We'll start off by building a simple autoencoder to compress the MNIST dataset. With autoencoders, we pass input data through an encoder that makes a compressed representation of the input. Then, this representation is passed through a decoder to reconstruct the input data. Generally the encoder and decoder will be built with neural networks, then trained on example data.
In this notebook, we'll be build a simple network architecture for the encoder and decoder. Let's get started by importing our libraries and getting the dataset.
In [1]:
%matplotlib inline
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
In [2]:
from tensorflow.examples.tutorials.mnist import input_data
mnist = input_data.read_data_sets('MNIST_data', validation_size=0)
Extracting MNIST_data/train-images-idx3-ubyte.gz
Extracting MNIST_data/train-labels-idx1-ubyte.gz
Extracting MNIST_data/t10k-images-idx3-ubyte.gz
Extracting MNIST_data/t10k-labels-idx1-ubyte.gz
Below I'm plotting an example image from the MNIST dataset. These are 28x28 grayscale images of handwritten digits.
In [3]:
img = mnist.train.images[0]
plt.imshow(img.reshape((28, 28)), cmap='Greys_r')
Out[3]:
<matplotlib.image.AxesImage at 0x7fbd62f019e8>
In [4]:
img
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We'll train an autoencoder with these images by flattening them into 784 length vectors. The images from this dataset are already normalized such that the values are between 0 and 1. Let's start by building basically the simplest autoencoder with a single ReLU hidden layer. This layer will be used as the compressed representation. Then, the encoder is the input layer and the hidden layer. The decoder is the hidden layer and the output layer. Since the images are normalized between 0 and 1, we need to use a sigmoid activation on the output layer to get values matching the input.
Exercise: Build the graph for the autoencoder in the cell below. The input images will be flattened into 784 length vectors. The targets are the same as the inputs. And there should be one hidden layer with a ReLU activation and an output layer with a sigmoid activation. Feel free to use TensorFlow's higher level API,
tf.layers. For instance, you would usetf.layers.dense(inputs, units, activation=tf.nn.relu)to create a fully connected layer with a ReLU activation. The loss should be calculated with the cross-entropy loss, there is a convenient TensorFlow function for thistf.nn.sigmoid_cross_entropy_with_logits(documentation). You should note thattf.nn.sigmoid_cross_entropy_with_logitstakes the logits, but to get the reconstructed images you'll need to pass the logits through the sigmoid function.
In [10]:
tf.reset_default_graph()
# Size of the encoding layer (the hidden layer)
encoding_dim = 32 # feel free to change this value
# Input and target placeholders
inputs_ = tf.placeholder(tf.float32, [None, 28*28], 'input')
targets_ = tf.placeholder(tf.float32, [None, 28*28], 'target')
# Output of hidden layer, single fully connected layer here with ReLU activation
encoded = tf.layers.dense(inputs_, encoding_dim, activation=tf.nn.relu, name='encoded')
# Output layer logits, fully connected layer with no activation
logits = tf.layers.dense(encoded, 28*28, activation=None, name='logits')
# Sigmoid output from logits
decoded = tf.sigmoid(logits, name='decoded')
# Sigmoid cross-entropy loss
loss = tf.nn.sigmoid_cross_entropy_with_logits(labels=targets_, logits=logits, name='loss')
# Mean of the loss
cost = tf.reduce_mean(loss, name='cost')
# Adam optimizer
opt = tf.train.AdamOptimizer(0.0005).minimize(cost)
In [11]:
# Create the session
sess = tf.Session()
Here I'll write a bit of code to train the network. I'm not too interested in validation here, so I'll just monitor the training loss.
Calling mnist.train.next_batch(batch_size) will return a tuple of (images, labels). We're not concerned with the labels here, we just need the images. Otherwise this is pretty straightfoward training with TensorFlow. We initialize the variables with sess.run(tf.global_variables_initializer()). Then, run the optimizer and get the loss with batch_cost, _ = sess.run([cost, opt], feed_dict=feed).
