diff --git a/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb b/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb
index 4bc478eb8..6696aea61 100644
--- a/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb
@@ -46,20 +46,20 @@
"id": "IFva_Ed5N4ru"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/clustering/clustering_comprehensive_guide\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.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/model-optimization/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.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"
+ "
"
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/clustering/clustering_example.ipynb b/tensorflow_model_optimization/g3doc/guide/clustering/clustering_example.ipynb
index 7ce967ff0..4939618a6 100755
--- a/tensorflow_model_optimization/g3doc/guide/clustering/clustering_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/clustering/clustering_example.ipynb
@@ -46,20 +46,20 @@
"id": "kW3os956SGPD"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/clustering/clustering_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_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",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/clustering/clustering_example.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"
+ ""
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.ipynb b/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.ipynb
index a754a2836..6c6ad6998 100644
--- a/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.ipynb
@@ -37,20 +37,20 @@
"id": "MfBg1C5NB3X0"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/combine/cqat_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/cqat_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
- " \u003c/td\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/combine/cqat_example.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"
+ ""
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.ipynb b/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.ipynb
index af269f9e4..ab75c2bab 100755
--- a/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.ipynb
@@ -37,20 +37,20 @@
"id": "J63wSeDoZZwd"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/combine/pcqat_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/pcqat_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
- " \u003c/td\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/combine/pcqat_example.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"
+ ""
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.ipynb b/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.ipynb
index a5ee8c45a..ea6744b5e 100755
--- a/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.ipynb
@@ -37,20 +37,20 @@
"id": "MfBg1C5NB3X0"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/combine/pqat_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/pqat_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
- " \u003c/td\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/combine/pqat_example.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"
+ ""
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.ipynb b/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.ipynb
index 46a9d50fc..d8d02b8fc 100644
--- a/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.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/model_optimization/guide/combine/sparse_clustering_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
- " \u003c/td\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/combine/sparse_clustering_example.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"
+ ""
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.ipynb b/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.ipynb
index 0b91512ff..d97ec4254 100644
--- a/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.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/model_optimization/guide/pruning/comprehensive_guide\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.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/model-optimization/tensorflow_model_optimization/g3doc/guide/pruning/comprehensive_guide.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"
+ ""
]
},
{
@@ -487,7 +487,7 @@
"id": "6kcuGmf5MSnJ"
},
"source": [
- "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/XiNXEBjHQ3Oabc6jRLKiXQ/#scalars\u0026_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
+ "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/XiNXEBjHQ3Oabc6jRLKiXQ/#scalars&_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
]
},
{
@@ -562,7 +562,7 @@
"id": "vh4lJt4zMh1v"
},
"source": [
- "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/jDeGzF3xQeSyb7Qir1ZcBQ/#scalars\u0026_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
+ "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/jDeGzF3xQeSyb7Qir1ZcBQ/#scalars&_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.ipynb b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.ipynb
index fcb5640f6..a95291457 100644
--- a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.ipynb
@@ -46,20 +46,20 @@
"id": "RX1fje9OJ4Ni"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/pruning/pruning_for_on_device_inference\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.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/model-optimization/tensorflow_model_optimization/g3doc/guide/pruning/pruning_for_on_device_inference.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"
+ ""
]
},
{
@@ -159,7 +159,7 @@
"\n",
"# Normalize the input image so that each pixel value is between 0 and 1.\n",
"def normalize_img(image, label):\n",
- " \"\"\"Normalizes images: `uint8` -\u003e `float32`.\"\"\"\n",
+ " \"\"\"Normalizes images: `uint8` -> `float32`.\"\"\"\n",
" return tf.image.convert_image_dtype(image, tf.float32), label\n",
"\n",
"# Load the data in batches of 128 images.\n",
diff --git a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.ipynb b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.ipynb
index 47a31876b..557d85a36 100644
--- a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.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/model_optimization/guide/pruning/pruning_with_keras\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.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/model-optimization/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_keras.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"
+ ""
]
},
{
@@ -363,7 +363,7 @@
"id": "d1UFCxxSIIf5"
},
"source": [
- "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/sRQnrycaTMWQOaswXzClYA/#scalars\u0026_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
+ "For non-Colab users, you can see [the results of a previous run](https://tensorboard.dev/experiment/sRQnrycaTMWQOaswXzClYA/#scalars&_smoothingWeight=0) of this code block on [TensorBoard.dev](https://tensorboard.dev/)."
]
},
{
diff --git a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.ipynb b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.ipynb
index 962d0baad..866fad1f1 100644
--- a/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.ipynb
@@ -52,20 +52,20 @@
"id": "MfBg1C5NB3X0"
},
"source": [
- "\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
- " \u003ctd\u003e\n",
- " \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/pruning/pruning_with_sparsity_2_by_4\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.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/model-optimization/tensorflow_model_optimization/g3doc/guide/pruning/pruning_with_sparsity_2_by_4.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"
+ ""
]
},
{
@@ -531,7 +531,7 @@
"\n",
"val_ones = np.ones([height, width])\n",
"val_zeros = np.zeros([height, width])\n",
- "subset_values_to_display = np.where(abs(subset_values_to_display) \u003e 0, val_ones, val_zeros)"
+ "subset_values_to_display = np.where(abs(subset_values_to_display) > 0, val_ones, val_zeros)"
]
},
{
@@ -665,7 +665,7 @@
"\n",
"val_ones = np.ones([height, width])\n",
"val_zeros = np.zeros([height, width])\n",
- "subset_values_to_display = np.where(abs(weights_to_display) \u003e 1e-9, val_ones, val_zeros)\n",
+ "subset_values_to_display = np.where(abs(weights_to_display) > 1e-9, val_ones, val_zeros)\n",
"\n",
"plot_separation_lines(height, width)\n",
"\n",
@@ -725,7 +725,7 @@
"\n",
"val_ones = np.ones([height, width])\n",
"val_zeros = np.zeros([height, width])\n",
- "subset_values_to_display = np.where(abs(weights_to_display) \u003e 0, val_ones, val_zeros)\n",
+ "subset_values_to_display = np.where(abs(weights_to_display) > 0, val_ones, val_zeros)\n",
"\n",
"plot_separation_lines(height, width)\n",
"\n",
diff --git a/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.ipynb b/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.ipynb
index da383bc41..0e80af17f 100644
--- a/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.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/model_optimization/guide/quantization/training_comprehensive_guide\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.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/model-optimization/tensorflow_model_optimization/g3doc/guide/quantization/training_comprehensive_guide.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"
+ ""
]
},
{
@@ -121,7 +121,7 @@
"import tensorflow as tf\n",
"import numpy as np\n",
"import tensorflow_model_optimization as tfmot\n",
- "import tf_keras as keras\n",
+ "import tf_keras as keras\n",
"\n",
"import tempfile\n",
"\n",
diff --git a/tensorflow_model_optimization/g3doc/guide/quantization/training_example.ipynb b/tensorflow_model_optimization/g3doc/guide/quantization/training_example.ipynb
index 4b5bae1b6..fc81cae6f 100644
--- a/tensorflow_model_optimization/g3doc/guide/quantization/training_example.ipynb
+++ b/tensorflow_model_optimization/g3doc/guide/quantization/training_example.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/model_optimization/guide/quantization/training_example\"\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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/quantization/training_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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/quantization/training_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",
- " \u003ctd\u003e\n",
- " \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/model-optimization/tensorflow_model_optimization/g3doc/guide/quantization/training_example.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"
+ ""
]
},
{