobristTable   =   initTable  ()   hashValue   =   computeHash  (  board     ZobristTable  )   print  (  'The hash value is : '   +   str  (  hashValue  ))   #Move the white king to the left   piece   =   board  [  0  ][  3  ]   board  [  0  ]   =   list  (  board  [  0  ])   board  [  0  ][  3  ]   =   '-'   board  [  0  ]   =   ''  .  join  (  board  [  0  ])   hashValue   ^=   ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )]   board  [  0  ]   =   list  (  board  [  0  ])   board  [  0  ][  2  ]   =   piece   board  [  0  ]   =   ''  .  join  (  board  [  0  ])   hashValue   ^=   ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )]   print  (  'The new hash value is : '   +   str  (  hashValue  ))   # Undo the white king move   piece   =   board  [  0  ][  2  ]   board  [  0  ]   =   list  (  board  [  0  ])   board  [  0  ][  2  ]   =   '-'   board  [  0  ]   =   ''  .  join  (  board  [  0  ])   hashValue   ^=   ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )]   board  [  0  ]   =   list  (  board  [  0  ])   board  [  0  ][  3  ]   =   piece   board  [  0  ]   =   ''  .  join  (  board  [  0  ])   hashValue   ^=   ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )]   print  (  'The old hash value is : '   +   str  (  hashValue  ))   
C#
   using     System  ;   using     System.Collections  ;   using     System.Collections.Generic  ;   using     System.Linq  ;   // C# program for the above approach   // A program to illustrate Zobrist Hashing Algorithm   // javascript code implementation   class     HelloWorld     {      public     static     List   <  List   <  List   <  int  >>>     ZobristTable     =     new     List   <  List   <  List   <  int  >>>  ();      // mt19937 mt(01234567);      public     static     void     initialise  (){          for  (  int     i     =     0  ;     i      <     8  ;     i  ++  ){      ZobristTable  .  Add  (  new     List   <  List   <  int  >>  ());      for  (  int     j     =     0  ;     j      <     8  ;     j  ++  ){      ZobristTable  [  i  ].  Add  (  new     List   <  int  >  ());      for  (  int     k     =     0  ;     k      <     12  ;     k  ++  ){      ZobristTable  [  i  ][  j  ].  Add  (  0  );      }      }         }      }      // Generates a Random number from 0 to 2^64-1      public     static     int     randomInt  ()     {      int     min     =     0  ;      int     max     =     (  int  )  Math  .  Pow  (  2       64  );      Random     rnd     =     new     Random  ();      return     rnd  .  Next  ()     *     (  max     -     min  )     +     min  ;      }      // This function associates each piece with      // a number      public     static     int     indexOf  (  char     piece  )      {      if     (  piece  ==  'P'  )      return     0  ;      if     (  piece  ==  'N'  )      return     1  ;      if     (  piece  ==  'B'  )      return     2  ;      if     (  piece  ==  'R'  )      return     3  ;      if     (  piece  ==  'Q'  )      return     4  ;      if     (  piece  ==  'K'  )      return     5  ;      if     (  piece  ==  'p'  )      return     6  ;      if     (  piece  ==  'n'  )      return     7  ;      if     (  piece  ==  'b'  )      return     8  ;      if     (  piece  ==  'r'  )      return     9  ;      if     (  piece  ==  'q'  )      return     10  ;      if     (  piece  ==  'k'  )      return     11  ;      else      return     -  1  ;      }      // Initializes the table      public     static     void     initTable  ()      {      for     (  int     i     =     0  ;     i   <  8  ;     i  ++  ){      for  (  int     j     =     0  ;     j      <     8  ;     j  ++  ){      for  (  int     k     =     0  ;     k      <     12  ;     k  ++  ){      Random     rnd     =     new     Random  ();      ZobristTable  [  i  ][  j  ][  k  ]     =     rnd  .  Next  ();      }      }      }      }      // Computes the hash value of a given board      public     static     int     computeHash  (  List   <  List   <  char  >>     board  )      {      int     h     =     0  ;      for     (  int     i     =     0  ;     i   <  8  ;     i  ++  )      {      for     (  int     j     =     0  ;     j   <  8  ;     j  ++  )      {      if     (  board  [  i  ][  j  ]  !=  '-'  )      {      int     piece     =     indexOf  (  board  [  i  ][  j  ]);      h     ^=     ZobristTable  [  i  ][  j  ][  piece  ];      }      }      }      return     h  ;      }          static     void     Main  ()     {      // Main Function      // Uppercase letters are white pieces      // Lowercase letters are black pieces      List   <  List   <  char  >>     board     =     new     List   <  List   <  char  >>  ();      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       'K'       '-'       '-'       '-'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       'R'       '-'       '-'       '-'       '-'       'Q'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       'K'       '-'       '-'       '-'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       '-'       '-'       '-'       '-'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       'P'       '-'       '-'       '-'       '-'       'p'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       '-'       '-'       'p'       '-'       '-'       });      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       '-'       '-'       '-'       '-'       '-'  });      board  .  Add  (  new     List   <  char  >  (){  'p'       '-'       '-'       '-'       'b'       '-'       '-'       'q'  });      board  .  Add  (  new     List   <  char  >  (){  '-'       '-'       '-'       '-'       'n'       '-'       '-'       'k'  });      initialise  ();      initTable  ();              int     hashValue     =     computeHash  (  board  );      Console  .  WriteLine  (  'The hash value is : '     +     hashValue  );      //Move the white king to the left      char     piece     =     board  [  0  ][  3  ];      board  [  0  ][  3  ]     =     '-'  ;      hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];      board  [  0  ][  2  ]     =     piece  ;      hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];      Console  .  WriteLine  (  'The new hash value is : '     +     hashValue  );      // Undo the white king move      piece     =     board  [  0  ][  2  ];      board  [  0  ][  2  ]     =     '-'  ;      hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];      board  [  0  ][  3  ]     =     piece  ;      hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];      Console  .  WriteLine  (  'The old hash value is : '     +     hashValue  );      }   }   // The code is contributed by Nidhi goel.    
