{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QF_0i-K8kTVb"
},
"source": [
"# MNIST: classifying handwritten digits"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "LlmawXUaDKeY"
},
"outputs": [],
"source": [
"IS_COLAB = ('google.colab' in str(get_ipython()))\n",
"if IS_COLAB:\n",
" %tensorflow_version 2.x"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "4gxhcMwIkWhE"
},
"outputs": [],
"source": [
"# Standard Python libraries\n",
"from __future__ import absolute_import, division, print_function, unicode_literals\n",
"\n",
"import os\n",
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"import glob\n",
"import matplotlib.pyplot as plt\n",
"from pylab import subplot,imshow,title,gray,NullLocator\n",
"import imageio\n",
"from IPython import display\n",
"import sklearn\n",
"from sklearn.metrics import confusion_matrix, accuracy_score, precision_recall_fscore_support\n",
"from sklearn.metrics import ConfusionMatrixDisplay\n",
"\n",
"from time import time\n",
"\n",
"np.random.seed(0)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "odJ0Jm89tWiL",
"outputId": "ff002017-2684-4e11-a340-2384c9e4d856"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.4.1\n"
]
}
],
"source": [
"\n",
"# TensorFlow ≥2.0 is required\n",
"import tensorflow as tf\n",
"from tensorflow.keras import layers\n",
"from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n",
"from tensorflow.keras.models import Model, Sequential\n",
"from tensorflow.keras import regularizers\n",
"from tensorflow.keras.datasets import mnist\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense, Dropout, Activation\n",
"from tensorflow.keras.models import model_from_json\n",
"\n",
"from tensorflow.keras.layers import Flatten\n",
"from tensorflow.keras.layers import Conv2D\n",
"from tensorflow.keras.layers import MaxPooling2D\n",
"#from tensorflow.keras.utils import np_utils\n",
"assert tf.__version__ >= \"2.0\"\n",
"\n",
"print(tf.__version__)\n",
"#tf.config.run_functions_eagerly(False)\n",
"#import os\n",
"#os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "xOKiUiBwDKeb"
},
"outputs": [],
"source": [
"plt.style.use('ggplot')\n",
"plt.rcParams['font.family'] = 'sans-serif'\n",
"plt.rcParams['font.serif'] = 'Ubuntu'\n",
"plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
"plt.rcParams['font.size'] = 10\n",
"plt.rcParams['axes.labelsize'] = 10\n",
"plt.rcParams['axes.labelweight'] = 'bold'\n",
"plt.rcParams['axes.titlesize'] = 10\n",
"plt.rcParams['xtick.labelsize'] = 8\n",
"plt.rcParams['ytick.labelsize'] = 8\n",
"plt.rcParams['legend.fontsize'] = 10\n",
"plt.rcParams['figure.titlesize'] = 12\n",
"plt.rcParams['image.cmap'] = 'jet'\n",
"plt.rcParams['image.interpolation'] = 'none'\n",
"plt.rcParams['figure.figsize'] = (16, 8)\n",
"plt.rcParams['lines.linewidth'] = 2\n",
"\n",
"colors = ['#008fd5', '#fc4f30', '#e5ae38', '#6d904f', '#8b8b8b', '#810f7c', '#137e6d', '#be0119', '#3b638c', '#af6f09']"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "P3187ubvDKeb",
"outputId": "c57f1648-1b76-4a55-fb8f-1f52f86bec7f"
},
"outputs": [],
"source": [
"if IS_COLAB:\n",
" from google.colab import drive\n",
" drive.mount('/gdrive')\n",
" filepath = \"/gdrive/My Drive/colab_data/\"\n",
"else:\n",
" filepath = \"./\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "kPsNrP1DDKec"
},
"outputs": [],
"source": [
"def save_model(m,filename):\n",
" model_json = m.to_json()\n",
" with open(filepath+filename+\".json\", \"w\") as json_file:\n",
" json_file.write(model_json)\n",
" # serialize weights to HDF5\n",
" m.save_weights(filepath+filename+\".h5\")\n",
" print(\"Saved model to disk\")\n",
"\n",
"def load_model_weights(filename, model):\n",
" model.load_weights(filepath+filename+\".h5\")\n",
" print(\"Loaded weights from disk\")\n",
" return model\n",
"\n",
"def load_model(filename):\n",
