{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "_os2SNaj1njY" }, "source": [ "# Image classification from scratch\n", "\n", "**Author:** [fchollet](https://twitter.com/fchollet)
\n", "**Date created:** 2020/04/27
\n", "**Last modified:** 2020/04/28
\n", "**Description:** Training an image classifier from scratch on the Kaggle Cats vs Dogs dataset." ] }, { "cell_type": "markdown", "metadata": { "id": "hEPiUEtj1njZ" }, "source": [ "## Introduction\n", "\n", "This example shows how to do image classification from scratch, starting from JPEG\n", "image files on disk, without leveraging pre-trained weights or a pre-made Keras\n", "Application model. We demonstrate the workflow on the Kaggle Cats vs Dogs binary\n", " classification dataset.\n", "\n", "We use the `image_dataset_from_directory` utility to generate the datasets, and\n", "we use Keras image preprocessing layers for image standardization and data augmentation.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "vFcWzzPQ1nja" }, "source": [ "## Setup\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "u_z-j-fY1njb" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/lib/python3.8/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.2\n", " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n" ] } ], "source": [ "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "import pydot\n", "import os\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "from keras.utils.vis_utils import plot_model" ] }, { "cell_type": "markdown", "metadata": { "id": "iusfbMxZ1njc" }, "source": [ "## Load the data: the Cats vs Dogs dataset\n", "\n", "### Raw data download\n", "\n", "First, let's download the 786M ZIP archive of the raw data:\n" ] }, { "cell_type": "markdown", "metadata": { "id": "5lujeYX81njd" }, "source": [ "Now we have a `PetImages` folder which contain two subfolders, `Cat` and `Dog`. Each\n", " subfolder contains image files for each category.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "jED1LIFr1njd", "outputId": "bfed1264-9e8d-42d3-be60-3bde47503bf0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mPetImages\u001b[m\u001b[m cat_neural_net.ipynb class regression.ipynb\n", "PetImages.zip cat_regression.ipynb\n", "\u001b[34mCat\u001b[m\u001b[m \u001b[34mDog\u001b[m\u001b[m\n" ] } ], "source": [ "!ls PetImages\n" ] }, { "cell_type": "markdown", "metadata": { "id": "iz07gyGU1nje" }, "source": [ "### Filter out corrupted images\n", "\n", "When working with lots of real-world image data, corrupted images are a common\n", "occurence. Let's filter out badly-encoded images that do not feature the string \"JFIF\"\n", " in their header.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 244 }, "id": "nsPyGIsQ1nje", "outputId": "1eeee067-5d8c-44ed-d2eb-5831ad806f47" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "here!\n", "Deleted 0 images\n" ] } ], "source": [ "num_skipped = 0\n", "print(\"here!\")\n", "for folder_name in (\"Cat\", \"Dog\"):\n", " folder_path = os.path.join(\"PetImages\", folder_name)\n", " for fname in os.listdir(folder_path):\n", " if fname[-1].lower() == 'g':\n", " fpath = os.path.join(folder_path, fname)\n", " #Image.open(fpath).convert('L').save(fpath)\n", " try:\n", " fobj = open(fpath, \"rb\")\n", " is_jfif = tf.compat.as_bytes(\"JFIF\") in fobj.peek(10)\n", " finally:\n", " fobj.close()\n", "\n", " if not is_jfif:\n", " num_skipped += 1\n", " # Delete corrupted image\n", " os.remove(fpath)\n", "\n", "print(\"Deleted %d images\" % num_skipped)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "n82W39da1njf" }, "source": [ "## Generate a `Dataset`\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "m-KkH4-D1njf", "outputId": "fdad103a-674e-4be3-b10d-c43fdbe25a11" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 23410 files belonging to 2 classes.\n", "Using 18728 files for training.\n", "Found 23410 files belonging to 2 classes.\n", "Using 4682 files for validation.\n" ] } ], "source": [ "image_size = (180, 180)\n", "batch_size = 32\n", "\n", "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n", " \"PetImages\",\n", " color_mode='grayscale',\n", " validation_split=0.2,\n", " subset=\"training\",\n", " seed=1337,\n", " image_size=image_size,\n", " batch_size=batch_size,\n", ")\n", "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n", " \"PetImages\",\n", " color_mode='grayscale',\n", " validation_split=0.2,\n", " subset=\"validation\",\n", " seed=1337,\n", " image_size=image_size,\n", " batch_size=batch_size,\n", ")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "SWzlW2H-1njf" }, "source": [ "## Visualize the data\n", "\n", "Here are the first 9 images in the training dataset. As you can see, label 1 is \"dog\"\n", " and label 0 is \"cat\".\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 591 }, "id": "St7lj7zC1njg", "outputId": "9a20d448-26a8-4e0b-9373-dd3b7051334b" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for images, labels in train_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " img = images[i].numpy().astype(\"uint8\").squeeze()\n", " plt.imshow(img,cmap='gray', vmin=0, vmax=255)\n", " plt.title(int(labels[i]))\n", " plt.axis(\"off\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "03HkTWlO1njg" }, "source": [ "## Using image data augmentation\n", "\n", "When you don't have a large image dataset, it's a good practice to artificially\n", "introduce sample diversity by applying random yet realistic transformations to the\n", "training images, such as random horizontal flipping or small random rotations. This\n", "helps expose the model to different aspects of the training data while slowing down\n", " overfitting.