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Repository: sayakpaul/Adventures-in-TensorFlow-Lite
Branch: master
Commit: 89ad9e90471d
Files: 21
Total size: 36.8 MB

Directory structure:
gitextract_xs3bkey5/

├── A_tale_of_quantization.ipynb
├── Boundless_TFLite.ipynb
├── CartoonGAN_TFLite.ipynb
├── Custom_Image_Classification_EdgeTPU.ipynb
├── DeepLabV3/
│   ├── DeepLab_TFLite_ADE20k.ipynb
│   ├── DeepLab_TFLite_COCO.ipynb
│   └── DeepLab_TFLite_CityScapes.ipynb
├── EAST_TFLite.ipynb
├── ESRGAN_TFLite.ipynb
├── LICENSE
├── Magenta_arbitrary_style_transfer_model_conversion.ipynb
├── MobileDet_Conversion_TFLite.ipynb
├── Model_Pruning_in_Deep_Learning_with_tfmot.ipynb
├── README.md
├── Selfie2Anime_TFLite(50_Checkpoints).ipynb
├── Semantic_Segmentation_+_Background_Removal_+_Style_Transfer.ipynb
├── Stable_Diffusion_to_TFLite.ipynb
├── Style_Transfer_Demo.ipynb
├── Style_Transfer_Demo_InceptionV3.ipynb
├── Style_Transfer_Demo_InceptionV3_Dynamic_Shape.ipynb
└── TUNIT_Conversion_to_TF_Lite.ipynb

================================================
FILE CONTENTS
================================================

================================================
FILE: A_tale_of_quantization.ipynb
================================================
{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "A_tale_of_quantization.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOXTaojwpag1Vt2vEEnV3gl",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sayakpaul/Adventures-in-TensorFlow-Lite/blob/master/A_tale_of_quantization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nhVBEsZYe45r",
        "colab_type": "text"
      },
      "source": [
        "In this notebook, we are going to experiment with different quanitization strategies supported by the [TensorFlow Model Optimization Toolkit](https://www.tensorflow.org/model_optimization) and TensorFlow Lite. These will include:\n",
        "- Post-training quantization\n",
        "- Quantization-aware training\n",
        "\n",
        "We will start by training an image classification model using the traditional transfer learning process with a pre-trained MobileNetV2 network. We will then proceed towards the different quantization schemes. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7yC9P4YDfdwD",
        "colab_type": "text"
      },
      "source": [
        "## Initial setup"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PvQTmNWqatJj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Why `tf-nightly`?: https://github.com/tensorflow/model-optimization/issues/368\n",
        "!pip uninstall -q -y tensorflow tensorflow-gpu\n",
        "!pip install -q tf-nightly"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gFUdAJHIZzb3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Install optimization toolkit and wandb\n",
        "!pip install -q tensorflow-model-optimization\n",
        "!pip install -q wandb"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "35cAeJq7c-dF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# wandb authorization\n",
        "import wandb\n",
        "wandb.login()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B5jySZh1ZM1C",
        "colab_type": "code",
        "outputId": "6ce4006e-3386-48d4-b83a-f5c438729cea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# TensorFlow import\n",
        "import tensorflow as tf\n",
        "print(tf.__version__)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2.2.0-dev20200506\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6p9HBsiZaVUb",
        "colab_type": "code",
        "outputId": "e657c949-aa19-4c05-86e7-0b85b95e1140",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        }
      },
      "source": [
        "# Which GPU?\n",
        "!nvidia-smi"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Thu May  7 04:24:32 2020       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 440.82       Driver Version: 418.67       CUDA Version: 10.1     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla P4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   28C    P8     7W /  75W |      0MiB /  7611MiB |      0%      Default |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                       GPU Memory |\n",
            "|  GPU       PID   Type   Process name                             Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o__TMFVMacVF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Other imports\n",
        "from tensorflow.keras.applications import MobileNetV2\n",
        "from tensorflow.keras.layers import *\n",
        "from tensorflow.keras.models import *\n",
        "from wandb.keras import WandbCallback\n",
        "from imutils import paths\n",
        "from tqdm import tqdm\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import random\n",
        "import shutil\n",
        "import time\n",
        "import cv2\n",
        "import os\n",
        "\n",
        "import tensorflow_datasets as tfds\n",
        "tfds.disable_progress_bar()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T8nr6H87Euv8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Fix the random seeds\n",
        "np.random.seed(666)\n",
        "tf.random.set_seed(666)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "njw8frZSfgTz",
        "colab_type": "text"
      },
      "source": [
        "## Dataset preparation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "okQDHEoDdRzX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Gather Flowers dataset\n",
        "train_ds, validation_ds = tfds.load(\n",
        "    \"tf_flowers\",\n",
        "    split=[\"train[:85%]\", \"train[85%:]\"],\n",
        "    as_supervised=True\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S0jCCOUMBx07",
        "colab_type": "code",
        "outputId": "fa6e5b90-f526-4e67-ba16-ec8e684cbc6e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 572
        }
      },
      "source": [
        "# Visualization\n",
        "plt.figure(figsize=(10, 10))\n",
        "for i, (image, label) in enumerate(train_ds.take(9)):\n",
        "  ax = plt.subplot(3, 3, i + 1)\n",
        "  plt.imshow(image)\n",
        "  plt.title(int(label))\n",
        "  plt.axis(\"off\")"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Download .txt
gitextract_xs3bkey5/

├── A_tale_of_quantization.ipynb
├── Boundless_TFLite.ipynb
├── CartoonGAN_TFLite.ipynb
├── Custom_Image_Classification_EdgeTPU.ipynb
├── DeepLabV3/
│   ├── DeepLab_TFLite_ADE20k.ipynb
│   ├── DeepLab_TFLite_COCO.ipynb
│   └── DeepLab_TFLite_CityScapes.ipynb
├── EAST_TFLite.ipynb
├── ESRGAN_TFLite.ipynb
├── LICENSE
├── Magenta_arbitrary_style_transfer_model_conversion.ipynb
├── MobileDet_Conversion_TFLite.ipynb
├── Model_Pruning_in_Deep_Learning_with_tfmot.ipynb
├── README.md
├── Selfie2Anime_TFLite(50_Checkpoints).ipynb
├── Semantic_Segmentation_+_Background_Removal_+_Style_Transfer.ipynb
├── Stable_Diffusion_to_TFLite.ipynb
├── Style_Transfer_Demo.ipynb
├── Style_Transfer_Demo_InceptionV3.ipynb
├── Style_Transfer_Demo_InceptionV3_Dynamic_Shape.ipynb
└── TUNIT_Conversion_to_TF_Lite.ipynb
Copy disabled (too large) Download .json
Condensed preview — 21 files, each showing path, character count, and a content snippet. Download the .json file for the full structured content (28,160K chars).
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    "preview": "                                 Apache License\n                           Version 2.0, January 2004\n                   "
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// ... and 1 more files (download for full content)

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This page contains the full source code of the sayakpaul/Adventures-in-TensorFlow-Lite GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 21 files (36.8 MB), approximately 7.0M tokens. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.

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