more examples + ease of use fixes

153 files changed, 1 insertions, 3 deletions

diff --git a/.DS_Store b/.DS_Store
index 5567581b..4f878053 100644
--- a/.DS_Store
+++ b/.DS_Store
diff --git a/__pycache__/hyperparameters.cpython-38.pyc b/__pycache__/hyperparameters.cpython-38.pyc
index 25914e13..932f2208 100644
--- a/__pycache__/hyperparameters.cpython-38.pyc
+++ b/__pycache__/hyperparameters.cpython-38.pyc
diff --git a/__pycache__/model.cpython-38.pyc b/__pycache__/model.cpython-38.pyc
index a444f791..449e04a2 100644
--- a/__pycache__/model.cpython-38.pyc
+++ b/__pycache__/model.cpython-38.pyc
diff --git a/data/.DS_Store b/data/.DS_Store
index 5008ddfc..c8399a2b 100644
--- a/data/.DS_Store
+++ b/data/.DS_Store
diff --git a/data/david-cartoon.jpg b/data/david-cartoon.jpg
new file mode 100644
index 00000000..70c5c792
--- /dev/null
+++ b/data/david-cartoon.jpg
diff --git a/data/david.jpg b/data/david.jpg
new file mode 100644
index 00000000..5e159f89
--- /dev/null
+++ b/data/david.jpg
diff --git a/data/michael-small.jpg b/data/michael-small.jpg
new file mode 100644
index 00000000..e7dd0c84
--- /dev/null
+++ b/data/michael-small.jpg
diff --git a/data/michael.png b/data/michael.png
new file mode 100644
index 00000000..11ee3d29
--- /dev/null
+++ b/data/michael.png
diff --git a/main.py b/main.py
index e60f14d1..3649309a 100644
--- a/main.py
+++ b/main.py
@@ -10,7 +10,6 @@ from model import YourModel
 
 from skimage.io import imread, imsave
 from matplotlib import pyplot as plt
-import numpy as np
 
 
 def parse_args():
@@ -105,6 +104,7 @@ def main():
 
     # show the final result :)
     plt.imshow(final_image)
+    print('\nSaved the final result to out/results/{}. Showing the final result now.'.format(ARGS.savefile))
     plt.show()
 
 
diff --git a/model.py b/model.py
index 3f1f83f0..edf2da44 100644
--- a/model.py
+++ b/model.py
@@ -1,7 +1,5 @@
 import tensorflow as tf
 import numpy as np
-from tensorflow.keras.layers import \
-    Conv2D, AveragePooling2D
 from skimage import transform
 import hyperparameters as hp
 
diff --git a/out/.DS_Store b/out/.DS_Store
new file mode 100644
index 00000000..327acba5
--- /dev/null
+++ b/out/.DS_Store
diff --git a/out/checkpoints/.DS_Store b/out/checkpoints/.DS_Store
new file mode 100644
index 00000000..aa0cf7ec
--- /dev/null
+++ b/out/checkpoints/.DS_Store
diff --git a/out/checkpoints/cp-david.jpg/0_epoch.jpg b/out/checkpoints/cp-david.jpg/0_epoch.jpg
new file mode 100644
index 00000000..37e7e12b
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/0_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1000_epoch.jpg b/out/checkpoints/cp-david.jpg/1000_epoch.jpg
new file mode 100644
index 00000000..57735aa5
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1000_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/100_epoch.jpg b/out/checkpoints/cp-david.jpg/100_epoch.jpg
new file mode 100644
index 00000000..38e7b91b
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/100_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1100_epoch.jpg b/out/checkpoints/cp-david.jpg/1100_epoch.jpg
new file mode 100644
index 00000000..eba9ade7
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1100_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1200_epoch.jpg b/out/checkpoints/cp-david.jpg/1200_epoch.jpg
new file mode 100644
index 00000000..d150181a
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1200_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1300_epoch.jpg b/out/checkpoints/cp-david.jpg/1300_epoch.jpg
new file mode 100644
index 00000000..765c206f
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1300_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1400_epoch.jpg b/out/checkpoints/cp-david.jpg/1400_epoch.jpg
new file mode 100644
index 00000000..99da1257
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1400_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1500_epoch.jpg b/out/checkpoints/cp-david.jpg/1500_epoch.jpg
new file mode 100644
index 00000000..47d41f63
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1500_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1600_epoch.jpg b/out/checkpoints/cp-david.jpg/1600_epoch.jpg
new file mode 100644
index 00000000..c29cd53e
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1600_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1700_epoch.jpg b/out/checkpoints/cp-david.jpg/1700_epoch.jpg
new file mode 100644
index 00000000..94a6d6cd
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1700_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1800_epoch.jpg b/out/checkpoints/cp-david.jpg/1800_epoch.jpg
new file mode 100644
index 00000000..aad2811a
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1800_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/1900_epoch.jpg b/out/checkpoints/cp-david.jpg/1900_epoch.jpg
new file mode 100644
index 00000000..7452e37c
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/1900_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2000_epoch.jpg b/out/checkpoints/cp-david.jpg/2000_epoch.jpg
new file mode 100644
index 00000000..a54e72ce
