diff --git a/cfg/alexnet.cfg b/cfg/alexnet.cfg
index 79c5351a..8205c40d 100644
--- a/cfg/alexnet.cfg
+++ b/cfg/alexnet.cfg
@@ -1,6 +1,6 @@
 [net]
 batch=128
-subdivisions=128
+subdivisions=1
 height=256
 width=256
 channels=3
diff --git a/cfg/darknet.cfg b/cfg/darknet.cfg
index 8a5978e8..2a99279c 100644
--- a/cfg/darknet.cfg
+++ b/cfg/darknet.cfg
@@ -23,13 +23,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=16
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -41,13 +34,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=32
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -59,13 +45,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=64
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -77,13 +56,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=128
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -95,13 +67,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=256
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -113,13 +78,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=512
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [maxpool]
 stride=2
 size=2
@@ -131,13 +89,6 @@ stride=1
 pad=1
 activation=leaky
 
-#[convolutional]
-#filters=1024
-#size=3
-#stride=1
-#pad=1
-#activation=leaky
-
 [avgpool]
 
 [dropout]
diff --git a/cfg/strided.cfg b/cfg/strided.cfg
index 8349e81b..4fd71e88 100644
--- a/cfg/strided.cfg
+++ b/cfg/strided.cfg
@@ -1,6 +1,6 @@
 [net]
 batch=128
-subdivisions=128
+subdivisions=4
 height=256
 width=256
 channels=3
diff --git a/cfg/vgg-16.cfg b/cfg/vgg-16.cfg
index f3f83b2e..2b6f7029 100644
--- a/cfg/vgg-16.cfg
+++ b/cfg/vgg-16.cfg
@@ -1,6 +1,6 @@
 [net]
 batch=128
-subdivisions=128
+subdivisions=4
 height=256
 width=256
 channels=3