LEARNING_RATE = 0.003
MOMENTUM_RATE = 0.9
a = Ann(neuronsInHiddenLayers=NEURONS_IN_HIDDEN_LAYERS, listOfFunctions=LIST_OF_FUNCTIONS, learningRate=LEARNING_RATE, momentumRate=MOMENTUM_RATE, errorFunc=10)
for i in range (50):
trX, trY = get_data.get_training_data('training/train_data_'+str(i+1))
print "Training on data "+str(i+1)
a.training(trX, trY,len(trX)-1,EPOCHS_PER_GAME)
random_res = []
#random_res = [128, 128, 256, 64, 256, 128, 64, 64, 32, 64, 128, 128, 128, 128, 128, 128, 64, 128, 64, 128, 128, 64, 64, 64, 64, 128, 128, 128, 64, 128, 128, 128, 128, 128, 128, 128, 32, 128, 256, 64, 64, 128, 64, 64, 64, 128, 128, 64, 128, 64]
for i in range(50):
print "Random game: "+str(i+1)
board = Board()
window.update_view( board.generateState(board.grid) )
solver = Solver(board, window, root)
solver.startSolver("random")
random_res.append(int(2**board.bestTile))
ann_res=[]
for asd in range(50):
print "ANN game: "+str(asd+1)
board = Board()
window.update_view( board.generateState(board.grid) )
x = play(a)
ann_res.append(x)
'''
from visuals import GameWindow
from board import Board
from solver import Solver
from Tkinter import *
import random, sys, copy, time
root = Tk()
window = GameWindow(root)
random_res = []
for i in range(50):
board = Board()
window.update_view( board.generateState(board.grid) )
solver = Solver(board, window, root)
solver.startSolver("random")
random_res.append(int(2**board.bestTile))
print random_res
'''for i in range(1,50):
board = Board()
window.update_view( board.generateState(board.grid) )
solver = Solver(board, window, root, train_nr=i)
#modes: random, upleftdownright, partialAI, onestepahead
solver.startSolver("expectimax")'''
# TO PLAY THE GAME, UMCOMMENT THESE LINES
'''
while True:
window.update_view( board.generateState(board.grid) )
print "POINTS========> > > " + str(board.points) + " < < <========POINTS"
alreadyCompleted = True
gameBoard.setBoard(bestNode.board)
gameBoard.placeRandomTwoOrFour()
window.update_view(gameBoard.board)
main = Tk()
window = GameWindow(main)
main.bind('<Left>', leftKey)
main.bind('<Right>', rightKey)
main.bind('<Up>', upKey)
main.bind('<Down>', downKey)
main.bind('<KeyRelease>', keyReleased)
main.bind('<space>', startAlgorithm)
window.pack()
gameBoard = initBoard()
window.update_view(gameBoard.board) # 1D list representing the board
window.mainloop()
newNode = findBestMove([1, 8, 9, 10,
5, 7, 6, 4,
1, 4, 5, 3,
1, 3, 2, 1])
print newNode