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "LM39ZkDl1njg" }, "outputs": [], "source": [ "data_augmentation = keras.Sequential(\n", " [\n", " layers.RandomFlip(\"horizontal\"),\n", " layers.RandomRotation(0.1),\n", " ]\n", ")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "G7dmLVej1njh" }, "source": [ "Let's visualize what the augmented samples look like, by applying `data_augmentation`\n", " repeatedly to the first image in the dataset:\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 575 }, "id": "pI6hq_U01njh", "outputId": "8d19c4ae-cce0-4143-fa3a-b4866eb1ad49" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for images, _ in train_ds.take(1):\n", " for i in range(9):\n", " augmented_images = data_augmentation(images)\n", " ax = plt.subplot(3, 3, i + 1)\n", " img = augmented_images[0].numpy().astype(\"uint8\").squeeze()\n", " plt.imshow(img,cmap='gray', vmin=0, vmax=255)\n", " plt.axis(\"off\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "CElkI2-r1njh" }, "source": [ "## Standardizing the data\n", "\n", "Our image are already in a standard size (180x180), as they are being yielded as\n", "contiguous `float32` batches by our dataset. However, their RGB channel values are in\n", " the `[0, 255]` range. This is not ideal for a neural network;\n", "in general you should seek to make your input values small. Here, we will\n", "standardize values to be in the `[0, 1]` by using a `Rescaling` layer at the start of\n", " our model.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ETAHN-xe1njh" }, "source": [ "## Two options to preprocess the data\n", "\n", "There are two ways you could be using the `data_augmentation` preprocessor:\n", "\n", "**Option 1: Make it part of the model**, like this:\n", "\n", "```python\n", "inputs = keras.Input(shape=input_shape)\n", "x = data_augmentation(inputs)\n", "x = layers.Rescaling(1./255)(x)\n", "... # Rest of the model\n", "```\n", "\n", "With this option, your data augmentation will happen *on device*, synchronously\n", "with the rest of the model execution, meaning that it will benefit from GPU\n", " acceleration.\n", "\n", "**Option 2: apply it to the dataset**, so as to obtain a dataset that yields batches of\n", " augmented images, like this:\n", "\n", "```python\n", "augmented_train_ds = train_ds.map(\n", " lambda x, y: (data_augmentation(x, training=True), y))\n", "```\n", "\n", "We'll go with the first option.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "h_6iyi4P1njh" }, "source": [ "## Configure the dataset for performance\n", "\n", "Let's make sure to use buffered prefetching so we can yield data from disk without\n", " having I/O becoming blocking:\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "ofmdIqoK1njh" }, "outputs": [], "source": [ "train_ds = train_ds.prefetch(buffer_size=32)\n", "val_ds = val_ds.prefetch(buffer_size=32)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "dVPOJ-x91nji" }, "source": [ "## Build a model\n", "\n", "We'll build a small version of the Xception network. We haven't particularly tried to\n", "optimize the architecture; if you want to do a systematic search for the best model\n", " configuration, consider using\n", "[KerasTuner](https://github.com/keras-team/keras-tuner).\n", "\n", "Note that:\n", "\n", "- We start the model with the `data_augmentation` preprocessor, followed by a\n", " `Rescaling` layer.\n", "- We include a `Dropout` layer before the final classification layer.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 312 }, "id": "DENybniZ1nji", "outputId": "05bdae59-7d62-4401-f6a1-1ef4102acd32" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAEnCAYAAAANX4xAAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdfVxUZfo/8M8wA6QSg5EKJVGKAqIYuiaIZpZPKCq6JImKGwhuka26mvptK5cXaq1tgl98Fp8SDXyiMDMrQVYXoh8qiIiukQIJoig4gzowcP3+4DtnGYeHGRiYA17v14uXzn3f58x1zjxcc865z31LiIjAGGOMicdBM1NHwBhjjD2OkxNjjDHR4eTEGGNMdDg5McYYEx3Z4wVpaWn44osvTBELY4yxJ9DBgwd1ynSOnAoLC3Ho0KF2CagzOXToEIqKikwdBntMUVERv5/1wO9fZgpNfT4lj3clT0hIQEBAALiHuWEkEgni4+Mxc+ZMU4fC6uH3s374/ctMoYnPJ3clZ4wxJj6cnBhjjIkOJyfGGGOiw8mJMcaY6HByYowxJjo69zkxxnTl5+cjMjISERER6N27t6nDMbnr168jLS1NeNy/f38MHTpUq41arUZGRgaUSiXKysoAAC4uLvDw8NBqV15eju+++06rbOLEiejevXsbRd96JSUlyMvLw2uvvaZTp1QqkZCQgOvXr8PT0xPjxo2Dubm5VhuVSoXTp0/jwoULGDlyJIYPHw6pVCramM6dOwdbW1s4OjpqLZOfn4+ff/5ZeOzs7IwhQ4a0ajs0+MiJMT2cO3cOu3btwsWLF00diiicPXsWgYGBkEgkGDNmDPr3769VX1FRgXXr1mHQoEHw9vZGXl4eAgMDMWbMGFy9elWrrVwuh7OzM9auXYvIyEjY29vDxsamPTdHb7dv38bSpUvRp08fHD16VKf+ypUr8PDwgJ2dHT744ANUVFTAyckJqampQpvS0lK4urqioKAAwcHBSExMxLRp01BTUyPamNzd3fHpp59qLQMAvXr1wogRI+Dg4IB58+Zh3759LdqGBtFj4uPjqYFi1gwAFB8fb+ow2GOM+X6+ffu2UdbTUnv27GmzdRv6/t23bx8BoPLycp26oqIimjJlik6dhYUFASBXV1e6f/++znKRkZEUERFhePDtKCMjg7KysggAvf/++zr1Pj4+FBISolU2b948GjVqFBER1dTU0MiRI2nq1KlCvVqtJkdHR1q+fLmoY1Kr1eTj40PZ2dkNxvHiiy/S4sWLDYq9ic9nAh85MaanZ5991mTPferUKaxcudJkz2+IJUuWYPr06ZDL5VrlTk5OGD9+PC5fvoygoCCdGy9tbW1Fe8SkMWzYMLi4uDRaX1xcjEuXLmmVWVpaQqVSAQBSU1Nx5swZhIaGCvVSqRTz5s1DTEwMKisrRRuTVCrFkiVLEBYWZnCMLcHJiTE91NbWIjk5Gb/88otQVlhYiOjoaNTW1iInJwerV6/Gl19+idraWqFNUVERNm3aBCJCSkoKVq5ciZiYGDx8+BAAkJSUhKioKOzYsQMAoFAosHHjRkRFRSE+Ph4AkJycDD8/PyiVSmzduhVJSUkAgDt37mDt2rW4detWe+2GZmVkZODbb7+Fv7+/Tp1MJsNXX32Fvn37IjExEZGRkVr1ZmZmMDPT/kpSKBSIj4/HqlWrEBsbi8LCQq16fV4DALh58yZ27tyJiIgI/PTTT0baWl0zZsxAenq6cHpLqVTi6NGjWLRoEQDgyJEjAIBBgwZpLTdw4EBUVlbi+PHjoo5p7NixUCgUwjJtyoDDLNYE8Gk9UTLG+/nSpUvk7+9PAGjz5s1ERPTNN99Qjx49CACtX7+e3n77bfL19SUAtGbNGiKqO/XVvXt36tKlC/35z3+m4OBgmjRpEgGgYcOGUVVVFRERubm5Ue/evYXnu3//PllbW5OXlxcREZ0/f568vb2pR48elJycTOfPnyciou3btxMA2rBhQ6u2j8h4p/X++Mc/0tixYxtcxt3dnYiILl68SFZWViSRSCgpKUmo37p1K8XExAiPL1y4QIMGDaLDhw9TaWkpff7552RlZSWc3tTnNSAiOnXqFIWGhtK5c+coISGBrKys6N1339V7Wx+nUqkaPYVWUlJCzs7OBIAWL15M48ePpyNHjgj1Pj4+BIBUKpXWcikpKQSAIiMjRR9TWFgYeXh46DyPsU/rcXIyEk5O4mSs93N2drZWciIiWrFiBQGgH3/8USgbMmQIDR06VHg8Z84ckkgklJOTI5R99NFHBIC2bNlCRET+/v5ayUmzHk1yIiLy8/MjBwcHrTZKpZL279/f4PUbQxkrOfXr14+CgoIaXEaTnIiIDh8+TBKJhORyOV25coWItJOTSqUiFxcX+vjjj7XWERgYSBYWFnTp0iUiav41UCgU1KdPH1IqlUJ9SEgIAaC0tDS9t7e+phIBEVFpaSn17duXAJCXlxeVlJRoxSaVSnWWycjIIAAUHh4u+piio6NJJpPpJDO+5sSYCVhaWuqUdenSBQC0zvcPGDAABQUFwuNu3bpBJpPBzc1NKFuxYgVkMplOz6fmSCQSrcfdunXDrFmz8PTTTxu0nrZSVVWF/Px82NvbN9t2xowZ+PDDD1FRUQE/Pz8oFAqt+hMnTiAvLw+enp5a5RMmTEBVVRViY2MBNP8aHDhwAA8fPsQHH3yA8PBwhIeHo7i4GH379sW1a9datb2NiY2NxejRoxEcHIy0tDQMHz5ciMfKyqrBZTS94uzs7EQfk1wuh1qtbrP9p8H3OTFmRFKptNkR0Lt27YrevXvj9u3bBq378eQkNnfv3kVNTY2QMJoTERGBrKwsJCUlISgoCBMnThTqcnNzAeh+cY4aNQoAcPny5UbXW/81uHTpEuzt7bFx40aDtqWldu3ahfj4ePzyyy+QyWTw9vbGggULEB4ejqSkJDg4OKCmpgYqlUrrB48mOQ8YMED0MWlek6KiojaJV4OPnBhrZyqVCiUlJejTp49By4k9OdnZ2cHGxkbnKKgxEokE+/btg4uLCxITExEdHS3UPfPMMwCgdaMvADg6OsLc3FzvG3SlUimuXLmC6upqPbeidfbs2QMfHx/IZHW/+4ODgxEaGoqTJ0+ivLwcrq6uAKDTsePOnTsA2iY5GTume/fuAQAcHByMHmt9nJwYa2fp6el49OgRfH19AdT1Ynv06FGTy0gkkhbfpNme3NzcUFpaqlNORHjw4IFOubW1NRITEyGXy7WOhoYPHw4AOqc+c3JyUF1dDS8vL73iGTx4MCorK7Flyxat8vLycmzatEmvdRgiOzsb5eXlWmXTpk1DVVUVbt26hZCQEFhaWuLs2bNabTIzM/Hyyy/r3MwsxpiKi4shkUjw0ksvGT3W+jg5MaYHzT0hml+TAHD//n0AdddaNO7cuQOVSqV1ak+tVmt98R46dAijR48WktP48eNx584d7Nq1C5WVldi1axfKysqQn58v/Eq1t7dHSUkJ8vPz8euvv6KyshKZmZl45ZVXkJKS0mbbbahRo0Y1OIpGcXExfv/99waTsLOzM+Li4rS6kQ8ePBjz5s1Damqq1jW8M2fOoF+/fsK9Ns29BgEBAXBwcMDSpUuxbt06XL58GQkJCQgLC8PcuXOFZcLCwjBp0iS9uuVrXpOGtsXPzw9Hjx7V6sqenp4Od3d39OvXD3Z2dnjvvfewbt064T3y6NEjJCUlITY2VmsfiDEmoG7oqvHjx+Opp55qNq5WMaD3BGsCuLeeKBnj/Zyeni50JR84cCAdO3aMUlJSqE+fPgSA5s+fT8XFxXTgwAGytrYmALRq1Sqqrq6mBQsWkFQqpffee4+WLVtGb731Fk2ZMkWrh51CoSBPT09h9IQjR47QjBkzaMKECbR9+3YiIkpOTiaZTEY2NjZC13FNjzdNm9Yw9P3bWG+9u3fvUs+ePenatWtC2cGDB+nVV18lADRu3Dg6depUg+tcvXq1Vlfyhw8fUnh4OLm5udHu3btpx44dNHnyZCooKCAi0vs1yM3Npf79+xMAAkBubm507tw5refW9GT7/PPPm9zu48ePU0BAAAGgnj170vbt26m4uFior6yspJCQEBo4cCBFRUXR/PnzaerUqZSfny+0qa2tpeXLl5Ovry9t2LCBVq5cSXv37tV5LjHGpFKpyNbWln744QedOu5KLlKcnMTJ1O/nBQsWkLm5ORERFRQUUEVFRaNtS0tLhf8/fPhQp768vFyn23hT6zOEsZITEdGWLVta3CX61q1bOmXl5eV09uxZKiwsbNE6Na5fv043btxosO7Ro0cUHx9PX3/9daueQ6OyspJyc3Pp7t27jbZRq9VaXbo7QkwJCQk0bdq0Buu4KzljHZSDgwOsra0bre/Ro4fw/4ZOmcjlcp1u402trz1oTnfWFxoairKyMpw/f97g9fXs2VOnTC6XY8SIEa0eDd7R0REvvPBCg3UqlQppaWmYNGlSq55Do2vXrnB1dW2y44ZUKkWvXr0arRdbTHl5eYiLi8OBAwcarDf2NVHuSs5YG3rw4AHUajWUSmWj95N0RObm5rC2tsb8+fPh5eWFYcOGYezYsQDqhiHavXs3Fi5ciNDQUAwbNszE0TYvIyMDa9asEXq0iYGYYrpx4wbWrl2LnTt3at0qkJOTgxMnTqCgoAD379836nUoo2x1Z5jrpqm5UIwtNTUVv//+u1aZjY0NfHx82vy5m3Ly5Elh3h0Nd3d3rRtImf7i4uJw8uRJEBGWL1+O0NBQvPzyy6YOyyhmzpyJmTNnNlpvaWmJbdu2aXVmEDNNYhUTMcVkYWGB3bt369zOMHDgQAwcOBAAsGHDBqM+p1FO63XkuW6amwulLXh6eqJLly4IDAxEYGAg7ty50y5JsTkeHh5IT09HYGAg5s6dCzs7O/Tr18/UYXVYvr6+yMvLw71797B69Wo4OzubOqR219hpNNax2Nvbt/t9dkZJTv7+/rh9+7ZJf/nv3bu3Rctdv34dQUFBwijR7cHCwgLTpk0TpgeYM2eO3nfVG1v9/dajRw8EBQUBAF5++WWMGTMGFhYWJomrM5DL5bCxsRH+TPUaM9YRGa1DREed66a5uVDaikQiES5uPz7vTXtpaL9pYurWrZspQmKMMQBGuuZUW1uL06dPw8rKSrj4WVhYiCNHjmDhwoXIzc3F119/jRdeeAGzZ88WbuoqKirCN998g3feeQenT5/G999/j+effx4hISHo0qULkpKS8Ouvv8LKygrz58+HQqHA3r17UV1dDXt7ewQEBAhz3UgkEmzduhXPPfccpkyZYozNMomOtt+uXr2K9PR0ZGdnw9vbG9OnTwcA/PTTT8JwKJaWlpgxYwYsLS2RkZGB3NxcdO/eHdOmTQNQN9fOiRMnUFRUBG9vb7zxxhvC+u/du4cDBw7g3XffxXfffYfs7Gz89a9/FcVFYsZYGzKg33mDxDrXjSGaG25eH2jBfU4ODg4EgGpqaohIHPvtypUrBIBeffXVZuNfv349vfbaa1RbW0u//fYbvfjii7Rp0yYiqrunws3NjQDQr7/+qrWci4uLME1CU3Pt7N69m7p27UoymYz+93//lwYPHkwAKCsrS+99bOr7nDqKlrx/GWutNr8JV4xz3RhCLMmJyPT7zZDk5OTkpHWzpZ+fH02aNEl4/M033xAArREMbt68Sf7+/kSk31w7s2fPJgDC5GiXL19uNq76ODnph5MTM4U2vwlXjHPddFQdab+lpKQIU23n5uaisLAQ//nPf4R6X19fuLq64osvvhDG7Nq/f7/Q6UKfuXaee+45ABBOAbb0+qBEIuG/Jv4AICAgwORx8N+T9RcQENDoZ7ZdT9w/yXPdtIZY99vzzz+PkydP4tixYxg9ejT69u2LzMxMrXUvW7YMwcHBOH78OCZPnowff/wRf/nLXwDoN9eO5jrb44NPGio+Pr5Vy3d2AQEBWLRokd6jfTNmDGlpaYiKimqwTnRXlTVz3UyYMMGg5TpzctJHe+630tJSyOVyREZGCh0yunTpgsOHD+u0nT17Nj766CP885//xIsvvgg3NzehM0P9uXbMzc0NjsMQTd0wyuqSk5eXF+8n1u4aS06iG1uvM89105bac7+FhoaisLAQkZGRWvdo1R+SX8PCwgKLFi1CcnIyli1bhrfffluoa++5dhhjHYdRkpMY57oxRFNzobQlzT7S/Fv//6babzdu3NB5fo0HDx7g/fffh0wmE25aPnDgAO7fv49//etfSE1Nxb1796BUKrVmQ12wYAHkcjnu3LmjdZ1Mn7l2NK/l48MqMcY6OQN6TzRIrHPd6Ku5uVD0BQN6O/3www80f/58YX6ZGTNm0OHDh02+3+Li4uiVV14hACSRSGj48OH0xhtv0IgRI8jNzY3Mzc0JAG3bto2IiIKDg0kmk5GTkxNt2bKFDh06RBYWFvT6669TWVmZ1jb/+c9/po0bN+rsi6bm2tmxYwc9//zzBIBmzpxJP//8s8GvC/fW048h71/GjEW08zm19Vw37ak9P9xi2m+PL/vo0aMG240bN47u3bvX6HqammunNTg56YeTEzOFppKTaDpEODg4NFmvz1w3Gu+++26zzxcWFtYpRog25n5ricfnF2rotoKsrCz06dNHGEuwIY6Ojq2KgzHWuZg0ObXVXDdjxoxptk39L+2OpiPMEZSZmYkPPvgAgwYNQkpKChITE00dEjOi69evIy0tTXjcv39/DB06VKuNWq1GRkYGlEqlcM3QxcUFHh4eWu3Ky8vx3XffaZVNnDixyUnxTK2pKXaUSiUSEhJw/fp1eHp6Yty4cTq9UVUqFU6fPo0LFy5g5MiRGD58OKRSqWhjOnfuHGxtbXV+RObn5+Pnn38WHjs7O2PIkCGt2g6BAYdZRrVv3z7q1asXAaB33323RcMOiQna6bRIR9lvGRkZ9PTTT5NcLqeEhASTxcGn9fRj6PtXM037gQMHqLi4WOf0bnl5Oa1Zs4bu379PSqWSPv74YwJAcrlcGLpKo7a2ljIzM2nQoEE0YMAASk5OptraWqNsl7GVlpbSX//6V+rSpUuDI8rk5eWRk5MTffvtt6RQKGj//v30wgsv0OnTp4U2t27dopdeeom2b99Ot2/fpmXLltHkyZNJrVaLNqbq6mr685//rLUMEZFSqaTr16/Tv/71LzI3NzfqNO0mS07l5eV079494e/Bgwdt/pxtqb2SU0fab9XV1VpDM5mCqZPTnj17OsS6W5qcysvLdeqKiopoypQpOnUWFhZCB52GrnNGRkZSRESE4cG3o4yMDMrKymp0uDMfHx8KCQnRKps3bx6NGjWKiIhqampo5MiRNHXqVKFerVaTo6MjLV++XNQxqdVq8vHxoezs7AbjePHFF42anEx2nxPPddMyHWm/yWSyVo/s0JG1ZioXU667tZYsWYLp06frXM90cnLC+PHjcfnyZQQFBemMemJra9vkdUkxaG6KneLiYly6dEmrzNLSUrjdJjU1FWfOnEFoaKhQL5VKMW/ePMTExBh8G0x7xiSVSrFkyRKEhYUZHGNLPLnfHIw1QaFQID4+HqtWrUJsbKww/QcAJCUlISoqCjt27BDabty4EVFRUcIwSZopSZRKJbZu3YqkpCQAddOdbNq0CUSElJQUrFy5EjExMcJ9Y61Z9507d7B27VrcunWrfXZSAzIyMvDtt9/C399fp04mk+Grr75C3759kZiYKIzLqGFmZqbzY6ap1wGom2ImOjoatbW1yMnJwerVq/Hll1/q3BB+8+ZN7Ny5ExEREfjpp5+MtLW6ZsyYgfT0dOzbtw9A3bWeo0ePYtGiRQCAI0eOAAAGDRqktdzAgQNRWVmJ48ePizqmsWPHQqFQCMu0KQMOs1gTwF1xRakl7+cLFy7QoEGD6PDhw1RaWkqff/45WVlZaZ1Ga8mUJG093cn27dsJgMH3+hEZ77TeH//4Rxo7dmyDy7i7uxMR0cWLF8nKyookEgklJSUJ9Vu3bqWYmBjhcXOvgz5TzBA1PS1LSzQ1i0FJSQk5OzsTAFq8eDGNHz9eGFGfqO4UGwBSqVRay6WkpBAAioyMFH1MYWFh5OHhofM8xj6tx8nJSDg5iZOh72eVSkUuLi708ccfa5UHBgaShYUFXbp0iYhaPiVJW053olQqaf/+/S26b81Yyalfv34UFBTU4DKa5EREdPjwYZJIJFodJOonJ31fh+ammNFnWhZDNTfFTmlpKfXt25cAkJeXF5WUlGjFJpVKdZbJyMggAFpT0Ig1pujoaJLJZDrJrNNcc2JMjE6cOIG8vDx4enpqlU+YMAFVVVWIjY01aH2PD6zbltOddOvWDbNmzdK596y9VFVVIT8/H/b29s22nTFjBj788ENUVFTAz89Pa7grQP