Autoencoding

One-hot Encoder

In [1]:
from conx import *
conx, version 3.2.0
Using Theano backend.
In [2]:
size = 5
In [3]:
net = Network("Autoencoder")
net.add(Layer("input", size, minmax=(0,1)))
net.add(Layer("hidden", 5, activation="relu", visible=True))
net.add(Layer("output", size, activation="sigmoid"))
net.config["font_family"] = "monospace"
In [4]:
net.connect()
In [5]:
net.compile(error='binary_crossentropy', optimizer="adam")
In [6]:
net
Out[6]:
_images/Autoencoder_7_1.svg
In [7]:
patterns = [one_hot(i, size) for i in range(size)]
In [8]:
patterns[0]
Out[8]:
[1.0, 0.0, 0.0, 0.0, 0.0]
In [9]:
net.dataset.load([(p,p) for p in patterns])
In [10]:
net
Out[10]:
_images/Autoencoder_11_1.svg
In [11]:
import time
for i in range(size):
    net.propagate(net.dataset.inputs[i])
    time.sleep(1)
In [12]:
net.dataset.summary()
Input Summary:
   count  : 5 (5 for training, 0 for testing)
   shape  : (5,)
   range  : (0.0, 1.0)
Target Summary:
   count  : 5 (5 for training, 0 for testing)
   shape  : (5,)
   range  : (0.0, 1.0)
In [13]:
net.train(accuracy=1, epochs=10000, report_rate=200, tolerance=0.4)
Training...
Epoch #  200 | train error 0.56947 | train accuracy 0.80000 | validate% 0.00000
Epoch #  400 | train error 0.44097 | train accuracy 0.84000 | validate% 0.00000
Epoch #  600 | train error 0.32709 | train accuracy 0.92000 | validate% 0.20000
Epoch #  800 | train error 0.22596 | train accuracy 0.96000 | validate% 0.60000
Epoch # 1000 | train error 0.13709 | train accuracy 1.00000 | validate% 0.80000
========================================================================
Epoch # 1057 | train error 0.11569 | train accuracy 1.00000 | validate% 1.00000
In [14]:
net.propagate(net.dataset.inputs[0])
Out[14]:
[0.9078119397163391,
 0.10838618874549866,
 0.023956092074513435,
 0.014818793162703514,
 0.005713765975087881]
In [15]:
net.test()
Testing on training dataset...
# | inputs | targets | outputs | result
---------------------------------------
0 | [1.00,0.00,0.00,0.00,0.00] | [1.00,0.00,0.00,0.00,0.00] | [0.91,0.11,0.02,0.01,0.01] | correct
1 | [0.00,1.00,0.00,0.00,0.00] | [0.00,1.00,0.00,0.00,0.00] | [0.09,0.78,0.15,0.03,0.01] | X
2 | [0.00,0.00,1.00,0.00,0.00] | [0.00,0.00,1.00,0.00,0.00] | [0.05,0.11,0.60,0.19,0.00] | correct
3 | [0.00,0.00,0.00,1.00,0.00] | [0.00,0.00,0.00,1.00,0.00] | [0.17,0.02,0.18,0.77,0.02] | correct
4 | [0.00,0.00,0.00,0.00,1.00] | [0.00,0.00,0.00,0.00,1.00] | [0.07,0.14,0.08,0.10,0.91] | correct
Total count: 25
Total percentage correct: 0.56
In [16]:
for i in range(size):
    net.propagate(net.dataset.inputs[i])
    time.sleep(1)
In [17]:
net.dashboard()

MNIST Autoencoding

In [18]:
from conx import Network, Layer, FlattenLayer
In [19]:
net = Network("MNIST-Autoencoder")
In [20]:
net.add(Layer("input", (28,28,1)))
net.add(FlattenLayer("flatten"))
net.add(Layer("hidden1", 25, activation="relu"))
net.add(Layer("hidden2", 25, activation="relu"))
net.add(Layer("hidden3", 25, activation="relu"))
net.add(Layer("output", (28,28,1), activation="sigmoid"))
In [21]:
net.connect()
net.compile(error="binary_crossentropy", optimizer="adam")
net
Out[21]:
_images/Autoencoder_23_1.svg
In [22]:
net.dataset.get('mnist')
net.dataset.set_targets_from_inputs()
net.dataset.targets.reshape(0, (28 * 28))
net.dataset.summary()
Input Summary:
   count  : 70000 (70000 for training, 0 for testing)
   shape  : (28, 28, 1)
   range  : (0.0, 1.0)
Target Summary:
   count  : 70000 (70000 for training, 0 for testing)
   shape  : (784,)
   range  : (0.0, 1.0)
In [23]:
net.dashboard()
In [24]:
import numpy as np
from conx import get_form
image = np.random.rand(784).reshape((28, 28, 1))
In [25]:
get_form(net.propagate(image))
Out[25]:
[[[numbers.Number, 1], 28], 28]
In [26]:
output = net.propagate_to_image("output", image)
output.size
Out[26]:
(28, 28)
In [27]:
net.propagate_to("hidden3", image)
Out[27]:
[0.040630556643009186,
 0.24167102575302124,
 0.0,
 0.03518536314368248,
 0.0,
 0.0,
 0.0,
 0.0,
 0.35437849164009094,
 0.1919368952512741,
 0.03442002087831497,
 0.33081233501434326,
 0.0,
 0.11211660504341125,
 0.0,
 0.08209527283906937,
 0.0,
 0.0,
 0.0,
 0.6490474939346313,
 0.03947712108492851,
 0.1591789573431015,
 0.0,
 0.3864339292049408,
 0.0]
In [28]:
net.dataset.slice(10)
In [29]:
net.train(accuracy=0.5, epochs=1000, report_rate=100, tolerance=.4)
Training...
Epoch #  100 | train error 0.15690 | train accuracy 0.81760 | validate% 0.00000
Epoch #  200 | train error 0.07986 | train accuracy 0.82640 | validate% 0.20000
========================================================================
Epoch #  224 | train error 0.07146 | train accuracy 0.82653 | validate% 0.50000
In [30]:
for i in range(10):
    net.propagate(net.dataset.inputs[i])
In [31]:
net.test()
Testing on training dataset...
# | inputs | targets | outputs | result
---------------------------------------
0 | [[[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.01],  [0.07],  [0.07],  [0.07],  [0.49],  [0.53],  [0.69],  [0.10],  [0.65],  [1.00],  [0.97],  [0.50],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.12],  [0.14],  [0.37],  [0.60],  [0.67],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.88],  [0.67],  [0.99],  [0.95],  [0.76],  [0.25],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.19],  [0.93],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.98],  [0.36],  [0.32],  [0.32],  [0.22],  [0.15],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.07],  [0.86],  [0.99],  [0.99],  [0.99],  [0.99],  [0.99],  [0.78],  [0.71],  [0.97],  [0.95],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.31],  [0.61],  [0.42],  [0.99],  [0.99],  [0.80],  [0.04],  [0.00],  [0.17],  [0.60],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.05],  [0.00],  [0.60],  [0.99],  [0.35],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00]], [[0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.55],  [0.99],  [0.75],  [0.01],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  [0.00],  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Total count: 7840
Total percentage correct: 0.9401785714285714