From c5258fd2424e85eb91ab77108a519d5adc251673 Mon Sep 17 00:00:00 2001
From: Florian <fgolemo@gmail.com>
Date: Mon, 7 Mar 2016 12:45:42 +0100
Subject: [PATCH 1/3] added new reset() function to sequential model

---
 keras/models.py | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/keras/models.py b/keras/models.py
index d65cb4ff9a1..81c5825594b 100644
--- a/keras/models.py
+++ b/keras/models.py
@@ -166,7 +166,7 @@ def model_from_json(json_string, custom_objects={}):
     return model_from_config(config, custom_objects=custom_objects)
 
 
-def model_from_config(config, custom_objects={}):
+def model_from_config(config, custom_objects={}, reset=False):
     '''
     '''
     model_name = config.get('name')
@@ -181,6 +181,10 @@ def model_from_config(config, custom_objects={}):
     elif model_name == 'Sequential':
         model.__class__ = Sequential
         model.name = model_name
+        model.name = model_name
+        if reset:
+            for layer in model.layers:
+                layer.build()
 
     if 'optimizer' in config:
         # if it has an optimizer, the model is assumed to be compiled
@@ -463,6 +467,14 @@ def summary(self):
         '''
         model_summary(self)
 
+    def reset(self):
+        ''' Reset all weights and biases to random values
+
+        Returns: Model
+        '''
+
+        return model_from_config(self.get_config(), reset=True)
+
 
 class Sequential(Model, containers.Sequential):
     '''Linear stack of layers.

From 342696eff584bcbeca32e5ed1341244990a74614 Mon Sep 17 00:00:00 2001
From: Florian <fgolemo@gmail.com>
Date: Mon, 7 Mar 2016 12:48:56 +0100
Subject: [PATCH 2/3] added tiny part of function doc

---
 keras/models.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/keras/models.py b/keras/models.py
index 81c5825594b..34ae3d0fecd 100644
--- a/keras/models.py
+++ b/keras/models.py
@@ -468,7 +468,7 @@ def summary(self):
         model_summary(self)
 
     def reset(self):
-        ''' Reset all weights and biases to random values
+        ''' Reset all weights and biases to random values, then recompiles
 
         Returns: Model
         '''

From 290d762baccd2e69ed3089c64fab6c7672f41928 Mon Sep 17 00:00:00 2001
From: Florian Golemo <fgolemo@gmail.com>
Date: Mon, 7 Mar 2016 12:52:52 +0100
Subject: [PATCH 3/3] accidentally duplicated a line

---
 keras/models.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/keras/models.py b/keras/models.py
index 34ae3d0fecd..087ce307491 100644
--- a/keras/models.py
+++ b/keras/models.py
@@ -181,7 +181,6 @@ def model_from_config(config, custom_objects={}, reset=False):
     elif model_name == 'Sequential':
         model.__class__ = Sequential
         model.name = model_name
-        model.name = model_name
         if reset:
             for layer in model.layers:
                 layer.build()