Replace unicode escaped characters in ipynb files

AleksMat · tensorflower-gardener · commit 26bc5cb10d08 · 2026-01-14T06:54:04.000-08:00
PiperOrigin-RevId: 856194057
diff --git a/g3doc/tutorials/classification_privacy.ipynb b/g3doc/tutorials/classification_privacy.ipynb
@@ -46,20 +46,20 @@
         "id": "MfBg1C5NB3X0"
       },
       "source": [
-        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/responsible_ai/privacy/tutorials/classification_privacy\"\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/privacy/blob/master/g3doc/tutorials/classification_privacy.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/privacy/blob/master/g3doc/tutorials/classification_privacy.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",
-        "  \u003ctd\u003e\n",
-        "    \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/privacy/g3doc/tutorials/classification_privacy.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
-        "  \u003c/td\u003e\n",
-        "\u003c/table\u003e"
+        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://www.tensorflow.org/responsible_ai/privacy/tutorials/classification_privacy\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/g3doc/tutorials/classification_privacy.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/g3doc/tutorials/classification_privacy.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://storage.googleapis.com/tensorflow_docs/privacy/g3doc/tutorials/classification_privacy.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
+        "  </td>\n",
+        "</table>"
       ]
     },
     {
diff --git a/g3doc/tutorials/privacy_report.ipynb b/g3doc/tutorials/privacy_report.ipynb
@@ -36,7 +36,7 @@
       "metadata": {
         "id": "YM2gRaJMqvMi"
       },
-       "source": [
+      "source": [
         "# Assess privacy risks with the TensorFlow Privacy Report"
       ]
     },
@@ -46,20 +46,20 @@
         "id": "7oUAMMc6isck"
       },
       "source": [
-        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/responsible_ai/privacy/tutorials/privacy_report\"\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/privacy/blob/master/g3doc/tutorials/privacy_report.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/privacy/blob/master/g3doc/tutorials/privacy_report.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",
-        "  \u003ctd\u003e\n",
-        "    \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/privacy/g3doc/tutorials/privacy_report.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
-        "  \u003c/td\u003e\n",
-        "\u003c/table\u003e"
+        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://www.tensorflow.org/responsible_ai/privacy/tutorials/privacy_report\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/g3doc/tutorials/privacy_report.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/g3doc/tutorials/privacy_report.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a href=\"https://storage.googleapis.com/tensorflow_docs/privacy/g3doc/tutorials/privacy_report.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
+        "  </td>\n",
+        "</table>"
       ]
     },
     {
@@ -248,7 +248,7 @@
         "def small_cnn(input_shape: Tuple[int],\n",
         "              num_classes: int,\n",
         "              num_conv: int,\n",
-        "              activation: str = 'relu') -\u003e tf.keras.models.Sequential:\n",
+        "              activation: str = 'relu') -> tf.keras.models.Sequential:\n",
         "  \"\"\"Setup a small CNN for image classification.\n",
         "\n",
         "  Args:\n",
diff --git a/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.ipynb b/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.ipynb
@@ -45,14 +45,14 @@
         "id": "-B5ZvlSqqLaR"
       },
       "source": [
-        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.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/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.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"
+        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/codelab.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
+        "  </td>\n",
+        "</table>"
       ]
     },
     {
@@ -72,7 +72,7 @@
       },
       "source": [
         "## Setup\n",
-        "First, set this notebook's runtime to use a GPU, under Runtime \u003e Change runtime type \u003e Hardware accelerator. Then, begin importing the necessary libraries."
+        "First, set this notebook's runtime to use a GPU, under Runtime > Change runtime type > Hardware accelerator. Then, begin importing the necessary libraries."
