Change

Author: MuhammedBuyukkinaci

multiclass_classification_cpu.py

@@ -241,12 +241,9 @@
  cv_acc_list = []
  cv_loss_list = []
  for v in range(0,len(cv_x)-int(len(cv_x) % validating_size),validating_size):
- acc_on_cv,loss_on_cv,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],\
-feed_dict=\
- {x:cv_x[v:v+validating_size] ,\
- y_true:cv_y[v:v+validating_size] ,\
- hold_prob1:1.0,\
- hold_prob2:1.0})
+ acc_on_cv,loss_on_cv,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],
+feed_dict={x:cv_x[v:v+validating_size] ,y_true:cv_y[v:v+validating_size] ,hold_prob1:1.0,hold_prob2:1.0})
+
  auc_on_cv = roc_auc_score(cv_y[v:v+validating_size],preds)
  cv_acc_list.append(acc_on_cv)
  cv_auc_list.append(auc_on_cv)

multiclass_classification_gpu.py

@@ -243,11 +243,9 @@
  cv_acc_list = []
  cv_loss_list = []
  for v in range(0,len(cv_x)-int(len(cv_x) % validating_size),validating_size):
- acc_on_cv,loss_on_cv,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],feed_dict=
- {x:cv_x[v:v+validating_size] ,
- y_true:cv_y[v:v+validating_size] ,
- hold_prob1:1.0,
- hold_prob2:1.0})
+ acc_on_cv,loss_on_cv,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],
+feed_dict={x:cv_x[v:v+validating_size] ,y_true:cv_y[v:v+validating_size] ,hold_prob1:1.0,hold_prob2:1.0})
+
  auc_on_cv = roc_auc_score(cv_y[v:v+validating_size],preds)
  cv_acc_list.append(acc_on_cv)
  cv_auc_list.append(auc_on_cv)
@@ -264,11 +262,8 @@
  test_acc_list = []
  test_loss_list = []
  for v in range(0,len(test_x)-int(len(test_x) % validating_size),validating_size):
- acc_on_test,loss_on_test,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],feed_dict=\
-{x:test_x[v:v+validating_size] ,\
-y_true:test_y[v:v+validating_size] ,\
-hold_prob1:1.0,\
-hold_prob2:1.0})
+ acc_on_test,loss_on_test,preds = sess.run([acc,cross_entropy,tf.nn.softmax(y_pred)],
+feed_dict={x:test_x[v:v+validating_size] ,y_true:test_y[v:v+validating_size] ,hold_prob1:1.0,hold_prob2:1.0})
 
  auc_on_test = roc_auc_score(test_y[v:v+validating_size],preds)
  test_acc_list.append(acc_on_test)