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2000_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/200_epoch.jpg b/out/checkpoints/cp-david.jpg/200_epoch.jpg
new file mode 100644
index 00000000..c53a19bd
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/200_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2100_epoch.jpg b/out/checkpoints/cp-david.jpg/2100_epoch.jpg
new file mode 100644
index 00000000..e4f17a05
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2100_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2200_epoch.jpg b/out/checkpoints/cp-david.jpg/2200_epoch.jpg
new file mode 100644
index 00000000..7b43f774
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2200_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2300_epoch.jpg b/out/checkpoints/cp-david.jpg/2300_epoch.jpg
new file mode 100644
index 00000000..4798f217
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2300_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2400_epoch.jpg b/out/checkpoints/cp-david.jpg/2400_epoch.jpg
new file mode 100644
index 00000000..74d94d21
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2400_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2500_epoch.jpg b/out/checkpoints/cp-david.jpg/2500_epoch.jpg
new file mode 100644
index 00000000..48c2b4a8
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2500_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2600_epoch.jpg b/out/checkpoints/cp-david.jpg/2600_epoch.jpg
new file mode 100644
index 00000000..d4ccd3aa
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2600_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2700_epoch.jpg b/out/checkpoints/cp-david.jpg/2700_epoch.jpg
new file mode 100644
index 00000000..c2d3cd48
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2700_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2800_epoch.jpg b/out/checkpoints/cp-david.jpg/2800_epoch.jpg
new file mode 100644
index 00000000..800a27f3
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2800_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/2900_epoch.jpg b/out/checkpoints/cp-david.jpg/2900_epoch.jpg
new file mode 100644
index 00000000..305c6b47
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/2900_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3000_epoch.jpg b/out/checkpoints/cp-david.jpg/3000_epoch.jpg
new file mode 100644
index 00000000..767d855d
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3000_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/300_epoch.jpg b/out/checkpoints/cp-david.jpg/300_epoch.jpg
new file mode 100644
index 00000000..bd355197
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/300_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3100_epoch.jpg b/out/checkpoints/cp-david.jpg/3100_epoch.jpg
new file mode 100644
index 00000000..d92e1a69
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3100_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3200_epoch.jpg b/out/checkpoints/cp-david.jpg/3200_epoch.jpg
new file mode 100644
index 00000000..9bdac3c8
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3200_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3300_epoch.jpg b/out/checkpoints/cp-david.jpg/3300_epoch.jpg
new file mode 100644
index 00000000..7ea1e8e5
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3300_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3400_epoch.jpg b/out/checkpoints/cp-david.jpg/3400_epoch.jpg
new file mode 100644
index 00000000..60955458
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3400_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3500_epoch.jpg b/out/checkpoints/cp-david.jpg/3500_epoch.jpg
new file mode 100644
index 00000000..a3750a6a
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3500_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3600_epoch.jpg b/out/checkpoints/cp-david.jpg/3600_epoch.jpg
new file mode 100644
index 00000000..1b9a4c2e
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3600_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3700_epoch.jpg b/out/checkpoints/cp-david.jpg/3700_epoch.jpg
new file mode 100644
index 00000000..dc66213c
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3700_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3800_epoch.jpg b/out/checkpoints/cp-david.jpg/3800_epoch.jpg
new file mode 100644
index 00000000..f4fdb42a
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3800_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/3900_epoch.jpg b/out/checkpoints/cp-david.jpg/3900_epoch.jpg
new file mode 100644
index 00000000..ca5eddc1
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/3900_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4000_epoch.jpg b/out/checkpoints/cp-david.jpg/4000_epoch.jpg
new file mode 100644
index 00000000..0baf2535
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4000_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/400_epoch.jpg b/out/checkpoints/cp-david.jpg/400_epoch.jpg
new file mode 100644
index 00000000..86d8d5a9
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/400_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4100_epoch.jpg b/out/checkpoints/cp-david.jpg/4100_epoch.jpg