/XobkpZvSZlsXYYmNjMXr0aAQHByMtLQ3Dhw8X4mns1g/NGJd2dnaij0kul0OtVrfZ/tMQzU24jIlBbm4uAN0P7KhRowBAazxDfegz6ntnmSbm7t27qKmp0buTTkREBLKyspCUlISgoCBMnDhRqGvN61B/ihl9pmUxpl27diE+Ph6//PILZDIZvL29sWDBAoSHhyMpKQkODg6oqamBSqXSumFdk5wHDBgg+pg0r0lRUVGbxKvBR06M1fPMM88AgNYNpkDdCBbm5uYG3xiqTwLRTHfSp08fo6+7PdnZ2cHGxkbnKKgxEokE+/btg4uLCxITExEdHS3UGet1qD8tS3vYs2cPfHx8hGlhgoODERoaipMnT6K8vByurq4AoNOxQzNodlt82Rs7Js3A0c2NTtNanJwYq2f48OEAoHOKLScnB9XV1cJkfMackqQzTRPj5uaG0tJSnXIiwoMHD3TKra2tkZiYCLlcrnU0pO/r0Jz2npYlOzsb5eXlWmXTpk1DVVUVbt26hZCQEFhaWuLs2bNabTIzM/Hyyy+jf//+oo+puLgYEokEL730ktFjrY+TE2P1DB48GPPmzUNqaqpwTh4Azpw5g379+gn3eLRmKpe2mu4kMzMTr7zyClJSUtpjVzVo1KhRuHjxok55cXExfv/99waTrrOzM+Li4rS6kev7OjQ3xYw+07IAdWNtTpo0Sa9u+E1NsePn54ejR49qdWVPT0+Hu7s7+vXrBzs7O7z33ntYt26dcOrx0aNHSEpKQmxsrNY+EGNMQN3QVePHj29wrE6jMqD3BGsCuLeeKLXk/fzw4UMKDw8nNzc32r17N+3YsYMmT55MBQUFQpuWTuXSltPEaHrAadoYwtD3b2O99e7evUs9e/aka9euCWUHDx6kV199lQDQuHHj6NSpUw2uc/Xq1VpdyZt7HfSdYqapaVk0ND3ZPv/88ya3u7kpdiorKykkJIQGDhxIUVFRNH/+fJo6dSrl5+cLbWpra2n58uXk6+tLGzZsoJUrV9LevXt1nkuMMalUKrK1taUffvhBp467kosUJydxas37uby8nM6ePUuFhYWNtjF0SpK2nu6kqfU1xVjJiYhoy5YtLe4SfevWLZ0yfV4HfTQ1LcujR48oPj6evv7661Y9h0ZlZSXl5ubS3bt3G22jVqu1unR3hJgSEhJo2rRpDdZxV3LG2olcLseIESPQu3fvRtvoMyVJY127HRwcYG1tbdR1N7W+tqAZAqe+0NBQlJWV4fz58wavr2fPnjpl+rwO+nB0dMQLL7zQYJ1KpUJaWhomTZrUqufQ6Nq1K1xdXZvsuCGVStGrV69G68UWU15eHuLi4nDgwIEG6419DZS7kjPWjjrCdCf6MDc3h7W1NebPnw8vLy8MGzYMY8eOBVA3DNHu3buxcOFChIaGYtiwYSaOtnkZGRlYs2aN0KNNDMQU040bN7B27Vrs3LlT61aBnJwcnDhxAgUFBbh//75Rr0OZfqsZe0LExcXh5MmTICIsX74coaGhHXbCy5kzZ2LmzJmN1ltaWmLbtm1anRnETJNYxURMMVlYWGD37t06ty8MHDgQAwcOBABs2LDBqM/JyYmxduLr64vJkycLjxuaNbizaew0GutY9Bn1w9g4OTHWTh6fQoIx1jjuEMEYY0x0ODkxxhgTHU5OjDHGRKfRa04JCQntGUen8Pgglcz0NK8Jv5+bx+9f1t6aes9JiP5vMKX/k5CQgICAgDYPijHGGAOAx9IQABzUSU6MMcNpftTxx4kxozjI15wYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJDicnxhhjosPJiTHGmOhwcmKMMSY6nJwYY4yJjszUATDW0ZSWlmLXrl1aZdnZ2QCAzz77TKv8mWeeQWhoaLvFxlhnISEiMnUQjHUkarUadnZ2uHfvHszNzRttp1KpsGDBAmzZsqUdo2OsUzjIp/UYM5BMJsOsWbMglUqhUqka/QOAwMBAE0fLWMfEyYmxFpg1axaqq6ubbGNnZ4eRI0e2U0SMdS6cnBhrAS8vL/Tu3bvRegsLC8ydOxdmZvwRY6wl+JPDWAtIJBLMmTOn0WtOVVVVmDVrVjtHxVjnwcmJsRZq6tRenz594OHh0c4RMdZ5cHJirIXc3d3h7OysU25hYYF58+aZICLGOg9OToy1wty5c3VO7VVVVeGtt94yUUSMdQ6cnBhrhTlz5kCtVguPJRIJBg8ejP79+5swKsY6Pk5OjLWCo6MjhgwZAolEAgCQSqV8So8xI+DkxFgrBQUFQSqVAgBqamowc+ZME0fEWMfHyYmxVpo5cyZqa2shkUjg7e2N559/3tQhMdbhcXJirJXs7OwwevRoEBGf0mPMSEw68Oubb76JQ4cOmerpGWOMNSI+Pt6Up6gPmnzKDE9PTyxevNjUYZhcQEAAFi1aBC8vL1OHIkpi3z8PHz7Etm3b8Je//MVkMaxfvx4A+PPEWi0gIMDUIZh+PqfevWQLjJgAACAASURBVHvzBWTUvRm8vLx4XzSiI+yfcePG4bnnnjPZ8x88eBAARL2PWMcghuTE15wYMxJTJibGOhtOTowxxkSHkxNjjDHR4eTEGGNMdDg5McYYEx2T99ZjrL3k5+cjMjISERERTc5i+6RSq9XIyMiAUqlEWVkZAMDFxUVnXqry8nJ89913WmUTJ05E9+7d2y1WQ5WUlCAvLw+vvfaaTp1SqURCQgKuX78OT09PjBs3TmekeZVKhdOnT+PChQsYOXIkhg8fLgxZJcaYzp07B1tbWzg6OrYqRlPiIyf2xDh37hx27dqFixcvmjoU0amoqMC6deswaNAgeHt7Iy8vD4GBgRgzZgyuXr2q1VYul8PZ2Rlr165FZGQk7O3tYWNjY6LIm3b79m0sXboUffr0wdGjR3Xqr1y5Ag8PD9jZ2eGDDz5ARUUFnJyckJqaKrQpLS2Fq6srCgoKEBwcjMTEREybNg01NTWijcnd3R2ffvqp1jIdDpmQv78/+fv7mzIE0QBA8fHxpg5DtIy1f27fvm2EaFpuz549bbbuln6eioqKaMqUKVReXq5VbmFhQQDI1dWV7t+/r7NcZGQkRUREtDje9pCRkUFZWVkEgN5//32deh8fHwoJCdEqmzdvHo0aNYqIiGpqamjkyJE0depUoV6tVpOjoyMtX75c1DGp1Wry8fGh7Oxsg2MUwfdRAh85sSfKs88+a7LnPnXqFFauXGmy52/MkiVLMH36dMjlcq1yJycnjB8/HpcvX0ZQUBDosZHObG1tRXvEpDFs2DC4uLg0Wl9cXIxLly5plVlaWkKlUgEAUlNTcebMGYSGhgr1mmlRYmJiUFlZKdqYpFIplixZgrCwMINjFANOTuyJUVtbi+TkZPzyyy9CWWFhIaKjo1FbW4ucnBysXr0aX375JWpra4U2RUVF2LRpE4gIKSkpWLlyJWJiYvDw4UMAQFJSEqKiorBjxw4AgEKhwMaNGxEVFYX4+HgAQHJyMvz8/KBUKrF161YkJSUBAO7cuYO1a9fi1q1b7bUbtGRkZODbb7+Fv7+/Tp1MJsNXX32Fvn37IjExEZGRkVr1ZmZmMDPT/gpRKBSIj4/HqlWrEBsbi8LCQq16ffY3ANy8eRM7d+5EREQEfvrpJyNtra4ZM2YgPT0d+/btA1B3refo0aNYtGgRAODIkSMAgEGDBmktN3DgQFRWVuL48eOijmns2LFQKBTCMh2KKY/b+LTef8H0h9Gi1tr9c+nSJfL39ycAtHnzZiIi+uabb6hHjx4EgNavX09vv/02+fr6EgBas2YNERHt27ePunfvTl26dKE///nPFBwcTJMmTSIANGzYMKqqqiIiIjc3N+rdu7fwfPfv3ydra2vy8vIiIqLz58+Tt7c39ejRg5KTk+n8+fNERLR9+3YCQBs2bGjxtmm05PP0xz/+kcaOHdtgnbu7OxERXbx4kaysrEgikVBSUpJQv3XrVoqJiREeX7hwgQYNGkSHDx+m0tJS+vzzz8nKyko4lanP/iYiOnXqFIWGhtK5c+coISGBrKys6N133zVou+pTqVSNnkIrKSkhZ2dnAkCLFy+m8ePH05EjR4R6Hx8fAkAqlUpruZSUFAJAkZGRoo8pLCyMPDw8DIpPBN9HCZycREIEbwZRM8b+yc7O1kpOREQrVqwgAPTjjz8KZUOGDKGhQ4cKj+fMmUMSiYRycnKEso8++ogA0JYtW4io7r1cPzlp1qNJTkREfn5+5ODgoNVGqVTS/v37G7ymY6iWfJ769etHQUFBDdZpkhMR0eHDh0kikZBcLqcrV64QkXZyUqlU5OLiQh9//LHWOgIDA8nCwoIuXbpERM3vb4VCQX369CGlUinUh4SEEABKS0szaNs0mkoERESlpaXUt29fAkBeXl5UUlKiFZtUKtVZJiMjgwBQeHi46GOKjo4mmUymk8yaIoLvI77mxJ4clpaWOmVdunQBAK1rAAMGDEBBQYHwuFu3bpDJZHBzcxPKVqxYAZlMZnBvKM107vXXPWvWLDz99NMGrccYqqqqkJ+fD3t7+2bbzpgxAx9++CEqKirg5+cHhUKhVX/ixAnk5eXB09NTq3zChAmoqqpCbGwsgOb394EDB/Dw4UN88MEHCA8PR3h4OIqLi9G3b19cu3atVdvbmNjYWIwePRrBwcFIS0vD8OHDhXisrKwaXEbTK87Ozk70McnlcqjV6jbbf22F73Ni7DFSqVTn4v/junbtit69e+P27dsGrfvx5GRKd+/eRU1NjZAwmhMREYGsrCwkJSUhKCgIEydOFOpyc3MB6H5xjho1CgBw+fLlRtdbf39funQJ9vb22Lhxo0Hb0lK7du1CfHw8fvnlF8hkMnh7e2PBggUIDw9HUlISHBwcUFNTA5VKpfXjRpOcBwwYIPqYNK9JUVFRm8TbVvjIibEWUKlUKCkpQZ8+fQxaTkzJyc7ODjY2NjpHQY2RSCTYt28fXFxckJiYiOjoaKHumWeeAQCkpaVpLePo6Ahzc3O9b9CVSqW4cuUKqqur9dyK1tmzZw98fHwgk9X9Tg8ODkZoaChOnjyJ8vJyuLq6AoBOx447d+4AaJvkZOyY7t27BwBwcHAweqxtiZMTYy2Qnp6OR48ewdfXF0Bdz7ZHjx41uYxEImnxjZttxc3NDaWlpTrlRIQHDx7olFtbWyMxMRFyuVzraGj48OEAoHOaMycnB9XV1XpPEjl48GBUVlZiy5YtWuXl5eXYtGmTXuswRHZ2NsrLy7XKpk2bhqqqKty6dQshISGwtLTE2bNntdpkZmbi5ZdfRv/+/UUfU3FxMSQSCV566SWjx9qWODmxJ4bmPhHNL0wAuH//PoC66y8ad+7cgUql0jq1p1artb6MDx06hNGjRwvJafz48bhz5w527dqFyspK7Nq1C2VlZcjPzxd+udrb26OkpAT5+fn49ddfUVlZiczMTLzyyitISUlps+1uyqhRoxocMaO4uBi///57gwnX2dkZcXFxWt3IBw8ejHnz5iE1NVXret2ZM2fQr18/4V6b5vZ3QEAAHBwcsHTpUqxbtw6XL19GQkICwsLCMHfuXGGZsLAwTJo0Sa8u+Jr939C2+Pn54ejRo1pd2dPT0+Hu7o5+/frBzs4O7733HtatWye8Hx49eoSkpCTExsZq7QMxxgQA169fx/jx4/HUU081G5eomLA3BvfWqwem7x0jaq3dP+np6UJX8oEDB9KxY8coJSWF+vTpQwBo/vz5VFxcTAcOHCBra2sCQKtWraLq6mpasGABSaVSeu+992jZsmX01ltv0ZQpU7R62CkUCvL09BRGVDhy5AjNmDGDJkyYQNu3byciouTkZJLJZGRjYyN0Hdf0gtO0aY2WfJ7u3r1LPXv2pGvXrgllBw8epFdffZUA0Lhx4+jUqVMNLrt69WqtruQPHz6k8PBwcnNzo927d9OOHTto8uTJVFBQQESk9/7Ozc2l/v37EwACQG5ubnTu3Dmt59b0ZPv888+b3L7jx49TQEAAAaCePXvS9u3bqbi4WKivrKykkJAQGjhwIEVFRdH8+fNp6tSplJ+fL7Spra2l5cuXk6+vL23YsIFWrlxJe/fu1XkuMcakUqnI1taWfvjhhyZjepwIvo+4K7lYiODNIGqm3D8LFiwgc3NzIiIqKCigioqKRtuWlpYK/3/48KFOfXl5uU638abWZ4iWfp62bNnS4i7Rt27d0ikrLy+ns2fPUmFhYYvWqXH9+nW6ceNGg3WPHj2i+Ph4+vrrr1v1HBqVlZWUm5tLd+/ebbSNWq3W6tLdEWJKSEigadOmGfzcIvg+4q7kjBnCwcEB1tbWjdb36NFD+H9Dp1HkcrlOt/Gm1tceQkNDUVZWhvPnzxu8bM+ePXXK5HI5RowY0eqR3x0dHfHCCy80WKdSqZCWloZJkya16jk0unbtCldX1yY7bkilUvTq1avRerHFlJeXh7i4OBw4cMAo8bS3DtuVPDc3F9999x2uXr0KT09PWFtbQyaTYdq0aaYOrc2dPHlSmNKgKePGjUNWVhaOHTuGcePGGe1D86R58OAB1Go1lEplo/eYdGRmZmbYvXs3Fi5ciNDQUAwbNszUITUrIyMDa9asEXq0iYGYYrpx4wbWrl2LnTt36n2rgNh0yCOnn3/+GcHBwfjLX/6CV155Be+//z78/f1x7tw5U4fWLjw8PJCeno7AwEAsXboUKpUKNTU1qKmpgUKhwP/7f/8Pb7/9No4fP46EhARERUXh5s2bpg67Q4qLi8PJkydBRFi+fDkuXLhg6pDahKWlJbZt29bkkYGYjB07VnRfumKKycLCArt37xa6+HdEpk/xLbB69WqMGjUKMpkMISEhmDhxYotOIezduxdBQUHNlolNjx49EBQUhA0bNsDJyQl/+tOfdNpIpVIMHDgQL7/8MrZt22bwc3TUfWNsvr6+mDx5svC4oVEmOpPGTqOxjkWfUT/ErkMeOZ08eVJrqP6WDNvf0PQFYp3SoCHNDXezcOFCvPjii8IpBkNu/uzo+8aY5HI5bGxshD+x/DJmrLPrUEdOv/32G86cOQOVSoW8vDwcOnQIQMP3CgDA1atXkZ6ejuzsbHh7e2P69OkA/jt9gUQiwdatW/Hcc8/ByspKp2zKlCkA6obvP3HiBIqKiuDt7Y033nhDeI7CwkIcOXIECxcuRG5uLr7++mu88MILmD17ts79Bu0lLi4Os2fPBlA3FXRDntR9wxjrGDpUcurWrZswIVqPHj3w/PPPA4Awr059UVFR+Prrr3Hq1CncuHEDY8aMQUlJCd555x10794d7u7uuHr1KpydnYUjr4bKkpOTceDAAbzzzjt4+umn4efnh6CgIGzcuBFJSUkICQnB7du3QUTIzs7G7du38be//Q1FRUUmOdKorKxEZGSkkJwa8qTuG8ZYB2LKjuwtuS/j999/15n/RqlUEgCt4fqdnJy07t3w8/OjSZMmaT1+fPqCx8v0Gb5fnykX9AED7yu4cuUKASAbGxt6/fXX6fXXX6eRI0eStbU1WVtbC+0uXbpEAGjHjh1CWUfbN0SiuO9C9Pi+QWYsIvi8JXSoIydDpKSkoFu3bgDqup0XFhYKQ6doNHQdpn5Z/eH7NeoP3+/p6dnoFADff/+9UbenMe7u7lozhd69e1cY56wxHXXfPD6oKNNWVFQEAEhISDBxJIy1XqdNTs8//zxOnjyJY8eOYfTo0ejbty8yMzO12jT3BdzS4fv1mXKhrTzzzDPNnjLrqPsmKioKUVFRLVr2SRIQEGDqEBhrtU6bnD766COcPn0a33//Pbp06YLDhw/rtGnuC7j+8P3m5uZtGq8xBQcHN1nfUfdNfHw8Zs6c2S7P1RG9+eabAICDBw+aOBLW0YlhapdO2WXqt99+Q2RkJObMmSOcWqo/wi/Q8PQFj5e19/D97YH3DWOsI+hwR06abuP1e+hprpdopkRQKpUA6q6LvPXWW8jKykJqaipUKhWUSiWISGv6AiKCnZ2dTpmvr68wfL9m7p6LFy/i0KFDwrTTzU0B0Fa/QDTzvVy/fr3JdhUVFQD+u0+ehH3DGOsETNUVg8jw3kX5+fkUGBgoTEvw7bffUklJCf3pT38iAOTs7Cz0DAsODiaZTEZOTk60ZcsWOnToEFlYWNDrr79OZWVlDU5f0FBZU8P36zsFgD5gQO+Yw4cP0+jRo4WYwsLC6OLFizrtfv75Z5owYQIBIA8PDzp+/HiH3DeG7p8nFffWY8Yigs9bguT/AjGJtj5HrlAotEZSUKlUWsPPVFRUwMzMTKtNQ2VA3UCKEomkzYZ3kUgk7XpNpSPtG6D9909HxNecmLGI4PN2sMOd1jPE41+ij4+Lprmht7kyoG74/s6E9w1jTMw6ZYcIxhhjHVunPnJijBmXWq1GRkYGlEqlMKeYi4sLPDw8tNqVl5fju+++0yqbOHFikxPnmUp5eTliY2NRUFCAyZMn44033oBUKtVqo1AosH//fvz2229wcnJCYGAgunbt2ug6y8rKsG3bNp17DlUqFU6fPo0LFy5g5MiRGD58uM5zNdXm3LlzsLW1fSLOVvCRE2NMLxUVFVi3bh0GDRoEb29v5OXlITAwEGPGjMHVq1e12srlcjg7O2Pt2rWIjIyEvb19i2YPaGt3797FH/7wB2RlZSEnJwc+Pj4YMWKEVpsrV66gf//++Oc//4n169cjNDQU7u7ujQ6qDADz589HdHS0VllpaSlcXV1RUFCA4OBgJCYmYtq0aVq3aDTXxt3dHZ9++ilSU1ONuBdEypTdMbh30X/B9L1jRM2U+2fPnj0dYt1t+XkqKiqiKVOmUHl5uVa5hYWF0Hv2/v37OstFRkZSREREm8RkDJs3b6aysjLhcUREBAGgM2fOCGU+Pj6UlZVFRESlpaU0f/58AkDBwcENrnPbtm3Ur18/6tWrl1BWU1NDI0eOpKlTpwplarWaHB0dafny5Xq30ZT5+PhQdnZ2K7e+cSL4PkrgIyfGmtCW81h1pDmylixZgunTp+t0inFycsL48eNx+fJlBAUF6QxNZWtrK8ojJqDu/rsJEyZozRarmUzT2toaAJCZmYnZs2fD3d0dQN1sCBERETAzM8O///1vnXVevXoV58+fh6+vr1Z5amoqzpw5g9DQUKFMKpVi3rx5iImJQWVlpV5tNGVLlixBWFiYkfaEOHFyYp2WQqFAfHw8Vq1ahdjYWBQWFgp1SUlJiIqKwo4dO4S2GzduRFRUFOLj4wH8d24rpVKJrVu3IikpCUDdAKubNm0CESElJQUrV65ETEyMcGN4a9Z9584drF27Frdu3WqfnaSHjIwMfPvtt/D399epk8lk+Oqrr9C3b18kJiYiMjJSq97MzExn7q6mXhegbh6w6Oho1NbWIicnB6tXr8aXX36pM5LJzZs3sXPnTkRERGgNfqwvCwsLvPTSS1pl2dnZ8PX1xaBBgwAAL774IgIDA7Xa2NvbY+jQoTrXz6qrq/G3v/0Nn332mc5zHTlyBACE9WoMHDgQlZWVOH78uF5tNMaOHQuFQiEs0xlxcmKdUlZWFry9vWFubo7w8HCUl5djwIAB2Lt3LwBgypQp2LFjB/7+978DqOtaHxQUhE8++US4VqCZ28rS0hLOzs5wcHBAXFwc3N3dsXTpUrz77rv48ssvkZ2djYULF2L06NGorq5u8boBIDExEf/zP/8jqpHF//GPf8DLy6vR2Ze7d++OxMREWFlZ4ZNPPsGxY8caXVdzr0tSUhKGDh2KRYsWYcOGDfjiiy+Qnp6OoKAgrS/95ORkrFq1Ch4eHnB1dYWfnx/Cw8NbvI1EhISEBKxYsQKbN28Wym1tbRscyaSwsBA+Pj5aZREREVi0aFGD++natWsAdKdP79mzJ4C6Iy592tTn7e2t82OgUzHlSUW+5vRfMP05XlEzZP+oVCpycXHRmt+LiCgwMJAsLCzo0qVLRFT3/uvdu7dWmyFDhpCXl5fwuKG5rebMmUMSiYRycnKEso8++ogA0JYtW1q1bqVSSfv372/w+k1z2urz1K9fPwoKCmqwzt3dXfj/4cOHSSKRkFwupytXrhAR0datWykmJoaI9H9dmpsHTJ+5xAyhVCopNDSUunbtKsyRlpGR0Wj706dPU+/evUmhUAhlKSkptGrVKuHx4sWLta45DRkyhKRSqc66MjIyCACFh4fr1aa+6OhokslkpFKpDNpefYjg+4ivObHO58SJE8jLy4Onp6dW+YQJE1BVVSWM/aevx385d+vWDTKZDG5ubkLZihUrIJPJDO5F1dC6Z82a1ehRSnurqqpCfn6+zq/5hsyYMQMffvghKioq4OfnB4VCoVWv7+vS2DxgBQUFALTnEgsPD0d4eLjWXGKG6tatG7Zt2waFQoH169dDoVDgnXfeabBtTU0NPv74Y3zzzTewsrICUNcVPSYmBh9++GGjz6Fp29D6AMDOzk6vNvXJ5XKo1eoWbXNHwPc5sU4nNzcXgO4XwqhRowAAly9fNmh9+gxQ27VrV/Tu3Ru3b982+rpN6e7du6ipqRESRnMiIiKQlZWFpKQkBAUFYeLEiUJda16X+vOAtXQuseaYmZlh0aJF+Pe//43Dhw/rDOkFAEuXLsWSJUu07utavHgxhg0bhm+++UYo+89//oNHjx7hyJEjsLGxgYODA2pqanTWqUngAwYMQF5eXrNt6tPsx6KiIp26zoCTE+t0NL2v0tLShC8+oG6YJXNzc4NvBNUngahUKpSUlGDChAlGX7cp2dnZwcbGRucoqDESiQT79u3D8OHDkZiYiCtXrgjXgoz1urT1XGLjxo1DcnKyTmLatm0bPDw8MHXqVK3y27dv44cfftAqq6iowIMHD/D+++/Dzc0Nr776KoC6a1VOTk5Cuzt37gCoSzya5NxUm/ru3bsHAML1ys6GT+uxTkczTf3jp9hycnJQXV0NLy8vAHU9zTRTsDSmobmtGpKeni5MHWLsdZuam5sbSktLdcqJCA8ePNApt7a2RmJiIuRyudbRkL6vS3Paei6xnJwcTJkyRavs6NGjICKhq7nG6dOncezYMRQVFWn9vfPOO+jRoweKiorw/fffIyQkBJaWljh79qzW8pmZmXj55ZfRv39/vdrUV1xcDIlEotPjsLPg5MQ6ncGDB2PevHlITU0VrlMAwJkzZ9CvXz/h/pDx48fjzp072LVrFyorK7Fr1y6UlZUhPz9f+FVafx6rX3/9VbjXRK1Wa33xHjp0CKNHjxaSU0vXnZmZiVdeeQUpKSntsav0MmrUKFy8eFGnvLi4GL///nuDSdjZ2RlxcXFa3cj1fV2amwcsICBAmEts3bp1uHz5MhISEhAWFoa5c+cKy4SFhWHSpEmNdst/+PAhVq9ejZycHKGsrKwM58+fx/r164WyH3/8EZ999hmqq6sRExODmJgYREdHY8GCBcjOzm52/wF1R6Dvvfce1q1bJ5yefPToEZKSkhAbGwszMzO92tR3/fp1jB8/Hk899ZReMXQ4puyOwb31/gum7x0jaobun4cPH1J4eDi5ubnR7t27aceOHTR58mQqKCgQ2igUCvL09BRGODhy5AjNmDGDJkyYQNu3byeihuexWrBgAUmlUnrvvfdo2bJl9NZbb9GUKVO0eti1dN2aHm+aNoZoq8/T3bt3qWfPnnTt2jWh7ODBg/Tqq68SABo3bhydOnWqwWVXr14t9NYjav510XcesKbmEtPo27cvAaDPP/+8