public override double[] Perzertron_forward(double[] x)
        {
            double[] y       = new double[weight_1_Small_Update_Gate.GetLength(0)];
            double[] y_Left  = new double[weight_1_Small_Update_Gate.GetLength(0)];
            double[] y_Right = new double[weight_1_Small_Update_Gate.GetLength(0)];



            double[] one = new double[weight_1_Small_Update_Gate.GetLength(0)];

            for (int i = 0; i < one.Length; i++)
            {
                one[i] = 1;
            }

            double[] update_Cell    = Update_Gate_1_Forward(x);
            double[] reset_Cell     = Reset_Gate_2_Forward(x);
            double[] candidate_Cell = Candidate_Cell_Gate_3_Forward(x, reset_Cell);



            y_Left  = Matrix_work.Vector_Multiplication_Adamar_Shur(Matrix_work.Vector_Substraction(one, update_Cell), candidate_Cell);
            y_Right = Matrix_work.Vector_Multiplication_Adamar_Shur(update_Cell, state_GRU);
            y       = Matrix_work.Vector_Sum(y_Left, y_Right);

            Set_state_GRU(y);

            return(y);
        }
        public override double[] Perzertron_forward(double[] x)
        {
            double[] y = new double[weight_1_Small_Candidate_Cell.GetLength(0)];

            double[] candidate_Cell = Candidate_Cell_State_1_Forward(x);
            double[] input_Cell     = Input_Gate_2_Forward(x);
            double[] forget_Cell    = Forget_Gate_3_Forward(x);
            double[] output_cell    = Output_Gate_4_Forward(x);

            double[] cell = Matrix_work.Vector_Sum(Matrix_work.Vector_Multiplication_Adamar_Shur(forget_Cell, state_LSTM_Memory),
                                                   Matrix_work.Vector_Multiplication_Adamar_Shur(input_Cell, candidate_Cell));

            Set_state_LSTM_Memory(cell);

            y = Matrix_work.Vector_Multiplication_Adamar_Shur(output_cell, Activation_Cell_Tanh(cell));

            Set_state_LSTM(y);

            return(y);
        }