Add validation output

1 files changed, 11 insertions, 5 deletions

diff --git a/cgan.py b/cgan.py
index 7bef77c..17aa367 100644
--- a/cgan.py
+++ b/cgan.py
@@ -193,17 +193,23 @@ class CGAN():
         plt.close()
         
     def generate_data(self):
-      noise_train = np.random.normal(0, 1, (60000, 100))
+      noise_train = np.random.normal(0, 1, (55000, 100))
       noise_test = np.random.normal(0, 1, (10000, 100))
+      noise_val = np.random.normal(0, 1, (5000, 100))
 
-      labels_train = np.zeros(60000).reshape(-1, 1)
+      labels_train = np.zeros(55000).reshape(-1, 1)
       labels_test = np.zeros(10000).reshape(-1, 1)
+      labels_val = np.zeros(5000).reshape(-1, 1)
+
       for i in range(10):
-        labels_train[i*600:] = i
-        labels_test[i*100:] = i
+        labels_train[i*5500:] = i
+        labels_test[i*1000:] = i
+        labels_val[i*500:] = i
+
       train_data = self.generator.predict([noise_train, labels_train])
       test_data = self.generator.predict([noise_test, labels_test])
-      return train_data, test_data, labels_train, labels_test
+      val_data = self.generator.predict([noise_train, labels_val])
+      return train_data, test_data, val_data, labels_train, labels_test, labels_val
 
 
 '''