wdiUSiV5eHiQRCKhYcOG0UcffUTR0dFavfAyMzOpW7duwvPU/3vqqae0Rpeob9myZVq99YiIamtrafny5eTr60sbNmyglStX0t69ew1uQ1TX89HW1pZ++OGHBp+/tUTwfZTAyUkkRPBmELWW7p/y8nI6e/YsFRYWNtqmtLRU+P/Dhw8bXEf9xLNgwQIyNzcnIqKCggKqqKgw2rqJqMn1NaUtP09btmzR6cqsr1u3bumU6fO66OP69et048aNBusePXpE8fHx9PXXXze5jnv37lFlZWWr4jCEWq2mkpKSVrVJSEigadOmGTs0gQi+j7grOevc5HI5RowYgd69ezfapkePHsL/GzpFIpfLG+3a7eDgIAx1Y6x1N7U+UwkNDRVOeRlKcxNpffq8LvpwdHRsdJJLlUqFtLQ0TJo0qcl12NjYNDnCuLFJpVL06tWrxW3y8vIQFxeHAwcOtEV4osHJiTEDPXjwAGq1Gkql0tShtBszMzPs3r0bmzdvxi+//GLqcPSSkZGBNWvWQCbrPJ2Sb9y4gbVr12Lnzp16d+/vqDg5MWaAuLg4nDx5EkSE5cuX48KFC6YOqd1YWlpi27Ztzf7qF4uxY8d2ui9wCwsL7N69W2uw2s6q8/ykYKwd+Pr6YvLkycLjx++FeRI0dhqNtT19RuroLDg5MWaAx6eMYIy1DT6txxhjTHQ4OTHGGBMdTk6MMcZEx+TXnNLT0/Hmm2+aOgxRWL9+PQ4ePGjqMESL90/T0tPTAYA/T6xTkPzf3cAm8cUXXyAtLc1UT8+Y0dy6dQs5OTl44403TB0KY0axZMkSvQfjbQMHTZqcGOssEhISEBAQAP44MWYUB/maE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdHh5MQYY0x0ODkxxhgTHU5OjDHGRIeTE2OMMdGRmToAxjqamzdvwtfXF9XV1ULZgwcPIJfLMWjQIK22Hh4e2Lt3b3uHyFiHx8mJMQM999xzqKqqwqVLl3TqKioqtB6/9dZb7RUWY50Kn9ZjrAWCgoIgkzX9204ikSAwMLCdImKsc+HkxFgLzJo1CzU1NY3WSyQSDB06FC+99FI7RsVY58HJibEWcHBwgKenJ8zMGv4ISaVSBAUFtXNUjHUenJwYa6G5c+dCIpE0WFdbW4uZM2e2c0SMdR6cnBhroTfffLPBcqlUitdeew29evVq54gY6zw4OTHWQs8++yzeeOMNSKVSnbq5c+eaICLGOg9OToy1wpw5c0BEWmVmZmaYPn26iSJirHPg5MRYK/j5+cHc3Fx4LJPJMHnyZMjlchNGxVjHx8mJsVZ4+umnMWXKFCFB1dTUYM6cOSaOirGOj5MTY600e/ZsqNVqAECXLl0wadIkE0fEWMfHyYmxVvLx8UG3bt0AAP7+/ujSpYuJI2Ks4+uQY+ulpaWhsLDQ1GEwJhg2bBiSk5Ph4OCAhIQEU4fDmGDEiBHo3bu3qcMwmIQe72rUAbz55ps4dOiQqcNgwE/M7QAAG55JREFUjDHRi4+P74g3hB/ssKf1/P39QURP3B9Q92YzdRym/ouPjwcAk8eh+aupqcGaNWtMHsfjf/x+ebL/OrIOm5wYExMzMzMsW7bM1GEw1mlwcmLMSJqbQoMxpj9OTowxxkSHkxNjjDHR4eTEGGNMdDg5McYYEx2+gsueaPn5+YiMjERERESHvFGxLanVamRkZECpVKKsrAwA4OLiAg8PD6125eXl+O6777TKJk6ciO7du7dbrPoqLy9HbGwsCgoKMHny5AanPFEoFNi/fz9+++03ODk5ITAwEF27dm10nWVlZdi2bRtWrlypVa5SqXD69GlcuHABI0eOxPDhw3Weq6k2586dg62tLRwdHY209R0LHzmxJ9q5c+ewa9cuXLx40dShiEpFRQXWrVuHQYMGwdvbG3l5eQgMDMSYMWNw9epVrbZyuRzOzs5Yu3YtIiMjYW9vDxsbGxNF3ri7d+/iD3/4A7KyspCTkwMfHx+MGDFCq82VK1fQv39//POf/8T69esRGhoKd3d3lJSUNLre+fPnIzo6WqustLQUrq6uKCgoQHBwMBITEzFt2jTU1NTo3cbd3R2ffvopUlNTjbgXOhDqgPz9/cnf39/UYZgEAIqPjzd1GCYXHx9Pxnr73r592yjraak9e/a02bpb8n4pKiqiKVOmUHl5uVa5hYUFASBXV1e6f/++znKRkZEUERHRqnjb0ubNm6msrEx4HBERQQDozJkzQpmPjw9lZWUREVFpaSnNnz+fAFBwcHCD69y2bRv169ePevXqJZTV1NTQyJEjaerUqUKZWq0mR0dHWr58ud5tNGU+Pj6UnZ3dom3uwN8XCXzkxJ54zz77rMme+9SpUzqng0xtyZIlmD59us6cVE5OThg/fjwuX76MoKAgnREIbG1tRXnEBABVVVWYMGECnnnmGaEsKCgIAGBtbQ0AyMzMxOzZs+Hu7g4A6NGjByIiImBmZoZ///vfOuu8evUqzp8/D19fX63y1NRUnDlzBqGhoUKZVCrFvHnzEBMTg8rKSr3aaMqWLFmCsLAwI+2JjoOTE3ui1dbWIjk5Gb/88otQVlhYiOjoaNTW1iInJwerV6/Gl19+idraWqFNUVERNm3aBCJCSkoKVq5ciZiYGDx8+BAAkJSUhKioKOzYsQNA3XWMjRs3IioqShh6KTk5GX5+flAqldi6dSuSkpIAAHfu3MHatWtx69at9toNgoyMDHz77bfw9/fXqZPJZPjqq6/Qt29fJCYmIjIyUqvezMwMZmbaXykKhQLx8fFYtWoVYmNjdQZs1mdfA8DNmzexc+dORERE4KeffjJ4uywsLPDSSy9plWVnZ8PX1xeDBg0CALz44osIDAzUamNvb4+hQ4fqXD+rrq7G3/72N3z22Wc6z3XkyBEAENarMXDgQFRWVuL48eN6tdEYO3YsFAqFsMyTgpMTe2Ll5uYiICAAr7/+OjIzMwHUJZWhQ4di0aJF2LBhA7744gukp6cjKChI+CKKi4uDu7s7li5dinfffRdffvklsrOzsXDhQowePRrV1dWYMmUKduzYgb///e8A6iYlDAoKwieffCJcn+jevTvc3d1haWkJZ2dnODg4AAASExPxP//zPyYZ3fwf//gHvLy88PTTTzdY3717dyQmJsLKygqffPIJjh071ui6srKy4O3tDXNzc4SHh6O8vBwDBgzA3r17Aei3r4G6JL5q1Sp4eHjA1dUVfn5+CA8Pb/E2EhESEhKwYsUKbN68WSi3tbWFRCLRaV9YWAgfHx+tsoiICCxatKjB/XTt2jUAdYmtvp49ewKoO+LSp0193t7eOj8GOj0Tn1dsEb7m1CHPIRuVsa45ZWdnEwDavHmzULZixQoCQD/++KNQNmTIEBo6dKjweM6cOSSRSCgnJ0co++ijjwgAbdmyhYjq3qe9e/fWer4hQ4aQl5eX8NjPz48cHBy02iiVStq/f3+D13UMZej7pV+/fhQUFNRgnbu7u/D/w4cPk0QiIblcTleuXCEioq1bt1JMTAwREalUKnJxcaGPP/5Yax2BgYFkYWFBly5dIqLm97VCoaA+ffqQUqkU6kNCQggApaWl6b1dGkqlkkJDQ6lr164EgGxsbCgjI6PR9qdPn6bevXuTQqEQylJSUmjVqlXC48WLF2tdcxoyZAhJpVKddWVkZBAACg8P16tNfdHR0SSTyUilUhm0vR34+4KvObEnm6WlpU6ZZrJAFxcXoWzAgAEoKCgQHnfr1g0ymQxubm5C2YoVKyCTyQzuXfX4r/Vu3bph1qxZjR69tJWqqirk5+fr/JpvyIwZM/Dhhx+ioqICfn5+UCgUWvUnTpxAXl4ePD09tconTJiAqqoqxMbGAmh+Xx84cAAPHz7EBx98gPDwcISHh6O4uBh9+/YVjj4M0a1bN2zbtg0KhQLr16+HQqHAO++802DbmpoafPzxx/jmm29gZWUFoK4rekxMDD788MNGn0PTtqH1AYCdnZ1ebeqTy+VQq9Ut2uaOiu9zYkwPUqm02SkIunbtit69e+P27dsGrbuhU0mmcPfuXdTU1Og9k29ERASysrKQlJSEoKAgTJw4UajLzc0FoPtFPWrUKADA5cuXG11v/X196dIl2NvbY+PGjQZtS3PMzMzw/9u776Aozv8P4O+VA1SQwxhUjEjEGol1gootZhQwlGiIesTEEgtEUceCo040xbElOOPokIigQohEqaKosWTAGhQDaiSCiSA1IEVB2p2HfH5/8GO/nEe5Ow6uPa8ZZ+TZ3Wef293Z527383yedevW4Y8//kBMTAwkEoncFxU/Pz9s2LBBZlzX+vXr4eDggDNnzvBl//77L8RiMWJjY2FpaQkbGxu8evVKrs7GDnzEiBHIyMhoc52mGo9jfn6+3DJ9xTonhlETiUSCoqIiuLi4KLWdtnROffv2haWlpdyvoJZwHIfjx49jwoQJiIuLw6NHj/h3QY1RcUlJSXyHBAC2trYwNjZWeICukZERHj16BKlUCmNjYyU/UducnJyQmJgo1zEFBQVh7Nix+Oijj2TKS0pKcPnyZZmyiooK1NTUYO3atbC3t8e0adMANLyrGjx4ML9eaWkpgIaOp7Fzbm2dpp4/fw4A/HtJQ8Ae6zGMmty6dQtisZgPLRYIBBCLxa1uw3GczMBMTbO3t0dxcbFcORGhpqZGrtzCwgJxcXEQCoUyv4YmTJgAAHKPONPS0iCVSuHo6KhQe0aPHo3q6moEBgbKlJeXl+Onn35SqI7WpKWlwcPDQ6bs1KlTICI+1LzR1atXcfbsWeTn58v8W7lyJaysrJCfn4+LFy9i2bJlMDU1xc2bN2W2T0lJwZgxYzB06FCF1mmqsLAQHMfJRRzqM9Y5MQZNIpEA+N83VgB48eIFgIZ3MI1KS0shkUhkHu3V1dXJ3JCjo6Px/vvv852Ts7MzSktLERISgurqaoSEhKCsrAxZWVn8N2Fra2sUFRUhKysLmZmZqK6uRkpKCsaPH48rV6502OduydSpU5vNllFYWIiCgoJmO9thw4YhPDxcJox89OjRWLx4Ma5duybzru7GjRsYMmQIP26nrWMtEolgY2MDPz8/+Pv7Iz09HZGRkfD29sbChQv5bby9veHq6tpi+H1tbS127dqFtLQ0vqysrAx3797F/v37+bLff/8d33//PaRSKQICAhAQEIADBw7Ax8cHf/31V5vHD2j4Bbp69Wr4+/vz14tYLEZ8fDyOHj2KLl26KLROU9nZ2XB2dkbXrl0VaoNe0FwwhupYtJ5ORt+olTqi9W7dukVz584lAPTuu+/S2bNn6cqVK2RnZ0cAaPny5VRYWEgnTpwgCwsLAkDffvstSaVS8vHxISMjI1q9ejVt2rSJvLy8yMPDQybCrrKykiZOnMhnVYiNjSVPT09ycXGh4OBgIiJKTEwkgUBAlpaWdPDgQSL6XyRc4zrtoez18uzZM+rduzc9fvyYL4uKiqJp06YRAHJycqKEhIRmt921axcfrUdEVFtbS76+vmRvb0+hoaF05MgRcnNzo9zcXCIihY/1w4cPaejQoQSAAJC9vT2lpqbK7HvQoEEEgPbt29ds26qqqmjs2LHEcRw5ODjQ9u3b6cCBAzJReCkpKWRmZsbvp+m/rl27ymSXaGrTpk0y0XpERPX19bR582Zyd3engwcP0tatWyksLEzpdYgaIh979epFly9fbnb/rdHh+0Uk65x0jA5fbGqlzvRFqvDx8SFjY2MiIsrNzaWKiooW1y0uLub/X1tbK7e8vLxcLmy8tfqUocr1EhgYKBfKrKinT5/KlZWXl9PNmzcpLy9PpTobZWdnU05OTrPLxGIxRURE