Autoencoding

One-hot Encoder

In [1]:
from conx import *
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 0.57405 | train accuracy 0.76000 | validate% 0.00000
Epoch #  400 | train error 0.43440 | train accuracy 0.84000 | validate% 0.20000
Epoch #  600 | train error 0.32174 | train accuracy 0.96000 | validate% 0.40000
Epoch #  800 | train error 0.22783 | train accuracy 0.96000 | validate% 0.80000
Epoch # 1000 | train error 0.16288 | train accuracy 0.96000 | validate% 0.80000
Epoch # 1200 | train error 0.12444 | train accuracy 0.96000 | validate% 0.80000
Epoch # 1400 | train error 0.09543 | train accuracy 1.00000 | validate% 0.80000
========================================================================
Epoch # 1560 | train error 0.07370 | train accuracy 1.00000 | validate% 1.00000
In [14]:
net.propagate(net.dataset.inputs[0])
Out[14]:
[0.9354570508003235,
 0.009339133277535439,
 0.00015126794460229576,
 0.009521950036287308,
 0.012968219816684723]
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] | [0.94,0.01,0.00,0.01,0.01] | correct
1 | [0.00,1.00,0.00,0.00,0.00] | [0.00,1.00,0.00,0.00,0.00] | [0.01,0.91,0.00,0.04,0.01] | correct
2 | [0.00,0.00,1.00,0.00,0.00] | [0.00,0.00,1.00,0.00,0.00] | [0.02,0.02,0.92,0.03,0.03] | correct
3 | [0.00,0.00,0.00,1.00,0.00] | [0.00,0.00,0.00,1.00,0.00] | [0.14,0.33,0.13,0.60,0.03] | correct
4 | [0.00,0.00,0.00,0.00,1.00] | [0.00,0.00,0.00,0.00,1.00] | [0.05,0.03,0.04,0.00,0.95] | correct
Total count: 25
Total percentage correct: 0.84
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]:
[0.06154844909906387,
 0.0,
 0.0,
 0.0,
 0.08922839164733887,
 0.1498868316411972,
 0.0,
 0.5282808542251587,
 0.050810132175683975,
 0.0,
 0.0,
 0.38388776779174805,
 0.0,
 0.0,
 0.21484920382499695,
 0.0,
 0.12499266117811203,
 0.0,
 0.0319090373814106,
 0.0,
 0.18090370297431946,
 0.12270572781562805,
 0.04858681187033653,
 0.5522233247756958,
 0.0]
In [28]:
net.dataset.slice(10)
In [30]:
net.train(accuracy=0.5, epochs=1000, report_rate=100, tolerance=.4)
Training...
Epoch #  100 | train error 0.17429 | train accuracy 0.81505 | validate% 0.00000
Epoch #  200 | train error 0.09077 | train accuracy 0.82526 | validate% 0.20000
========================================================================
Epoch #  228 | train error 0.07725 | train accuracy 0.82628 | validate% 0.50000
In [31]:
for i in range(10):
    net.propagate(net.dataset.inputs[i])
In [32]:
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],  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Total count: 7840
Total percentage correct: 0.9271683673469387