JavaScript
   // A program to illustrate Zobrist Hashing Algorithm   // javascript code implementation   let     ZobristTable     =     new     Array  (  8  );   for  (  let     i     =     0  ;     i      <     8  ;     i  ++  ){      ZobristTable  [  i  ]     =     new     Array  (  8  );   }   for  (  let     i     =     0  ;     i      <     8  ;     i  ++  ){      for  (  let     j     =     0  ;     j      <     8  ;     j  ++  ){      ZobristTable  [  i  ][  j  ]     =     new     Array  (  12  );      }   }   // mt19937 mt(01234567);       // Generates a Random number from 0 to 2^64-1   function     randomInt  ()     {      let     min     =     0  ;      let     max     =     Math  .  pow  (  2       64  );      return     Math  .  floor  (  Math  .  random  ()     *     (  max     -     min  )     +     min  );   }       // This function associates each piece with   // a number   function     indexOf  (  piece  )   {      if     (  piece  ==  'P'  )      return     0  ;      if     (  piece  ==  'N'  )      return     1  ;      if     (  piece  ==  'B'  )      return     2  ;      if     (  piece  ==  'R'  )      return     3  ;      if     (  piece  ==  'Q'  )      return     4  ;      if     (  piece  ==  'K'  )      return     5  ;      if     (  piece  ==  'p'  )      return     6  ;      if     (  piece  ==  'n'  )      return     7  ;      if     (  piece  ==  'b'  )      return     8  ;      if     (  piece  ==  'r'  )      return     9  ;      if     (  piece  ==  'q'  )      return     10  ;      if     (  piece  ==  'k'  )      return     11  ;      else      return     -  1  ;   }       // Initializes the table   function     initTable  ()   {      for     (  let     i     =     0  ;     i   <  8  ;     i  ++  )      for     (  let     j     =     0  ;     j   <  8  ;     j  ++  )      for     (  let     k     =     0  ;     k   <  12  ;     k  ++  ){      ZobristTable  [  i  ][  j  ][  k  ]     =     randomInt  ();      }       }       // Computes the hash value of a given board   function     computeHash  (  board  )   {      let     h     =     0  ;      for     (  let     i     =     0  ;     i   <  8  ;     i  ++  )      {      for     (  let     j     =     0  ;     j   <  8  ;     j  ++  )      {      if     (  board  [  i  ][  j  ]  !=  '-'  )      {      let     piece     =     indexOf  (  board  [  i  ][  j  ]);      h     ^=     ZobristTable  [  i  ][  j  ][  piece  ];      }      }      }      return     h  ;   }       // Main Function   // Uppercase letters are white pieces   // Lowercase letters are black pieces   let     board     =     [      '---K----'        '-R----Q-'        '--------'        '-P----p-'        '-----p--'        '--------'        'p---b--q'        '----n--k'   ];   initTable  ();   let     hashValue     =     computeHash  (  board  );   console  .  log  (  'The hash value is : '     +     hashValue  );   //Move the white king to the left   let     piece     =     board  [  0  ][  3  ];   board  [  0  ]     =     board  [  0  ].  split  (  ''  );   board  [  0  ][  3  ]     =     '-'  ;   board  [  0  ]     =     board  [  0  ].  join  (  ''  );   hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];   board  [  0  ]     =     board  [  0  ].  split  (  ''  );   board  [  0  ][  2  ]     =     piece  ;   board  [  0  ]     =     board  [  0  ].  join  (  ''  );   hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];   console  .  log  (  'The new hash value is : '     +     hashValue  );   // Undo the white king move   piece     =     board  [  0  ][  2  ];   board  [  0  ]     =     board  [  0  ].  split  (  ''  );   board  [  0  ][  2  ]     =     '-'  ;   board  [  0  ]     =     board  [  0  ].  join  (  ''  );   hashValue     ^=     ZobristTable  [  0  ][  2  ][  indexOf  (  piece  )];   board  [  0  ][  3  ]     =     piece  ;   hashValue     ^=     ZobristTable  [  0  ][  3  ][  indexOf  (  piece  )];   console  .  log  (  'The old hash value is : '     +     hashValue  );   // The code is contributed by Nidhi goel.    

الإخراج :

The hash value is : 14226429382419125366 The new hash value is : 15124945578233295113 The old hash value is : 14226429382419125366