diff --git a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/KerasInput.java b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/KerasInput.java
index d83d27011..530d79d1c 100644
--- a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/KerasInput.java
+++ b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/KerasInput.java
@@ -128,8 +128,6 @@ public class KerasInput extends KerasLayer {
                 break;
             case 2:
                 if(this.dimOrder != null) {
-                    System.out.println("Dim order: " + this.dimOrder);
-                    System.out.println("Input shape: " + ArrayUtils.toString(this.inputShape));
                     switch (this.dimOrder) {
                         case TENSORFLOW:    //NWC == channels_last
                             myInputType = new InputType.InputTypeRecurrent(this.inputShape[1], this.inputShape[0], RNNFormat.NWC);
diff --git a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/TFOpLayerImpl.java b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/TFOpLayerImpl.java
index 751f939c9..47d063826 100644
--- a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/TFOpLayerImpl.java
+++ b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/TFOpLayerImpl.java
@@ -103,7 +103,7 @@ public class TFOpLayerImpl extends AbstractLayer<TFOpLayer> {
                 String dtype = inputDataTypes.get(inpName);
                 graph = "node{\nname: \"" + inpName + "\"\nop: \"Placeholder\"\nattr{\nkey: \"dtype\"\n value {\n type: " + dtype + "}\n}\n}\n" + graph;
             }
-            log.info(graph);
+            //log.info(graph);
             GraphDef.Builder graphDefBuilder = GraphDef.newBuilder();
             TextFormat.getParser().merge(graph, graphDefBuilder);
             GraphDef graphDef = graphDefBuilder.build();
diff --git a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/convolutional/KerasConvolution2D.java b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/convolutional/KerasConvolution2D.java
index 51d481e5d..84c24614a 100644
--- a/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/convolutional/KerasConvolution2D.java
+++ b/deeplearning4j/deeplearning4j-modelimport/src/main/java/org/deeplearning4j/nn/modelimport/keras/layers/convolutional/KerasConvolution2D.java
@@ -95,7 +95,6 @@ public class KerasConvolution2D extends KerasConvolution {
         LayerConstraint weightConstraint = KerasConstraintUtils.getConstraintsFromConfig(
                 layerConfig, conf.getLAYER_FIELD_W_CONSTRAINT(), conf, kerasMajorVersion);
 
-        System.out.println("----" + dimOrder);
         ConvolutionLayer.Builder builder = new ConvolutionLayer.Builder().name(this.layerName)
                 .nOut(getNOutFromConfig(layerConfig, conf)).dropOut(this.dropout)
                 .activation(getIActivationFromConfig(layerConfig, conf))