" json_file = open(filepath+filename+'.json', 'r')\n",
" loaded_model_json = json_file.read()\n",
" json_file.close()\n",
" m = model_from_json(loaded_model_json)\n",
" # load weights into new model\n",
" m.load_weights(filepath+filename+\".h5\")\n",
" print(\"Loaded model from disk\")\n",
" return m"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "NfhOJjDRDKee"
},
"outputs": [],
"source": [
"def displayData(X, t, rows=10, cols=10, img_ind=None, size =16, class_value = False):\n",
" if len(X)>rows*cols:\n",
" img_ind = np.random.permutation(len(X))[0:rows * cols]\n",
" else:\n",
" img_ind = range(rows*cols)\n",
" fig = plt.figure(figsize = (size,size))\n",
" #fig.patch.set_facecolor('white')\n",
" ax = fig.gca()\n",
" for i in range(100):\n",
" plt.subplot(10,10,i+1)\n",
" plt.imshow([255-x for x in X[img_ind[i]]], cmap='gray', interpolation='gaussian')\n",
" if class_value:\n",
" plt.title(\"{}\".format(t[img_ind[i]]),fontsize = 16, color='C1')\n",
" plt.gca().xaxis.set_major_locator(plt.NullLocator())\n",
" plt.gca().yaxis.set_major_locator(plt.NullLocator())\n",
" plt.axis('off')\n",
" plt.subplots_adjust(top=1)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"id": "PboiEpqyDKee"
},
"outputs": [],
"source": [
"def plotMeasure(history_train, history_test, title=''):\n",
" plt.figure(figsize = (12,8))\n",
" plt.plot(history_train, marker='o', markersize=5, label='Train')\n",
" plt.plot(history_test, marker='o', markersize=5, label='Test')\n",
" plt.legend()\n",
" plt.gca().xaxis.set_major_locator(plt.NullLocator())\n",
" plt.title(title)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "-T6kTk6mf3i8"
},
"outputs": [],
"source": [
"def plotData(X, Y, c, npixel=28):\n",
" image = np.array(X[c,:])\n",
" plt.figure(figsize = (4,4))\n",
" plt.imshow((image.reshape(npixel, npixel)), cmap='Greys', interpolation='gaussian')\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "sD8kJjVSby4T"
},
"outputs": [],
"source": [
"def plot_label_dist(predictions_probs, true_label):\n",
" plt.figure(figsize = (4,4))\n",
" thisplot = plt.bar(range(10), predictions_probs, color=\"#777777\")\n",
" plt.ylim([0, 1]) \n",
" thisplot[predicted_class].set_color('C0')\n",
" thisplot[true_label].set_color('C1')\n",
" plt.grid(False)\n",
" plt.xticks(range(10))\n",
" plt.yticks([])\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OFilqREUAXnb"
},
"source": [
"Load set of images with their correct classification. Split the set in a training set, used for learning a classifier, and a test (validation) set, used for checking the quality of the classifier"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ewFEapIN01R3",
"outputId": "ff31e4de-fc26-43a0-8e8c-acacc1bf57c7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape of training set of images: (60000, 28, 28). 60000 images of size 28x28\n",
"Shape of test set of images: (10000, 28, 28). 10000 images of size 28x28\n",
"Number of classes: 10\n"
]
}
],
"source": [
"(train_images, train_labels), (test_images, test_labels) = tf.keras.datasets.mnist.load_data() \n",
"class_names = [str(x) for x in range(10)]\n",
"train_images = train_images / 255.0\n",
"test_images = test_images / 255.0\n",
"print(f'Shape of training set of images: {train_images.shape}. {train_images.shape[0]} images of size {train_images.shape[1]}x{train_images.shape[2]}')\n",
"print(f'Shape of test set of images: {test_images.shape}. {test_images.shape[0]} images of size {test_images.shape[1]}x{test_images.shape[2]}')\n",
"nb_classes = np.unique(train_labels).shape[0]\n",
"print(f'Number of classes: {nb_classes}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JPt4Jd5bn7Iz"
},
"source": [
"An image is coded as a matrix 28x28 reals in [0,1] (higher value = darker color)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Li2pk_JFDKef",
