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Fix incorrect header sizes in the clustering comprehensive guide #512

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Aug 11, 2020
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Fix incorrect header sizes in the clustering comprehensive guide #512

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160 changes: 80 additions & 80 deletions tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb
100755 → 100644
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Original file line number Diff line number Diff line change
@@ -1,4 +1,33 @@
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"celltoolbar": "Raw Cell Format",
"colab": {
"name": "clustering_comprehensive_guide.ipynb",
"provenance": [],
"private_outputs": true,
"collapsed_sections": [],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"cells": [
{
"cell_type": "markdown",
Expand All @@ -7,19 +36,17 @@
"id": "826IBSWMN4rr"
},
"source": [
"**Copyright 2020 The TensorFlow Authors.**"
"##### Copyright 2020 The TensorFlow Authors."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"colab": {},
"colab_type": "code",
"id": "ITj3u97-tNR7"
"id": "ITj3u97-tNR7",
"colab": {}
},
"outputs": [],
"source": [
"#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
Expand All @@ -32,7 +59,9 @@
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License."
]
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
Expand All @@ -51,20 +80,20 @@
"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"
"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
" <td>\n",
" <a target=\"_blank\" href=\"https://www.tensorflow.org/model_optimization/guide/clustering/clustering_comprehensive_guide\"><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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.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/model-optimization/blob/master/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.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/model-optimization/tensorflow_model_optimization/g3doc/guide/clustering/clustering_comprehensive_guide.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
" </td>\n",
"</table>"
]
},
{
Expand Down Expand Up @@ -101,14 +130,12 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "08dJRvOqN4rw",
"scrolled": true
"scrolled": true,
"colab": {}
},
"outputs": [],
"source": [
"! pip install -q tensorflow-model-optimization\n",
"\n",
Expand Down Expand Up @@ -176,7 +203,9 @@
"\n",
"setup_model()\n",
"pretrained_weights = setup_pretrained_weights()"
]
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
Expand All @@ -185,7 +214,7 @@
"id": "ARd37qONN4rz"
},
"source": [
"# Define a clustered model\n"
"## Define a clustered model\n"
]
},
{
Expand Down Expand Up @@ -215,14 +244,12 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "29g7OADjN4r1",
"scrolled": true
"scrolled": true,
"colab": {}
},
"outputs": [],
"source": [
"import tensorflow_model_optimization as tfmot\n",
"\n",
Expand All @@ -240,7 +267,9 @@
"clustered_model = cluster_weights(model, **clustering_params)\n",
"\n",
"clustered_model.summary()"
]
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
Expand Down Expand Up @@ -272,14 +301,12 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "IqBdl3uJN4r_",
"scrolled": true
"scrolled": true,
"colab": {}
},
"outputs": [],
"source": [
"# Create a base model\n",
"base_model = setup_model()\n",
Expand All @@ -300,7 +327,9 @@
")\n",
"\n",
"clustered_model.summary()"
]
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
Expand All @@ -309,7 +338,7 @@
"id": "hN0DgpvD5Add"
},
"source": [
"# Checkpoint and deserialize a clustered model"
"## Checkpoint and deserialize a clustered model"
]
},
{
Expand All @@ -324,13 +353,11 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "w7P67mPk6RkQ"
"id": "w7P67mPk6RkQ",
"colab": {}
},
"outputs": [],
"source": [
"# Define the model.\n",
"base_model = setup_model()\n",
Expand All @@ -346,7 +373,9 @@
" loaded_model = tf.keras.models.load_model(keras_model_file)\n",
"\n",
"loaded_model.summary()"
]
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
Expand All @@ -355,7 +384,7 @@
"id": "cUv-scK-N4sN"
},
"source": [
"# Improve the accuracy of the clustered model"
"## Improve the accuracy of the clustered model"
]
},
{
Expand All @@ -381,7 +410,7 @@
"id": "4DXw7YbyN4sP"
},
"source": [
"# Deployment"
"## Deployment"
]
},
{
Expand All @@ -391,7 +420,7 @@
"id": "5Y5zLfPzN4sQ"
},
"source": [
"## Export model with size compression"
"### Export model with size compression"
]
},
{
Expand All @@ -406,13 +435,11 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "ZvuiCBsVN4sR"
"id": "ZvuiCBsVN4sR",
"colab": {}
},
"outputs": [],
"source": [
"model = setup_model()\n",
"clustered_model = cluster_weights(model, **clustering_params)\n",
Expand All @@ -438,36 +465,9 @@
" % (get_gzipped_model_size(clustered_model)))\n",
"print(\"Size of gzipped clustered model with stripping: %.2f bytes\" \n",
" % (get_gzipped_model_size(final_model)))"
]
}
],
"metadata": {
"celltoolbar": "Raw Cell Format",
"colab": {
"collapsed_sections": [],
"name": "clustering_comprehensive_guide.ipynb",
"private_outputs": true,
"provenance": [],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
],
"execution_count": null,
"outputs": []
}
},
"nbformat": 4,
"nbformat_minor": 0
]
}