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import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt
import pickle

# TicTacToe game has nine stateus with nine actions. An user can put his ston on any postion in the borad except 

def set_state_inplace(S, action, P_no): 
    ''' S is numpy array.'''
    assert S[action] == 0, 'position should be empty to put a new stone' 

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class LinkedList:
    def __init__(self, d):
        self.d = d
        self.r = None
    
    def append(self, d):
        self.r = LinkedList(d)


def print_list(alist):

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from keras.models import Sequential
from keras.layers.core import Dense, Dropout, Activation, Flatten
from keras.layers.convolutional import Convolution2D, MaxPooling2D
from keras.layers.normalization import BatchNormalization

#AlexNet with batch normalization in Keras 
#input image is 224x224

model = Sequential()
model.add(Convolution2D(64, 3, 11, 11, border_mode='full'))