"outputId": "3b356511-d986-4523-f7eb-9d461e1dd703"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.012', '0.071', '0.071', '0.071', '0.494', '0.533', '0.686', '0.102', '0.651', '1.000', '0.969', '0.498', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.118', '0.141', '0.369', '0.604', '0.667', '0.992', '0.992', '0.992', '0.992', '0.992', '0.882', '0.675', '0.992', '0.949', '0.765', '0.251', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.192', '0.933', '0.992', '0.992', '0.992', '0.992', '0.992', '0.992', '0.992', '0.992', '0.984', '0.365', '0.322', '0.322', '0.220', '0.153', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.071', '0.859', '0.992', '0.992', '0.992', '0.992', '0.992', '0.776', '0.714', '0.969', '0.945', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.314', '0.612', '0.420', '0.992', '0.992', '0.804', '0.043', '0.000', '0.169', '0.604', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.055', '0.004', '0.604', '0.992', '0.353', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.545', '0.992', '0.745', '0.008', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.043', '0.745', '0.992', '0.275', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.137', '0.945', '0.882', '0.627', '0.424', '0.004', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.318', '0.941', '0.992', '0.992', '0.467', '0.098', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.176', '0.729', '0.992', '0.992', '0.588', '0.106', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.063', '0.365', '0.988', '0.992', '0.733', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.976', '0.992', '0.976', '0.251', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.180', '0.510', '0.718', '0.992', '0.992', '0.812', '0.008', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.153', '0.580', '0.898', '0.992', '0.992', '0.992', '0.980', '0.714', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.094', '0.447', '0.867', '0.992', '0.992', '0.992', '0.992', '0.788', '0.306', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.090', '0.259', '0.835', '0.992', '0.992', '0.992', '0.992', '0.776', '0.318', '0.008', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.071', '0.671', '0.859', '0.992', '0.992', '0.992', '0.992', '0.765', '0.314', '0.035', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.216', '0.675', '0.886', '0.992', '0.992', '0.992', '0.992', '0.957', '0.522', '0.043', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.533', '0.992', '0.992', '0.992', '0.831', '0.529', '0.518', '0.063', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n",
"['0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000', '0.000']\n"
]
}
],
"source": [
"for i in range(train_images.shape[1]):\n",
" l = []\n",
" for j in range(train_images.shape[2]):\n",
" l.append('{0:5.3f}'.format(train_images[0,i,j]))\n",
" print(l)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "E5aSlDYvDKeg",
"outputId": "a1923aa2-cf30-41db-da49-0ad4f0bef14b"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"displayData(train_images[0:100], train_labels[0:100], class_value=True)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"id": "Fxm14pdIDKeh"
},
"outputs": [],
"source": [
"train_labels_onehot = tf.keras.utils.to_categorical(train_labels, nb_classes)\n",
"test_labels_onehot = tf.keras.utils.to_categorical(test_labels, nb_classes)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uDImjhD2DKeh",
"outputId": "13e9cf73-04c2-495d-9b41-c81aac4190f1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5 0 4 1 9]\n"
]
}
],
"source": [
"print(train_labels[0:5])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3BMpFESpDKei",
"outputId": "4cf06f44-f019-4ed1-db23-6ffaeae3c3a5"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
" [1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
" [0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