new file mode 100644
index 00000000..7555dbdd
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4100_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4200_epoch.jpg b/out/checkpoints/cp-david.jpg/4200_epoch.jpg
new file mode 100644
index 00000000..71c06bbe
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4200_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4300_epoch.jpg b/out/checkpoints/cp-david.jpg/4300_epoch.jpg
new file mode 100644
index 00000000..f0bab9d5
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4300_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4400_epoch.jpg b/out/checkpoints/cp-david.jpg/4400_epoch.jpg
new file mode 100644
index 00000000..ba144ff8
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4400_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4500_epoch.jpg b/out/checkpoints/cp-david.jpg/4500_epoch.jpg
new file mode 100644
index 00000000..5be0c337
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4500_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4600_epoch.jpg b/out/checkpoints/cp-david.jpg/4600_epoch.jpg
new file mode 100644
index 00000000..c1e4cb31
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4600_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4700_epoch.jpg b/out/checkpoints/cp-david.jpg/4700_epoch.jpg
new file mode 100644
index 00000000..e97752f1
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4700_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4800_epoch.jpg b/out/checkpoints/cp-david.jpg/4800_epoch.jpg
new file mode 100644
index 00000000..0ae90b5d
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4800_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/4900_epoch.jpg b/out/checkpoints/cp-david.jpg/4900_epoch.jpg
new file mode 100644
index 00000000..32baad20
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/4900_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/500_epoch.jpg b/out/checkpoints/cp-david.jpg/500_epoch.jpg
new file mode 100644
index 00000000..25f92153
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/500_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/600_epoch.jpg b/out/checkpoints/cp-david.jpg/600_epoch.jpg
new file mode 100644
index 00000000..2503ba46
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/600_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/700_epoch.jpg b/out/checkpoints/cp-david.jpg/700_epoch.jpg
new file mode 100644
index 00000000..9556bf72
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/700_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/800_epoch.jpg b/out/checkpoints/cp-david.jpg/800_epoch.jpg
new file mode 100644
index 00000000..b786240c
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/800_epoch.jpg
diff --git a/out/checkpoints/cp-david.jpg/900_epoch.jpg b/out/checkpoints/cp-david.jpg/900_epoch.jpg
new file mode 100644
index 00000000..43c09d17
--- /dev/null
+++ b/out/checkpoints/cp-david.jpg/900_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/0_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/0_epoch.jpg
new file mode 100644
index 00000000..ffb3553e
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/0_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/100_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/100_epoch.jpg
new file mode 100644
index 00000000..29754fd6
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/100_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/200_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/200_epoch.jpg
new file mode 100644
index 00000000..86f3565d
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/200_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/300_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/300_epoch.jpg
new file mode 100644
index 00000000..032f8a27
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/300_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/400_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/400_epoch.jpg
new file mode 100644
index 00000000..05753a11
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/400_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/500_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/500_epoch.jpg
new file mode 100644
index 00000000..7e4cba8d
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/500_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/600_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/600_epoch.jpg
new file mode 100644
index 00000000..5b7ad4a1
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/600_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/700_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/700_epoch.jpg
new file mode 100644
index 00000000..e7f0a4d9
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/700_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/800_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/800_epoch.jpg
new file mode 100644
index 00000000..998a5f15
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/800_epoch.jpg
diff --git a/out/checkpoints/cp-michael-david-cartoon.jpg/900_epoch.jpg b/out/checkpoints/cp-michael-david-cartoon.jpg/900_epoch.jpg
