Merge pull request #8 from lamberta/mark-autograph

Fix note about eager

samples/core/guide/autograph.ipynb

@@ -170,9 +170,7 @@
       },
       "cell_type": "markdown",
       "source": [
-        "We'll enable  [eager execution](https://www.tensorflow.org/guide/eager) for demonstration purposes, but AutoGraph works in both eager and [graph execution](https://www.tensorflow.org/guide/graphs) environments:",
-        "",
-        "Important: The converted code will _work_ directly in eager mode. But it runs as an eager-python function. To run in-graph use explicit graphs, as in this doc, or use `tf.contrib.eager.defun`."
+        "We'll enable  [eager execution](https://www.tensorflow.org/guide/eager) for demonstration purposes, but AutoGraph works in both eager and [graph execution](https://www.tensorflow.org/guide/graphs) environments:"
       ]
     },
     {
@@ -193,6 +191,16 @@
       "execution_count": 0,
       "outputs": []
     },
+    {
+      "metadata": {
+        "id": "WR4lG3hsuWQT",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "Note: AutoGraph converted code is designed to run during graph execution. When eager exectuon is enabled, use explicit graphs (as this example shows) or `tf.contrib.eager.defun`."
+      ]
+    },
     {
       "metadata": {
         "id": "ohbSnA79mcJV",
@@ -933,4 +941,4 @@
       "outputs": []
     }
   ]
-}
+}
\ No newline at end of file