model arch started

1 files changed, 9 insertions, 2 deletions

diff --git a/losses.py b/losses.py
index 0128749a..0affdb91 100644
--- a/losses.py
+++ b/losses.py
@@ -3,13 +3,18 @@ from tensorflow.keras.layers import \
     Conv2D, MaxPool2D, Dropout, Flatten, Dense
 
 import numpy as np
+
+from skimage import transform
 import hyperparameters as hp
 class YourModel(tf.keras.Model):
     """ Your own neural network model. """
 
-    def __init__(self):
+    def __init__(self, content_image, style_image): #normalize these images to float values
         super(YourModel, self).__init__()
-
+       
+        self.content_image = content_image
+        self.style_image = transform.resize(style_image, np.shape(style_image), anti_aliasing=True)
+        self.x = tf.Variable(tf.random.uniform(np.shape(content_image)), trainable=True) 
         self.alpha = 1
         self.beta = 1
 
@@ -53,6 +58,8 @@ class YourModel(tf.keras.Model):
                    activation="relu", name="block5_conv3"),
             MaxPool2D(2, name="block5_pool"),
         ]
+        for layer in self.vgg16:
+               layer.trainable = False
 
         self.head = [
         #       Dropout(.2),