import numpy as np
import matplotlib.pyplot as plt
from scipy.stats import norm
# Keras uses TensforFlow backend as default
from keras.layers import Input, Dense, Lambda, Flatten, Reshape
from keras.layers import Conv1D,UpSampling1D
from keras.models import Model
from keras import backend as K
from keras import metrics
from keras.datasets import mnist