import numpy as np

import keras.layers as layers
import keras.models as models
import keras.optimizers as optimizers

class Game:
def __init__(self, ui=False):
   self.backend = Backend()
   self.ui = ui

def update(self):
   pass

@staticmethod
def play_session(game, player1, player2):
   player1.set_game(game=game)
   player2.set_game(game=game)
   while game.backend.game_status != GameSettings.GAME_STATUS_COMPLETED:
         if game.ui:
            print(game.backend)
         move = player1.get_move() if game.backend.current_turn == GameSettings.GAME_TURN_P1 else player2.get_move()
         game.backend.play_move(move=move)
   if game.backend.game_winner == GameSettings.GAME_PLAYER_P1:
         print(f"Player 1 - {player1.name} wins")
   else:
         print(f"Player 2 - {player2.name} wins")

class GameSettings:
INITIAL_TOTAL_NO_OF_STONES = 4
NO_OF_HOLES = 14
TOTAL_NO_OF_STONES = 48
P1_MANCALA_INDEX = 6
P2_MANCALA_INDEX = 13
P1_ALL_CELLS = [0, 1, 2, 3, 4, 5, 6]
P2_ALL_CELLS = [7, 8, 9, 10, 11, 12, 13]
P1_HOLE_CELLS = [0, 1, 2, 3, 4, 5]
P2_HOLE_CELLS = [12, 11, 10, 9, 8, 7]
P1_0, P1_1, P1_2, P1_3, P1_4, P1_5 = P1_HOLE_CELLS
P2_0, P2_1, P2_2, P2_3, P2_4, P2_5 = P2_HOLE_CELLS
ALL_CELLS = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]

GAME_TURN_P1 = 0
GAME_TURN_P2 = 1

GAME_PLAYER_P1 = 0
GAME_PLAYER_P2 = 1

GAME_WINNER_NONE = -1

GAME_STATUS_NONE = 0
GAME_STATUS_ONGOING = 1
GAME_STATUS_COMPLETED = 2

TURN_PLAYER_MAP = {GAME_TURN_P1: GAME_PLAYER_P1, GAME_TURN_P2: GAME_PLAYER_P2}

1. Consider the following 1 D cellular automata. . . . . . . . ....