" [0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]]\n"
]
}
],
"source": [
"print(train_labels_onehot[0:5,:])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zpealLh6ojEW"
},
"source": [
"First approach: \n",
"* For each class, compute a linear combination of the ($28\\times 28 =784$) values $x_i, i=1,\\ldots, 784$ of the image, plus a constant (*bias*) $b$: that is, $785$ coefficients $w_1,\\ldots, w_{784}, b$ must be defined for each class, for a total number of $785\\times 10=7850$ coefficients\n",
"* For each class, to the value resulting from the linear combination $$\\sum_{i=1}^{784}w_ix_i+b$$ a suitable nonlinear function is applied (in this case the *exponential* function $e^{x}$)\n",
"* The resulting values, one for each class, are *normalized* to sum to $1$\n",
"* The result can be interpreted as a set of probabilities, associated to the set of disjoint events: the image belongs to the $i$-th class (it is a $0, 1, \\ldots, 9$)\n",
"* A strategy for assigning the image to a class can then be applied, such as assigning to the class of largest probability. In case, risk minimization approaches can be applied\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "znseRaSxDKei",
"outputId": "e2fc78b8-5f51-46a9-92e7-1883d7d0e274",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_3\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"flatten_3 (Flatten) (None, 784) 0 \n",
"_________________________________________________________________\n",
"dense_7 (Dense) (None, 10) 7850 \n",
"=================================================================\n",
"Total params: 7,850\n",
"Trainable params: 7,850\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model0 = tf.keras.Sequential([\n",
" tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
" tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
"])\n",
"\n",
"model0.summary()\n",
"model0.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rjIg5FfpzR3i",
"outputId": "b94c165b-0c8c-41dd-a4f8-ed2e2d3880f7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded weights from disk\n"
]
}
],
"source": [
"model0 = load_model_weights('softmax', model0)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kXvelDnaDKej",
"outputId": "39cb3929-4abe-4ff8-f5f4-adf249b58450"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
" 8/469 [..............................] - ETA: 6s - loss: 2.3335 - accuracy: 0.0700"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"469/469 [==============================] - 8s 17ms/step - loss: 1.0523 - accuracy: 0.7179 - val_loss: 0.3834 - val_accuracy: 0.9016\n",
"Epoch 2/20\n",
"469/469 [==============================] - 10s 20ms/step - loss: 0.3747 - accuracy: 0.9024 - val_loss: 0.3195 - val_accuracy: 0.9133\n",
"Epoch 3/20\n",
"469/469 [==============================] - 10s 20ms/step - loss: 0.3267 - accuracy: 0.9103 - val_loss: 0.2977 - val_accuracy: 0.9168\n",
"Epoch 4/20\n",
"469/469 [==============================] - 11s 24ms/step - loss: 0.2996 - accuracy: 0.9173 - val_loss: 0.2847 - val_accuracy: 0.9200\n",
"Epoch 5/20\n",
"469/469 [==============================] - 18s 39ms/step - loss: 0.2919 - accuracy: 0.9190 - val_loss: 0.2786 - val_accuracy: 0.9234\n",
"Epoch 6/20\n",
"469/469 [==============================] - 24s 52ms/step - loss: 0.2818 - accuracy: 0.9216 - val_loss: 0.2759 - val_accuracy: 0.9237\n",
"Epoch 7/20\n",
"469/469 [==============================] - 18s 39ms/step - loss: 0.2764 - accuracy: 0.9228 - val_loss: 0.2699 - val_accuracy: 0.9235\n",
"Epoch 8/20\n",
"469/469 [==============================] - 26s 56ms/step - loss: 0.2707 - accuracy: 0.9237 - val_loss: 0.2707 - val_accuracy: 0.9255\n",
"Epoch 9/20\n",
"469/469 [==============================] - 22s 46ms/step - loss: 0.2638 - accuracy: 0.9265 - val_loss: 0.2660 - val_accuracy: 0.9271\n",
"Epoch 10/20\n",
