def InitLSTM(self,LSTM,Name,InputSize)

????? LSTM.Forget_Wights_X=tf.Variable(tf.truncated_normal(

????????????????????????????????????????????????? shape=? [InputSize,LSTM.Size],stddev=0.1))

????? LSTM.Forget_Wights_Z=tf.Variable(tf.truncated_normal(

????????????????????????????????????????????????? shape=[LSTM.Size,LSTM.Size],stddev=0.1),)

????? LSTM.Forget_Biases=tf.Variable(tf.zeros(shape=[LSTM.Size]))

????? LSTM.Output_Wights_X=tf.Variable(tf.truncated_normal(

???????????????????????????????????????????????? shape=[InputSize,LSTM.Size],stddev=0.1),)

???? LSTM.Output_Wights_Z=tf.Variable(tf.truncated_normal(

???????????????????????????????????????????????? shape=[LSTM.Size,LSTM.Size]),)

???? LSTM.Output_Biases=tf.zeros(shape=[LSTM.Size],)

???? LSTM.Generate_Wights_Xi=tf.Variable(tf.truncated_normal(

????????????????????????????????????? shape=[InputSize,LSTM.Size],stddev=0.1),)

???? LSTM.Generate_Wights_XC=tf.Variable(tf.truncated_normal(

????????????????????????????????????? shape=[InputSize,LSTM.Size],stddev=0.1),)

???? LSTM.Generate_Wights_Zi=tf.Variable(tf.truncated_normal(

???????????????????????????????????? shape=[LSTM.Size.Size],stddev=0.1))

???? LSTM.Generate_Wights_ZC=tf.Variable(tf.truncated_normal(

???????? shape=[LSTM.Size,LSTM.Size],stddev=0.1))

????????? LSTM.Generate_Biases=tf.zeros(shape=[LSTM.Size])

????????? LSTM.HState=tf.zeros(shape=[LSTM.Size],name="HState"+Name)

???????? LSTM.CState=tf.zeros(shape=[LSTM.Size],name="CState"+Name)

def????? CalculateLSTM(self,LSTM,Input):

????????? Out=None

?????????? for i in??? range(LSTM.Step):

?????????? Forget=tf.matmul(Input,LSTM.Forget_Wights_X)\

???????????????????????????? +tf.matmul(LSTM.HState,LSTM.Forget_Wights_Z)\

?????????????????????????????????? +LSTM.Forget_Biases

????????? Generate_i=tf.matmul(Input,LSTM.Generate_Wights_Xi)\

??????????????????????????????????? +tf.matmul(LSTM.HState,LSTM.Generate_Wights_Zi)\

??????????????????????????????????????? +LSTM.Generate_Biases_i

?????????? Generate_C=tf.matmul(Input,LSTM.Generate_Wights_XC)\

?????????????????????????????????????? +tf.matmul(LSTM.HState,LSTM.Generate_Wights_ZC)\

??????????????????????????????????????????? +LSTM.Generate_Biases_C

?????????? Out=tf.matmul(Input,LSTM.Output_Wights_X)\

????????????????????????????????????? +tf.matmul(LSTM.HState,LSTM.Output_Wights_Z)\

????????????????????????????????????????? +LSTM.Output_Biases

?????????? #Updata State

????????????? LSTM.CState=Forget*LSTM.HState+Generate_C*Generate_i

????????????? LSTM.HState=Out*tf.tanh(LSTM.CState)

???????????? returnOut