Updates the links and TF version in adversarial regularization tutorial.

PiperOrigin-RevId: 266171330

Author: Neural-Link Team

g3doc/tutorials/adversarial_keras_cnn_mnist.ipynb

@@ -14,7 +14,7 @@
       "cell_type": "code",
       "execution_count": 0,
       "metadata": {
-        "cellView": "both",
+        "cellView": "form",
         "colab": {},
         "colab_type": "code",
         "id": "nxbcnXODdE06"
@@ -53,13 +53,13 @@
       "source": [
         "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
         "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/neural_structured_learning/tutorials/adversarial_learning_for_image_classification.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
+        "    \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/neural_structured_learning/tutorials/adversarial_keras_cnn_mnist\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
         "  \u003c/td\u003e\n",
         "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/neural-structured-learning/blob/master/g3doc/tutorials/adversarial_learning_for_image_classification.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
+        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/neural-structured-learning/blob/master/g3doc/tutorials/adversarial_keras_cnn_mnist.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
         "  \u003c/td\u003e\n",
         "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/neural-structured-learning/blob/master/g3doc/tutorials/adversarial_learning_for_image_classification.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
+        "    \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/neural-structured-learning/blob/master/g3doc/tutorials/adversarial_keras_cnn_mnist.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
         "  \u003c/td\u003e\n",
         "\u003c/table\u003e"
       ]
@@ -112,10 +112,11 @@
       "cell_type": "markdown",
       "metadata": {
         "colab_type": "text",
-        "id": "4RhmgQ7-mlrl"
+        "id": "m58k8nv3YVdf"
       },
       "source": [
-        "Install the Neural Structured Learning package."
+        "Install Tensorflow 2.0 to create an interactive developing environment with\n",
+        "eager execution."
       ]
     },
     {
@@ -124,22 +125,21 @@
       "metadata": {
         "colab": {},
         "colab_type": "code",
-        "id": "ByJ7133BQULR"
+        "id": "rYz0BCS_YSD_"
       },
       "outputs": [],
       "source": [
-        "!pip install --quiet neural-structured-learning"
+        "!pip install tensorflow==2.0.0-rc0"
       ]
     },
     {
       "cell_type": "markdown",
       "metadata": {
         "colab_type": "text",
-        "id": "PZvsEQrhSqKx"
+        "id": "4RhmgQ7-mlrl"
       },
       "source": [
-        "Import libraries and enable TensorFlow 2.0 behavior (eager execution, etc) to\n",
-        "create an interactive developing environment."
+        "Install the Neural Structured Learning package."
       ]
     },
     {
@@ -148,28 +148,21 @@
       "metadata": {
         "colab": {},
         "colab_type": "code",
-        "id": "EuqEuAYzTMo0"
+        "id": "ByJ7133BQULR"
       },
       "outputs": [],
       "source": [
-        "from __future__ import absolute_import, division, print_function, unicode_literals\n",
-        "\n",
-        "import tensorflow.compat.v2 as tf\n",
-        "tf.enable_v2_behavior()\n",
-        "\n",
-        "import matplotlib.pyplot as plt\n",
-        "import numpy as np\n",
-        "import tensorflow_datasets as tfds"
+        "!pip install --quiet neural-structured-learning"
       ]
     },
     {
       "cell_type": "markdown",
       "metadata": {
         "colab_type": "text",
-        "id": "ZS38zhsCmqCJ"
+        "id": "PZvsEQrhSqKx"
       },
       "source": [
-        "And import the Neural Structured Learning library."
+        "Import libraries. We abbreviate `neural_structured_learning` to `nsl`."
       ]
     },
     {
@@ -178,11 +171,17 @@
       "metadata": {
         "colab": {},
         "colab_type": "code",
-        "id": "pw3A7K7HSgOO"
+        "id": "EuqEuAYzTMo0"
       },
       "outputs": [],
       "source": [
-        "import neural_structured_learning as nsl"
+        "from __future__ import absolute_import, division, print_function, unicode_literals\n",
+        "\n",
+        "import matplotlib.pyplot as plt\n",
+        "import neural_structured_learning as nsl\n",
+        "import numpy as np\n",
+        "import tensorflow as tf\n",
+        "import tensorflow_datasets as tfds"
       ]
     },
     {
@@ -560,7 +559,7 @@
       "source": [
         "adv_model.compile(optimizer='adam', loss='sparse_categorical_crossentropy',\n",
         "                   metrics=['accuracy'])\n",
-        "adv_model.fit(train_set_for_adv_model, epochs=5)"
+        "adv_model.fit(train_set_for_adv_model, epochs=HPARAMS.epochs)"
       ]
     },
     {