0OnTp1ut4/nz51RdXd2udiijrq6OioqK2rVOZGQkzZ49W6X96/D9goWSM0x72djY8ClwmmNlZcX/v7nHMkKhUC5svLX6OtqKFSv4R17KahxE2pRQKMSkSZPanfXd1tYWAwYMaHaZRCJBUlISXF1dW63D0tKy1Qzj6mZkZIQ+ffqovE5GRgbCw8Nx4sSJjmieVjPYaL2qqiokJibixo0bzaYg0QfXrl1DQUGBTJmxsTGsrKzQr18/DBkyREMt0301NTWoq6tDVVVVi2NWdFWXLl0QGhqKNWvWYMWKFXBwcNB0k9qUnJyM3bt3QyDQn1taTk4O9uzZg2PHjikc3q9PDPaX04ULF7B27VqcPHlS003pMKNGjUJmZiYWLFiAJUuW4MWLFygpKUF8fDxEIhEGDhyIbdu2QSqVarqpOiU8PByXLl0CEWHz5s24d++eppukdqampggKCmrzW7+2mDlzpt7dwE1MTBAaGiqTrNaQ6M/XDCXNnTsXUVFR+PPPPzXdlA5jaWmJJUuWYPv27Rg0aBB8fHz4ZUSEmJgYLFu2DMnJyYiJien0jAS6yt3dHW5ubvzfzWWZ0BctPUZjOp4imTr0mcF2TkDzWZT1TUvvLjiOw9y5c/Hq1St4eXlh6tSpSE5OhomJSSe3UPe8PpUEwzDqZ1Cd07NnzxAdHY3s7Gy89957ICK50fn//fcfLly4gPz8fEyePBkzZszgl+Xl5SE2NhZr1qzBw4cPcfr0aQwYMACfffYZ38kRET/tspGREYYPHw4nJyeF6tcEkUiEsLAwnD9/HsnJyZgyZUqb7dTH48AwjHbR758NTTx69AizZs3CyJEjsWPHDpSWliIuLk6mc2otNb+i6f23bduGx48fY926dXB0dMS2bdsUql+TGpNzXr9+HYDhHgeGYbSIRiPZVaTKOKcJEybQpk2b+L/r6+vJzs6Ohg4dSkSKpeZvK71/fX09vfnmm5SYmMgv37lzp8L1KwJKjluoqKjgB4G2JDY2lgDQhx9+qDPHQdPjnHSFstcLo190+PxHGsRjvYSEBNy+fRvffPMNX8ZxHBwcHPhIq6ap+Rs1Tc0/ceLEFtP7X7x4ka9z2LBhEIlECAoKwuzZs+Hn56dw/ZpSVVUFoGE6AV07DvPmzVPtQxuQ/fv3IyoqStPNYBilGETndP/+fQANUyA31fSRnqqp+V+fSiEgIADz5s3DnDlzMGPGDISHh6NPnz4dlvpfHVJTUwE0JOs05OPAMIz2MIjOqTG55O3bt+VSzjd2UOpKzT9mzBikpqZiy5YtOHz4MMaNG4cHDx50eOp/VRERrl+/DiMjIzg5OSEsLEynjgP7RdA6juOwfv16zJ8/X9NNYTRAW6ZjUYVBBESMHDkSQMPjvZaoIzW/RCLBL7/8gh49euDHH3/EuXPnUFhYiNjY2A5P/a+q9evXIyUlBf7+/hg9erTBHgeGYbSMhl96qUTZgAipVErDhw8nc3Nzunr1KhERFRQUkLW1NZmbm9P9+/epqqqKbGxsyMTEhH744Qd6+PAhRURE0Lx58/iknBs3biQAlJWVxdft5uZGPXr0oPr6eqqtraVJkyZRfX09ETUEBlhZWdGpU6dILBa3Wb8ioOQLzvv37xMAevvtt2XKnzx5QqtWrSKO42jNmjV8uSLt1IbjwAIiFKPs9cLoFx0+/4aTlfzJkyfk4OBAAMjOzo4WLFhAHh4eNGXKFDp06BDV1ta2mppfkfT+lZWVZG1tTV5eXhQVFUX79u2jr7/+mm+DIqn/26LMxXbmzBmaPn06vz9HR0dycnIiNzc3mj17Nm3cuJHu3Lkjt50uHAfWOSlGh29OjBro8PmP5IiavMXWEY0RWqq8bygpKUH37t1hZmbWYtLOnJwccBynUuqWuro61NfXo6ioqMXt21M/x3GIiIjolHcI2nwcIiMjIRKJoIOXb6fqzOuF0T46fP6jDCIgoqmm0xe0lE3a1tZW5fobsyK3dsNtT/2diR0HhmE0xeA6J4ZhOlddXR2Sk5NRVVWFsrIyAA1j5MaOHSuzXnl5OX777TeZslmzZqFnz56d1lZlFRUVISMjA9OnT+fLUlNT0atXL/blq50MIlqPYRjNqKiogL+/P0aOHInJkycjIyMDCxYswAcffIB//vlHZl2hUIhhw4Zhz5492LlzJ6ytrWFpaamhlreupKQEfn5+sLOzw6lTp2SWjRo1Cnv37sW1a9c01Dr9wDonhlFBWFiYTtbdmQoKCrBw4UKsWrUKPXr0gJmZGb777juYmJigoqICc+bMQWVlJb8+x3EYN24cRCIRvLy8MH36dK0dp5OdnY1FixahtrZWbplAIEBAQAD27t2LBw8eaKB1+oF1TgyjpISEBGzdulXn6u5sGzZswMcffyw3xcjgwYPh7OyM9PR0LFq0SC6opVevXlr7i6mRg4ODTPqu1xkZGWHDhg3w9vbuxFbpF/bOiTEolZWVOH/+PNLT02FjYwNnZ2c+a0h8fDwyMzNhbm6O5cuXo7KyEmFhYZBKpbC2toZIJEJiYiLmzJkDjuNw+PBh9OvXDx4eHsjPz8eZM2ewcuVKXL16FRcvXsRbb72FZcuWoVu3bu2qu7S0FMHBwVi6dKnOzEybnJyMc+fO4ciRI3LLBAIBTp48CQcHB8TFxWHnzp3Yvn07v7y5edZaO2+AYtO4AJ07VcvMmTOxbt06xMbGwtPTs8P2o7c0G8quGlXGOekL6O64BbVSZZzTvXv3aOTIkRQTE0PFxcW0b98+Mjc3p59//plfx97envr378///eLFC7KwsCBHR0ciIrp79y5NnjyZrKysKDExke7evUvHjx+nnj17Urdu3ejLL7+kpUuXkqurKwEgBwcHevnypcp1ExEFBwcTADp48KDSx0lT18snn3xCM2fObHbZqFGjiIjowYMHZG5uThzHUXx8PL/88OHDFBAQwP/d1nk7c+YMWVlZEQDav38/ffHFF+Tu7k4AaPfu3Xw9CQkJtGLFCkpNTaXIyEgyNzenVatWqfwZJRIJAaC1a9e2uI63tzeNHTtW5X20lw7fLwxnEK6+0OGLTa2U7ZwkEgkNHz5cZjAwEdGCBQvIxMSE/v77byJquLaadiBEDdOBNHYgRERz5swhGxsbmXU+//xz4jiO0tLS+LLt27cTAAoMDGxX3VVVVfTrr78qlUGjkaaulyFDhtCiRYuaXdbYORERxcTEEMdxJBQK6dGjR0Qk2zkpet7amsZFXVO1NKVI53TgwAESCAQkkUhU2kd76fD9IpK9c2IMwoULF5CRkSE3JYeLiwtevnyJo0ePKlXf6y/qzczMIBAIYG9vz5dt2bIFAoFA6ait5ur+9NNP0aNHD6Xq0ZSXL18iKysL1tbWba7r6emJr776qtkACUDx89bSNC65ubkAZKdq8fX1ha+vr8xULR1FKBSirq6uQ/ehr9g7J8YgPHz4EID8wOupU6cCANLT05WqT5Eosu7du6N///4oKSlRe93a7NmzZ3j16hXfYbRlx44duH//PuLj47Fo0SLMmjWLX9ae89Z0GhdNTdXS2O78/HyMGDGiU/et69gvJ8YgvPHGGwCApKQkmXJbW1sYGxsrPdBTkQ5EIpGgqKgIdnZ2aq9bm/Xt2xeWlpZyv4JawnEcjh8/juHDhyMuLg4HDhzgl6nrvDWdqqUzPX/+HADkpuph2sY6J8YgTJgwAQDkHrGlpaVBKpXC0dERQEMkmVgsbrUujuPw6tWrNvd569YtiMViuLu7q71ubWdvb4/i4mK5ciJCTU2NXLmFhQXi4uIgFAplfg0pet7aoqmpWgoLC8FxHAYOHNhh+9BXrHNiDMLo0aOxePFiXLt2jX8PAQA3btzAkCFD+PEozs7OKC0tRUhICKqrqxESEoKysjJkZWXx34Ktra1RVFSErKwsZGZmorq6GkBDmp6mN9bo6Gi8//77fOekat0pKSkYP348rly50hmHSi2mTp3a7ADUwsJCFBQUNNtJDxs2DOHh4TKh34qet8YJRV++fMmvU1paColEAiKCSCSCjY0N/Pz84O/vj/T0dERGRsLb2xsLFy7kt/H29oarqyuePn3a5mdsPGetfeHIzs6Gs7Mzunbt2mZ9zGs0HJGhEhatp5PRN2qlSih5bW0t+fr6kr29PYWGhtKRI0fIzc2NcnNz+XUqKytp4sSJBIDeeecdio2NJU9PT3JxcaHg4GAiIkpMTCSBQECWlpZ8eLePjw8ZGRnR6tWradOmTeTl5UUeHh4yEXaq1t0Y0da4jjI0db08e/aMevfuTY8fP+bLoqKiaNq0aQSAnJycKCEhodltd+3aJRNK3tZ5U2QaF6lUqtBULYMGDSIAtG/fvlY/3/nz50kkEhEA6t27NwUHB1NhYaHMOhKJhHr16kWXL19W6tipkw7fL1goua7R4YtNrdozn1N5eTndvHmT8vLyWlynuLiY/39tbW2zdTTteHx8fMjY2JiIiHJzc6miokJtdRNRq/W1RpPXS2BgIPn6+qq07dOnT+XKFDlvisjOzqacnJxml4nFYoqIiKDTp0+3ax9ERJGRkTR79ux219MeOny/YKHkjOERCoWYNGkS+vfv3+I6TadWae6RjFAobDG028bGBhYWFmqtu7X6tNWKFStQVlaGu3fvKr1t79695coUOW+KsLW1bXEqF4lEgqSkJLi6urZrHxkZGQgPD8eJEyfaVY8hY50Tw6hBTU0N6urqUFVVpemmaI0uXbogNDQUhw4dwp07dzTdHIUkJydj9+7d/HxkqsjJycGePXtw7NgxhcPpGXmsc2KYdgoPD8elS5dARNi8eTPu3bun6SZpDVNTUwQFBelMTsCZM2e2u0MxMTFBaGgoHwbPqIYNwmWYdnJ3d4ebmxv/t6mpqQZbo51amxFZ3yiSGYNpG+ucGKadXp8SgmGY9mOP9RiGYRitwzonhmEYRuuwzolhGIbROqxzYhiGYbQOR/T/OeV1yLx58xAdHa3pZjAMw2i9iIgIzJ8/X9PNUFaUTnZOSUlJyMvL03QzGIZhtJ46smpogG52TgzDMIxei2LvnBiGYRitwzonhmEYRuuwzolhGIbROgIAUZpuBMMwDMM0cev/ADUpPN77X+RtAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def make_model(input_shape, num_classes):\n", " inputs = keras.Input(shape=input_shape)\n", " x = layers.Flatten()(inputs)\n", " if num_classes == 2:\n", " activation = \"sigmoid\"\n", " units = 1\n", " else:\n", " activation = \"softmax\"\n", " units = num_classes\n", " outputs = layers.Dense(units, activation=activation)(x)\n", " return keras.Model(inputs, outputs)\n", "\n", "\n", "model = make_model(input_shape=image_size, num_classes=2)\n", "keras.utils.plot_model(model, show_shapes=True)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ixwtcs_s1nji" }, "source": [ "## Train the model\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 636 }, "id": "mzaGa4mz1njj", "outputId": "898a58c3-0a05-472f-8281-0bc779376278" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "586/586 [==============================] - 19s 30ms/step - loss: 179.2366 - accuracy: 0.5178 - val_loss: 411.1019 - val_accuracy: 0.5045\n", "Epoch 2/50\n", "561/586 [===========================>..] - ETA: 0s - loss: 131.2057 - accuracy: 0.5213" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"accuracy\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m )\n\u001b[0;32m---> 11\u001b[0;31m model.fit(\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0mtrain_ds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mepochs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcallbacks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mval_ds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m )\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 65\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1214\u001b[0m _r=1):\n\u001b[1;32m 1215\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mon_train_batch_begin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1216\u001b[0;31m \u001b[0mtmp_logs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1217\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata_handler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshould_sync\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1218\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masync_wait\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/util/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 150\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 151\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 152\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 908\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 909\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mOptionalXlaContext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jit_compile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 910\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 911\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 912\u001b[0m \u001b[0mnew_tracing_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexperimental_get_tracing_count\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/def_function.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 940\u001b[0m \u001b[0;31m# In this case we have created variables on the first call, so we run the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 941\u001b[0m \u001b[0;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 942\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 943\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 944\u001b[0m \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 3128\u001b[0m (graph_function,\n\u001b[1;32m 3129\u001b[0m filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[0;32m-> 3130\u001b[0;31m return graph_function._call_flat(\n\u001b[0m\u001b[1;32m 3131\u001b[0m filtered_flat_args, captured_inputs=graph_function.captured_inputs) # pylint: disable=protected-access\n\u001b[1;32m 3132\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1957\u001b[0m and executing_eagerly):\n\u001b[1;32m 1958\u001b[0m \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1959\u001b[0;31m return self._build_call_outputs(self._inference_function.call(\n\u001b[0m\u001b[1;32m 1960\u001b[0m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[1;32m 1961\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 596\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0m_InterpolateFunctionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 597\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcancellation_manager\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 598\u001b[0;31m outputs = execute.execute(\n\u001b[0m\u001b[1;32m 599\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msignature\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 600\u001b[0m \u001b[0mnum_outputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_outputs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/miniconda3/lib/python3.8/site-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[1;32m 59\u001b[0m inputs, attrs, num_outputs)\n\u001b[1;32m 60\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "epochs = 50\n", "\n", "callbacks = [\n", " keras.callbacks.ModelCheckpoint(\"save_at_{epoch}.h5\"),\n", "]\n", "model.compile(\n", " optimizer=keras.optimizers.Adam(1e-3),\n", " loss=\"binary_crossentropy\",\n", " metrics=[\"accuracy\"],\n", ")\n", "model.fit(\n", " train_ds, epochs=epochs, callbacks=callbacks, validation_data=val_ds,\n", ")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "smjeG0W21njj" }, "source": [ "After 50 epochs, we're up to 64% accuracy on the test set, but still close to chance on the validation set.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "TO_jOMfA1njj" }, "source": [ "## Run inference on new data\n", "\n", "Note that data augmentation and dropout are inactive at inference time.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "-0DzdyI_1njj" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(180, 180, 1)\n", "This image is 0.00 percent cat and 100.00 percent dog.\n" ] } ], "source": [ "img = keras.preprocessing.image.load_img(\n", " \"bear.jpg\", target_size=image_size, color_mode=\"grayscale\"\n", ")\n", "img_array = keras.preprocessing.image.img_to_array(img)\n", "print(img_array.shape)\n", "img_array = tf.expand_dims(img_array, 0) # Create batch axis\n", "\n", "predictions = model.predict(img_array)\n", "score = predictions[0]\n", "print(\n", " \"This image is %.2f percent cat and %.2f percent dog.\"\n", " % (100 * (1 - score), 100 * score)\n", ")\n", "#\"PetImages/Cat/6779.jpg\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "cat_regression", "provenance": [] }, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }