Chess
# coding=utf-8
import pandas as pd
import numpy as np
from sklearn import cross_validation
import tensorflow as tf global flag
flag=0 def DataPreprocessing():
abalone = pd.read_csv("train_data.csv", sep=',', header=0, keep_default_na=True)
X_train=np.array(abalone.iloc[:,:6])
Y_train_=np.array(abalone.iloc[:,6:])
print(X_train)
Y_train=[]
for i in range(len(X_train)): X_train[i][0] = ord(X_train[i][0])-97
X_train[i][2] = ord(X_train[i][2])-97
X_train[i][4] = ord(X_train[i][4])-97 # for i in range (len(X_train)):
# for j in range(6):
# X_train[i][j]=X_train[i][j]-0.0
#
#X_train.astype(np.float64)
# print(X_train,type(X_train),X_train[0][0],type(X_train[0][0])) #binary classifier
for i in range(len(Y_train_)): if Y_train_[i][0]=="draw":
Y_train.append(0)
else:
Y_train.append(1) # multiple classifer return cross_validation.train_test_split(X_train,Y_train,test_size=0.25,random_state=0,stratify=Y_train) def GetInputs():
global flag
X_train, X_test, Y_train, Y_test = DataPreprocessing() #print(type(X_train),type(X_train[0][0]))
#print(X_train)
# print(len(X_test))
# print(len(Y_train))
# print(len(Y_test)) #X_train[X_train.isnull().any(axis=1)]
#X_train.fillna('',inplace=True) # print(X_train)
# print(Y_test) x_train=tf.constant(X_train)
y_train=tf.constant(Y_train)
x_test=tf.constant(X_test)
y_test=tf.constant(Y_test)
#
# print(x_train)
# print(y_train)
# print(x_test)
# print(y_test) if flag==0:
return x_train,y_train
else:
return x_test,y_test def Main(): global flag feature_columns=[tf.contrib.layers.real_valued_column("",dimension=6)] clf=tf.contrib.learn.DNNClassifier(feature_columns=feature_columns,hidden_units=[20,40,20],n_classes=2,model_dir="/home/jiangjing/TensorflowModel/chess") clf.fit(input_fn=GetInputs,steps=2000) flag=1
accuracy_score=clf.evaluate(input_fn=GetInputs,steps=1)["accuracy"] print("nTest Accuracy:{0:f}".format(accuracy_score)) if __name__ =="__main__":
#DataPreprocessing() Main() exit(0)
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