new file mode 100644
index 00000000..8599de10
--- /dev/null
+++ b/out/checkpoints/cp-michael-david-cartoon.jpg/900_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/0_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/0_epoch.jpg
new file mode 100644
index 00000000..feaa7d16
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/0_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1000_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1000_epoch.jpg
new file mode 100644
index 00000000..1ea64677
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1000_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/100_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/100_epoch.jpg
new file mode 100644
index 00000000..490f61d7
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/100_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1100_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1100_epoch.jpg
new file mode 100644
index 00000000..df7607c7
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1100_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1200_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1200_epoch.jpg
new file mode 100644
index 00000000..147dc84f
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1200_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1300_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1300_epoch.jpg
new file mode 100644
index 00000000..e965d5a7
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1300_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1400_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1400_epoch.jpg
new file mode 100644
index 00000000..3311bc07
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1400_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1500_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1500_epoch.jpg
new file mode 100644
index 00000000..18bb900d
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1500_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1600_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1600_epoch.jpg
new file mode 100644
index 00000000..074a9ee3
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1600_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1700_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1700_epoch.jpg
new file mode 100644
index 00000000..642238ee
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1700_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1800_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1800_epoch.jpg
new file mode 100644
index 00000000..b2d4695a
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1800_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/1900_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/1900_epoch.jpg
new file mode 100644
index 00000000..c71d0a4d
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/1900_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/2000_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/2000_epoch.jpg
new file mode 100644
index 00000000..13a424eb
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/2000_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/200_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/200_epoch.jpg
new file mode 100644
index 00000000..cf9f4829
--- /dev/null
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new file mode 100644
index 00000000..61c8e408
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/2100_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/2200_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/2200_epoch.jpg
new file mode 100644
index 00000000..43273750
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/2200_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/2300_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/2300_epoch.jpg
new file mode 100644
index 00000000..db1876e9
--- /dev/null
+++ b/out/checkpoints/cp-michael-otto.jpg/2300_epoch.jpg
diff --git a/out/checkpoints/cp-michael-otto.jpg/2400_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/2400_epoch.jpg
new file mode 100644
index 00000000..6e5616cb
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/300_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/300_epoch.jpg
new file mode 100644
index 00000000..321ed0c9
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/400_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/400_epoch.jpg
new file mode 100644
index 00000000..2b922f2e
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/500_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/500_epoch.jpg
new file mode 100644
index 00000000..da1b1c52
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/600_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/600_epoch.jpg
new file mode 100644
index 00000000..7ecfe283
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/700_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/700_epoch.jpg
new file mode 100644
index 00000000..d2f45d78
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/800_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/800_epoch.jpg