In [12]:
epochs = 20
batch_size = 200
sess.run(tf.global_variables_initializer())
for e in range(epochs):
for ii in range(mnist.train.num_examples//batch_size):
batch = mnist.train.next_batch(batch_size)
feed = {inputs_: batch[0], targets_: batch[0]}
batch_cost, _ = sess.run([cost, opt], feed_dict=feed)
print("Epoch: {}/{}...".format(e+1, epochs),
"Training loss: {:.4f}".format(batch_cost))
Epoch: 1/20... Training loss: 0.6943
Epoch: 1/20... Training loss: 0.6927
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Epoch: 1/20... Training loss: 0.6898
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Epoch: 13/20... Training loss: 0.0997
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Epoch: 13/20... Training loss: 0.0996
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Epoch: 13/20... Training loss: 0.0999
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Epoch: 14/20... Training loss: 0.0955
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Epoch: 14/20... Training loss: 0.0995
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Epoch: 14/20... Training loss: 0.1014
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Epoch: 14/20... Training loss: 0.0995
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Epoch: 14/20... Training loss: 0.0991
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Epoch: 14/20... Training loss: 0.0993
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Epoch: 14/20... Training loss: 0.0991
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Epoch: 14/20... Training loss: 0.1000
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Epoch: 14/20... Training loss: 0.1007
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Epoch: 14/20... Training loss: 0.0990
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Epoch: 14/20... Training loss: 0.0996
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Epoch: 14/20... Training loss: 0.0983
Epoch: 14/20... Training loss: 0.1004
Epoch: 14/20... Training loss: 0.0990
Epoch: 14/20... Training loss: 0.0996
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Epoch: 14/20... Training loss: 0.0988
Epoch: 14/20... Training loss: 0.0982
Epoch: 14/20... Training loss: 0.1002
Epoch: 14/20... Training loss: 0.1013
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Epoch: 14/20... Training loss: 0.0981
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Epoch: 14/20... Training loss: 0.0987
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Epoch: 14/20... Training loss: 0.0997
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Epoch: 14/20... Training loss: 0.0991
Epoch: 14/20... Training loss: 0.0995
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Epoch: 14/20... Training loss: 0.0992
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Epoch: 14/20... Training loss: 0.0993
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Epoch: 14/20... Training loss: 0.0990
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Epoch: 14/20... Training loss: 0.0957
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Epoch: 14/20... Training loss: 0.0990
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Epoch: 14/20... Training loss: 0.1006
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Epoch: 14/20... Training loss: 0.0998
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Epoch: 14/20... Training loss: 0.0990
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Epoch: 14/20... Training loss: 0.0994
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Epoch: 15/20... Training loss: 0.0993
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Epoch: 15/20... Training loss: 0.0956
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Epoch: 15/20... Training loss: 0.0993
Epoch: 15/20... Training loss: 0.0959
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Epoch: 15/20... Training loss: 0.0959
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Epoch: 15/20... Training loss: 0.0956
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Epoch: 15/20... Training loss: 0.0955
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Epoch: 15/20... Training loss: 0.0958
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Epoch: 15/20... Training loss: 0.0957
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Epoch: 15/20... Training loss: 0.0955
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Epoch: 16/20... Training loss: 0.0956
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Epoch: 16/20... Training loss: 0.0955
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Epoch: 16/20... Training loss: 0.0956
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Epoch: 16/20... Training loss: 0.0998
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Epoch: 16/20... Training loss: 0.0956
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Epoch: 16/20... Training loss: 0.0994
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Epoch: 16/20... Training loss: 0.0991
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Epoch: 16/20... Training loss: 0.0991
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Epoch: 16/20... Training loss: 0.0957
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Epoch: 18/20... Training loss: 0.0959
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Epoch: 18/20... Training loss: 0.0958
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Epoch: 19/20... Training loss: 0.0958
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Epoch: 19/20... Training loss: 0.0957
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Epoch: 19/20... Training loss: 0.0981
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Epoch: 19/20... Training loss: 0.0955
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Epoch: 19/20... Training loss: 0.0927
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Epoch: 19/20... Training loss: 0.0956
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Epoch: 19/20... Training loss: 0.0955
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Epoch: 19/20... Training loss: 0.0959
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Epoch: 19/20... Training loss: 0.0929
Epoch: 19/20... Training loss: 0.0931
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Epoch: 19/20... Training loss: 0.0955
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Epoch: 19/20... Training loss: 0.0955
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Epoch: 19/20... Training loss: 0.0955
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In [13]:
fig, axes = plt.subplots(nrows=2, ncols=10, sharex=True, sharey=True, figsize=(10,2))
in_imgs = mnist.test.images[:10]
reconstructed, compressed = sess.run([decoded, encoded], feed_dict={inputs_: in_imgs})
for images, row in zip([in_imgs, reconstructed], axes):
for img, ax in zip(images, row):
ax.imshow(img.reshape((28, 28)), cmap='Greys_r')
ax.get_xaxis().set_visible(False)
ax.get_yaxis().set_visible(False)
fig.tight_layout(pad=0.1)
In [9]:
sess.close()
We're dealing with images here, so we can (usually) get better performance using convolution layers. So, next we'll build a better autoencoder with convolutional layers.
In practice, autoencoders aren't actually better at compression compared to typical methods like JPEGs and MP3s. But, they are being used for noise reduction, which you'll also build.
Content source: adrianstaniec/deep-learning
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