1 files changed, 48 insertions, 1 deletions
diff --git a/src/notebooks/07-try-gtn.ipynb b/src/notebooks/07-try-gtn.ipynb
index d366dec..4ef444b 100644
--- a/src/notebooks/07-try-gtn.ipynb
+++ b/src/notebooks/07-try-gtn.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -125,6 +125,53 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1.0, 0.0, 0.5, 0.5]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import gtn\n",
+    "\n",
+    "# Make some graphs:\n",
+    "g1 = gtn.Graph()\n",
+    "g1.add_node(True)  # Add a start node\n",
+    "g1.add_node()  # Add an internal node\n",
+    "g1.add_node(False, True)  # Add an accepting node\n",
+    "\n",
+    "# Add arcs with (src node, dst node, label):\n",
+    "g1.add_arc(0, 1, 1)\n",
+    "g1.add_arc(0, 1, 2)\n",
+    "g1.add_arc(1, 2, 1)\n",
+    "g1.add_arc(1, 2, 0)\n",
+    "\n",
+    "g2 = gtn.Graph()\n",
+    "g2.add_node(True, True)\n",
+    "g2.add_arc(0, 0, 1)\n",
+    "g2.add_arc(0, 0, 0)\n",
+    "\n",
+    "# Compute a function of the graphs:\n",
+    "intersection = gtn.intersect(g1, g2)\n",
+    "score = gtn.forward_score(intersection)\n",
+    "\n",
+    "# Visualize the intersected graph:\n",
+    "gtn.draw(intersection, \"intersection.pdf\")\n",
+    "\n",
+    "# Backprop:\n",
+    "gtn.backward(score)\n",
+    "\n",
+    "# Print gradients of arc weights \n",
+    "print(g1.grad().weights_to_list()) # [1.0, 0.0, 1.0, 0.0]"
+   ]
+  },
+  {
+   "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],