From ab5320d781686eda4901b4b79ed5197d6664aea5 Mon Sep 17 00:00:00 2001
From: UnKuk Jeong <45334819+jukyellow@users.noreply.github.com>
Date: Tue, 2 Jun 2020 13:37:36 +0900
Subject: [PATCH 1/3] Update README.md

#random.shuffle( idxs_annot ) #TypeError: 'range' object does not support item assignment
random.shuffle( list(idxs_annot) )
---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 0c8d5ed..e8ca647 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,8 @@ y_test = keras.utils.to_categorical( y_test )
 # only select 100 training samples 
 idxs_annot = range( x_train.shape[0])
 random.seed(0)
-random.shuffle( idxs_annot )
+#random.shuffle( idxs_annot ) #TypeError: 'range' object does not support item assignment
+random.shuffle( list(idxs_annot) )
 idxs_annot = idxs_annot[ :100 ]
 
 x_train_unlabeled = x_train

From 55a1c7eafe03a6d7b704383c3f61e068c0840126 Mon Sep 17 00:00:00 2001
From: UnKuk Jeong <45334819+jukyellow@users.noreply.github.com>
Date: Tue, 2 Jun 2020 13:41:13 +0900
Subject: [PATCH 2/3] Update ladder_net.py

AttributeError: module 'tensorflow' has no attribute 'random_normal'
>> It was moved to tf.random.normal (along with all the other tf.random_* functions)
---
 ladder_net.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ladder_net.py b/ladder_net.py
index 087888c..bb2dfc9 100644
--- a/ladder_net.py
+++ b/ladder_net.py
@@ -75,7 +75,7 @@ def batch_normalization(batch, mean=None, var=None):
 
 
 def add_noise( inputs , noise_std ):
-    return Lambda( lambda x: x + tf.random_normal(tf.shape(x)) * noise_std  )( inputs )
+    return Lambda( lambda x: x + tf.random.normal(tf.shape(x)) * noise_std  )( inputs )
 
 
 def get_ladder_network_fc(layer_sizes=[784, 1000, 500, 250, 250, 250, 10], 

From 51b2e961d1ca61e5aaf155fd169eced6e5d33a28 Mon Sep 17 00:00:00 2001
From: UnKuk Jeong <45334819+jukyellow@users.noreply.github.com>
Date: Tue, 2 Jun 2020 13:45:38 +0900
Subject: [PATCH 3/3] Update ladder_net.py

metrics_tensors
>>metrics
---
 ladder_net.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/ladder_net.py b/ladder_net.py
index bb2dfc9..4332bc4 100644
--- a/ladder_net.py
+++ b/ladder_net.py
@@ -137,7 +137,8 @@ def encoder(inputs, noise_std  ):
     tr_m.compile(keras.optimizers.Adam(lr=0.02 ), 'categorical_crossentropy', metrics=['accuracy'])
 
     tr_m.metrics_names.append("den_loss")
-    tr_m.metrics_tensors.append(u_cost)
+    #tr_m.metrics_tensors.append(u_cost)
+    tr_m.metrics.append(u_cost)
 
     te_m = Model(inputs_l, y_l)
     tr_m.test_model = te_m