"469/469 [==============================] - 18s 39ms/step - loss: 0.2610 - accuracy: 0.9269 - val_loss: 0.2642 - val_accuracy: 0.9266\n",
"Epoch 11/20\n",
"469/469 [==============================] - 19s 40ms/step - loss: 0.2593 - accuracy: 0.9275 - val_loss: 0.2655 - val_accuracy: 0.9265\n",
"Epoch 12/20\n",
"469/469 [==============================] - 17s 37ms/step - loss: 0.2523 - accuracy: 0.9309 - val_loss: 0.2650 - val_accuracy: 0.9261\n",
"Epoch 13/20\n",
"469/469 [==============================] - 14s 30ms/step - loss: 0.2538 - accuracy: 0.9314 - val_loss: 0.2635 - val_accuracy: 0.9277\n",
"Epoch 14/20\n",
"469/469 [==============================] - 16s 35ms/step - loss: 0.2530 - accuracy: 0.9298 - val_loss: 0.2654 - val_accuracy: 0.9262\n",
"Epoch 15/20\n",
"469/469 [==============================] - 15s 32ms/step - loss: 0.2508 - accuracy: 0.9307 - val_loss: 0.2635 - val_accuracy: 0.9259\n",
"Epoch 16/20\n",
"469/469 [==============================] - 12s 25ms/step - loss: 0.2528 - accuracy: 0.9297 - val_loss: 0.2605 - val_accuracy: 0.9285\n",
"Epoch 17/20\n",
"469/469 [==============================] - 11s 24ms/step - loss: 0.2541 - accuracy: 0.9296 - val_loss: 0.2611 - val_accuracy: 0.9283\n",
"Epoch 18/20\n",
"469/469 [==============================] - 11s 24ms/step - loss: 0.2500 - accuracy: 0.9311 - val_loss: 0.2618 - val_accuracy: 0.9282\n",
"Epoch 19/20\n",
"469/469 [==============================] - 11s 23ms/step - loss: 0.2405 - accuracy: 0.9337 - val_loss: 0.2621 - val_accuracy: 0.9289\n",
"Epoch 20/20\n",
"469/469 [==============================] - 11s 24ms/step - loss: 0.2360 - accuracy: 0.9347 - val_loss: 0.2624 - val_accuracy: 0.9280\n",
"time spent training 302.719\n"
]
}
],
"source": [
"callback = tf.keras.callbacks.EarlyStopping(monitor='loss', patience=3)\n",
"time_start = time()\n",
"history0 = model0.fit(train_images, train_labels, batch_size=128, epochs=20, verbose=1, validation_data=(test_images, test_labels), callbacks=[callback])\n",
"print('time spent training {:0.3f}'.format(time() - time_start))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sN8qnOhgDKek",
"outputId": "1199be79-fa61-4269-e169-bac34f22ea58"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved model to disk\n"
]
}
],
"source": [
"save_model(model0, 'softmax')"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "pQGS5HwYDKek",
"outputId": "04b04ae1-a29a-4152-cefa-a110348aa158"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" loss | \n",
" accuracy | \n",
" val_loss | \n",
" val_accuracy | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.680553 | \n",
" 0.831033 | \n",
" 0.383422 | \n",
" 0.9016 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.361792 | \n",
" 0.902250 | \n",
" 0.319509 | \n",
" 0.9133 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.318907 | \n",
" 0.912417 | \n",
" 0.297745 | \n",
" 0.9168 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.299706 | \n",
" 0.916983 | \n",
" 0.284657 | \n",
" 0.9200 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.288013 | \n",
" 0.920433 | \n",
" 0.278607 | \n",
" 0.9234 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" loss accuracy val_loss val_accuracy\n",
"0 0.680553 0.831033 0.383422 0.9016\n",
"1 0.361792 0.902250 0.319509 0.9133\n",
"2 0.318907 0.912417 0.297745 0.9168\n",
"3 0.299706 0.916983 0.284657 0.9200\n",
"4 0.288013 0.920433 0.278607 0.9234"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"history0_df = pd.DataFrame(history0.history)\n",
"history0_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history0_df.loss, history0_df.val_loss, 'Loss')\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 470
},
"id": "pafZiGiJDKel",
"outputId": "9f0d260b-a0fd-4eba-b66e-9eda73f4b4af"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history0_df.accuracy, history0_df.val_accuracy, 'Accuracy')"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"id": "Okrfhyfnrkc-"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