new file mode 100644
index 00000000..4625428f
--- /dev/null
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diff --git a/out/checkpoints/cp-michael-otto.jpg/900_epoch.jpg b/out/checkpoints/cp-michael-otto.jpg/900_epoch.jpg
new file mode 100644
index 00000000..ee288434
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/0_epoch.jpg b/out/checkpoints/cp-michael.jpg/0_epoch.jpg
new file mode 100644
index 00000000..ffb3553e
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/1000_epoch.jpg b/out/checkpoints/cp-michael.jpg/1000_epoch.jpg
new file mode 100644
index 00000000..4513c928
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/1000_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/100_epoch.jpg b/out/checkpoints/cp-michael.jpg/100_epoch.jpg
new file mode 100644
index 00000000..657af48d
--- /dev/null
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new file mode 100644
index 00000000..f4060cca
--- /dev/null
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new file mode 100644
index 00000000..bf36c92f
--- /dev/null
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new file mode 100644
index 00000000..5007383f
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/1400_epoch.jpg b/out/checkpoints/cp-michael.jpg/1400_epoch.jpg
new file mode 100644
index 00000000..dde1187c
--- /dev/null
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new file mode 100644
index 00000000..f142c448
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/1500_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/1600_epoch.jpg b/out/checkpoints/cp-michael.jpg/1600_epoch.jpg
new file mode 100644
index 00000000..19e633dc
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/1600_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/1700_epoch.jpg b/out/checkpoints/cp-michael.jpg/1700_epoch.jpg
new file mode 100644
index 00000000..db4b8c33
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/1800_epoch.jpg b/out/checkpoints/cp-michael.jpg/1800_epoch.jpg
new file mode 100644
index 00000000..163c920c
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/1800_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/1900_epoch.jpg b/out/checkpoints/cp-michael.jpg/1900_epoch.jpg
new file mode 100644
index 00000000..44d63322
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/1900_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2000_epoch.jpg b/out/checkpoints/cp-michael.jpg/2000_epoch.jpg
new file mode 100644
index 00000000..6f429978
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2000_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/200_epoch.jpg b/out/checkpoints/cp-michael.jpg/200_epoch.jpg
new file mode 100644
index 00000000..ca709bea
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/200_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2100_epoch.jpg b/out/checkpoints/cp-michael.jpg/2100_epoch.jpg
new file mode 100644
index 00000000..09b3bc4e
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2100_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2200_epoch.jpg b/out/checkpoints/cp-michael.jpg/2200_epoch.jpg
new file mode 100644
index 00000000..22c0ec80
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2200_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2300_epoch.jpg b/out/checkpoints/cp-michael.jpg/2300_epoch.jpg
new file mode 100644
index 00000000..e592bda7
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/2400_epoch.jpg b/out/checkpoints/cp-michael.jpg/2400_epoch.jpg
new file mode 100644
index 00000000..597dc7a5
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/2500_epoch.jpg b/out/checkpoints/cp-michael.jpg/2500_epoch.jpg
new file mode 100644
index 00000000..a3cdc688
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2500_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2600_epoch.jpg b/out/checkpoints/cp-michael.jpg/2600_epoch.jpg
new file mode 100644
index 00000000..85f2cb7a
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/2700_epoch.jpg b/out/checkpoints/cp-michael.jpg/2700_epoch.jpg
new file mode 100644
index 00000000..37ca4e1e
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2700_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2800_epoch.jpg b/out/checkpoints/cp-michael.jpg/2800_epoch.jpg
new file mode 100644
index 00000000..0142bc9e
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/2800_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/2900_epoch.jpg b/out/checkpoints/cp-michael.jpg/2900_epoch.jpg
new file mode 100644
index 00000000..17aaf60c
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3000_epoch.jpg b/out/checkpoints/cp-michael.jpg/3000_epoch.jpg
new file mode 100644
index 00000000..631dd310
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/3000_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/300_epoch.jpg b/out/checkpoints/cp-michael.jpg/300_epoch.jpg
new file mode 100644
index 00000000..0900db5f
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3100_epoch.jpg b/out/checkpoints/cp-michael.jpg/3100_epoch.jpg
new file mode 100644
index 00000000..5cfdd58e
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/3100_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/3200_epoch.jpg b/out/checkpoints/cp-michael.jpg/3200_epoch.jpg
new file mode 100644
index 00000000..c80e0d18
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3300_epoch.jpg b/out/checkpoints/cp-michael.jpg/3300_epoch.jpg
new file mode 100644
index 00000000..06c1754b
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/3300_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/3400_epoch.jpg b/out/checkpoints/cp-michael.jpg/3400_epoch.jpg
new file mode 100644
index 00000000..4ae4096b
--- /dev/null
+++ b/out/checkpoints/cp-michael.jpg/3400_epoch.jpg
diff --git a/out/checkpoints/cp-michael.jpg/3500_epoch.jpg b/out/checkpoints/cp-michael.jpg/3500_epoch.jpg
new file mode 100644
index 00000000..b8a5a112
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3600_epoch.jpg b/out/checkpoints/cp-michael.jpg/3600_epoch.jpg
new file mode 100644
index 00000000..ec39053d
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3700_epoch.jpg b/out/checkpoints/cp-michael.jpg/3700_epoch.jpg
new file mode 100644
index 00000000..02909e53
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3800_epoch.jpg b/out/checkpoints/cp-michael.jpg/3800_epoch.jpg
new file mode 100644
index 00000000..83a72efa
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/3900_epoch.jpg b/out/checkpoints/cp-michael.jpg/3900_epoch.jpg
new file mode 100644
index 00000000..07665996
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4000_epoch.jpg b/out/checkpoints/cp-michael.jpg/4000_epoch.jpg
new file mode 100644
index 00000000..173f2142
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/400_epoch.jpg b/out/checkpoints/cp-michael.jpg/400_epoch.jpg
new file mode 100644
index 00000000..a4eca501
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4100_epoch.jpg b/out/checkpoints/cp-michael.jpg/4100_epoch.jpg
new file mode 100644
index 00000000..71db565a
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4200_epoch.jpg b/out/checkpoints/cp-michael.jpg/4200_epoch.jpg
new file mode 100644
index 00000000..0a81796b
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4300_epoch.jpg b/out/checkpoints/cp-michael.jpg/4300_epoch.jpg
new file mode 100644
index 00000000..ea93dd62
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4400_epoch.jpg b/out/checkpoints/cp-michael.jpg/4400_epoch.jpg
new file mode 100644
index 00000000..ed413aee
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4500_epoch.jpg b/out/checkpoints/cp-michael.jpg/4500_epoch.jpg
new file mode 100644
index 00000000..1dcc8c0a
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4600_epoch.jpg b/out/checkpoints/cp-michael.jpg/4600_epoch.jpg
new file mode 100644
index 00000000..6b8d01b4
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4700_epoch.jpg b/out/checkpoints/cp-michael.jpg/4700_epoch.jpg
new file mode 100644
index 00000000..ff7c5bda
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4800_epoch.jpg b/out/checkpoints/cp-michael.jpg/4800_epoch.jpg
new file mode 100644
index 00000000..b71fd6a6
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/4900_epoch.jpg b/out/checkpoints/cp-michael.jpg/4900_epoch.jpg
new file mode 100644
index 00000000..fd89a160
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/500_epoch.jpg b/out/checkpoints/cp-michael.jpg/500_epoch.jpg
new file mode 100644
index 00000000..40dc25f6
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/600_epoch.jpg b/out/checkpoints/cp-michael.jpg/600_epoch.jpg
new file mode 100644
index 00000000..508f20e0
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/700_epoch.jpg b/out/checkpoints/cp-michael.jpg/700_epoch.jpg
new file mode 100644
index 00000000..29b83e52
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/800_epoch.jpg b/out/checkpoints/cp-michael.jpg/800_epoch.jpg
new file mode 100644
index 00000000..6a403d0b
--- /dev/null
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diff --git a/out/checkpoints/cp-michael.jpg/900_epoch.jpg b/out/checkpoints/cp-michael.jpg/900_epoch.jpg
new file mode 100644
index 00000000..cf5a6a9f
--- /dev/null
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diff --git a/out/results/david.jpg b/out/results/david.jpg
new file mode 100644
index 00000000..d3def0d3
--- /dev/null
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diff --git a/out/results/michael-david-cartoon.jpg b/out/results/michael-david-cartoon.jpg
new file mode 100644
index 00000000..ed9ca602
--- /dev/null
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diff --git a/out/results/michael-otto.jpg b/out/results/michael-otto.jpg
new file mode 100644
index 00000000..a61536ac
--- /dev/null
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diff --git a/out/results/michael.jpg b/out/results/michael.jpg
new file mode 100644
index 00000000..3c37c4d1
--- /dev/null
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diff --git a/out/results/test.jpg b/out/results/test.jpg
new file mode 100644
index 00000000..4dc56232
--- /dev/null
+++ b/out/results/test.jpg
diff --git a/save.jpg b/save.jpg
deleted file mode 100644
index 4da02115..00000000
--- a/save.jpg
+++ /dev/null