       ]
     },
     {
@@ -167,7 +167,7 @@
         "    num_classes: int,\n",
         "    num_conv: int,\n",
         "    activation: Text = 'relu',\n",
-        ") -\u003e tf.keras.models.Sequential:\n",
+        ") -> tf.keras.models.Sequential:\n",
         "  \"\"\"Setup a small CNN for image classification.\n",
         "\n",
         "  Args:\n",
diff --git a/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/third_party/seq2seq_membership_inference/seq2seq_membership_inference_codelab.ipynb b/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/third_party/seq2seq_membership_inference/seq2seq_membership_inference_codelab.ipynb
diff --git a/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.ipynb b/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.ipynb
@@ -49,14 +49,14 @@
         "id": "iWIggmE4V8Rm"
       },
       "source": [
-        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.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/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.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"
+        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/membership_inference_attack/codelabs/word2vec_codelab.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
+        "  </td>\n",
+        "</table>"
       ]
     },
     {
@@ -231,7 +231,7 @@
         "          articles_all += 1\n",
         "          positions_all += len(tokens)\n",
         "          # article redirects and short stubs are pruned here\n",
-        "          if len(tokens) \u003c self.article_min_tokens or \\\n",
+        "          if len(tokens) < self.article_min_tokens or \\\n",
         "              any(title.startswith(ignore + ':') for ignore in\n",
         "                  IGNORED_NAMESPACES):\n",
         "            continue\n",
@@ -532,7 +532,7 @@
         "all_losses = np.zeros((len(all_docs), len(all_models)))\n",
         "\n",
         "for i, doc in tqdm.tqdm(enumerate(all_docs)):\n",
-        "  if i \u003e 1000:\n",
+        "  if i > 1000:\n",
         "    continue\n",
         "  with open(os.path.join(local_wiki9_dir, doc), 'r') as fd:\n",
         "    doc_text = fd.read()\n",
@@ -567,12 +567,12 @@
         "    train_docs, test_docs = split_wiki9_articles(LOCAL_DATA_DIR, seed)\n",
         "    for train_doc in train_docs:\n",
         "      ind = doc_lookup[train_doc]\n",
-        "      if ind \u003e= all_losses.shape[0]:\n",
+        "      if ind >= all_losses.shape[0]:\n",
         "        continue\n",
         "      in_scores[ind].append([all_losses[ind, seed-1000]])\n",
         "    for test_doc in test_docs:\n",
         "      ind = doc_lookup[test_doc]\n",
-        "      if ind \u003e= all_losses.shape[0]:\n",
+        "      if ind >= all_losses.shape[0]:\n",
         "        continue\n",
         "      out_scores[ind].append([all_losses[ind, seed-1000]])\n",
         "  in_scores = [np.array(s) for s in in_scores]\n",
@@ -605,12 +605,12 @@
         "train_losses, test_losses = [], []\n",
         "for train_doc in train_docs:\n",
         "  ind = doc_lookup[train_doc]\n",
-        "  if ind \u003e= all_losses.shape[0]:\n",
+        "  if ind >= all_losses.shape[0]:\n",
         "    continue\n",
         "  train_losses.append(all_losses[ind, 0])\n",
         "for test_doc in test_docs:\n",
         "  ind = doc_lookup[test_doc]\n",
-        "  if ind \u003e= all_losses.shape[0]:\n",
+        "  if ind >= all_losses.shape[0]:\n",
         "    continue\n",
         "  test_losses.append(all_losses[ind, 0])\n",
         "\n",
@@ -644,12 +644,12 @@
         "from tensorflow_privacy.privacy.privacy_tests.membership_inference_attack import advanced_mia as amia\n",
         "good_inds = []\n",
         "for i, (in_s, out_s) in enumerate(zip(in_scores, out_scores)):\n",
-        "  if len(in_s) \u003e 0 and len(out_s) \u003e 0:\n",
+        "  if len(in_s) > 0 and len(out_s) > 0:\n",
         "    good_inds.append(i)\n",
         "\n",
         "for i in good_inds:\n",
-        "  assert len(in_scores[i]) \u003e 0\n",
-        "  assert len(in_scores[i]) \u003e 0\n",
+        "  assert len(in_scores[i]) > 0\n",
+        "  assert len(in_scores[i]) > 0\n",
         "\n",
         "scores = amia.compute_score_lira(all_losses[good_inds, 0],\n",
         "                                 [in_scores[i] for i in good_inds],\n",
@@ -660,7 +660,7 @@
         "in_mask = np.zeros(len(good_inds), dtype=bool)\n",
         "for doc in train_docs:\n",
         "  ind = doc_lookup[doc]\n",
-        "  if ind \u003e= all_losses.shape[0]:\n",
+        "  if ind >= all_losses.shape[0]:\n",
         "    continue\n",
         "  if ind in good_inds:\n",
         "    in_mask[good_inds.index(ind)] = True\n"
diff --git a/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb b/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb
@@ -45,14 +45,14 @@
         "id": "TtYsuFkyPe1m"
       },
       "source": [
-        "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
-        "  \u003ctd\u003e\n",
-        "    \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.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/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.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"
+        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
+        "  </td>\n",
+        "  <td>\n",
+        "    <a target=\"_blank\" href=\"https://github.com/tensorflow/privacy/blob/master/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_example.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
+        "  </td>\n",
+        "</table>"
       ]
     },
     {
@@ -81,7 +81,7 @@
         "id": "AdMDFipI5cBw"
       },
       "source": [
-        "You may set the runtime to use a GPU by Runtime \u003e Change runtime type \u003e Hardware accelerator."
+        "You may set the runtime to use a GPU by Runtime > Change runtime type > Hardware accelerator."
       ]
     },
     {
diff --git a/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_image_example.ipynb b/tensorflow_privacy/privacy/privacy_tests/secret_sharer/secret_sharer_image_example.ipynb