}
],
"source": [
"predictions_train = np.argmax(model0.predict(train_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7COv-S_Kr7jV",
"outputId": "14ac1f61-7fb7-4aea-8072-195a7076d5d7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[5735 1 21 13 12 47 32 6 51 5]\n",
" [ 1 6579 29 24 5 21 2 9 60 12]\n",
" [ 19 57 5424 99 64 27 47 58 146 17]\n",
" [ 12 21 118 5598 7 161 14 33 117 50]\n",
" [ 8 29 31 8 5449 7 46 15 44 205]\n",
" [ 41 21 39 163 46 4870 63 13 127 38]\n",
" [ 30 12 44 0 35 78 5678 3 37 1]\n",
" [ 10 24 61 24 43 11 3 5867 18 204]\n",
" [ 23 97 44 138 21 129 27 13 5297 62]\n",
" [ 18 26 18 82 107 33 2 127 47 5489]]\n"
]
}
],
"source": [
"print(confusion_matrix(train_labels, predictions_train))"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(train_labels, predictions_train, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Accuracy: $$\\frac{\\text{\\# items classified correctly}}{\\text{\\# items}}$$\n",
"\n",
"Precision class $i$: $$\\frac{\\text{\\# items from class $i$ classified correctly}}{\\text{\\# items classified as class $i$}}$$\n",
"\n",
"Recall class $i$: $$\\frac{\\text{\\# items from class $i$ classified correctly}}{\\text{\\# items from class $i$}}$$\n",
"\n",
"F-score class $i$: $$\\frac{\\text{Precision classe $i$} \\times \\text{Recall classe $i$}}{\\text{Precision classe $i$}+\\text{Recall classe $i$}}$$"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2kTAZ3MCsaoo",
"outputId": "7405d301-2d16-42a1-a680-91c6a61a395c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set accuracy: 0.933\n"
]
}
],
"source": [
"print('Training set accuracy: {0:5.3f}'.format(accuracy_score(train_labels, predictions_train)))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WmQN7JtMs6kj",
"outputId": "d9fd478f-958b-485f-eeea-0949d39f362d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set\n",
"Class 0: precision= 0.98, recall= 0.97, f-measure= 0.97\n",
"Class 1: precision= 0.98, recall= 0.97, f-measure= 0.97\n",
"Class 2: precision= 0.91, recall= 0.92, f-measure= 0.92\n",
"Class 3: precision= 0.90, recall= 0.91, f-measure= 0.91\n",
"Class 4: precision= 0.94, recall= 0.94, f-measure= 0.94\n",
"Class 5: precision= 0.90, recall= 0.90, f-measure= 0.90\n",
"Class 6: precision= 0.96, recall= 0.96, f-measure= 0.96\n",
"Class 7: precision= 0.95, recall= 0.94, f-measure= 0.94\n",
"Class 8: precision= 0.90, recall= 0.90, f-measure= 0.90\n",
"Class 9: precision= 0.91, recall= 0.91, f-measure= 0.91\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(train_labels, predictions_train, average=None)\n",
"print('Training set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.2f}, recall={2:5.2f}, f-measure={2:5.2f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"id": "3jc7W1LltKL0"
},
"outputs": [],
"source": [
"predictions_test = np.argmax(model0.predict(test_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Hq5nwOdStV8d",
"outputId": "b69bbb57-09dc-409b-a8c5-0fbec0800c0f"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 957 0 2 2 0 8 6 2 2 1]\n",
" [ 0 1112 3 2 0 1 4 2 11 0]\n",
" [ 4 8 926 18 7 4 10 9 43 3]\n",
" [ 2 0 17 928 1 20 2 9 25 6]\n",
" [ 1 1 5 2 912 0 8 4 11 38]\n",
" [ 7 2 2 39 8 780 11 7 31 5]\n",
" [ 9 3 9 1 7 16 908 2 3 0]\n",
" [ 1 6 22 10 6 1 0 941 5 36]\n",
" [ 5 7 5 21 9 23 7 9 880 8]\n",
" [ 9 8 1 9 21 7 0 14 9 931]]\n"
]
}
],
"source": [
"print(confusion_matrix(test_labels, predictions_test))"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(test_labels, predictions_test, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Mg0DzFuftbIE",
"outputId": "8d285b37-d2e0-47bf-d34e-57a7fd532a77"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set accuracy: 0.927\n"
]
}
],
"source": [
"print('Test set accuracy: {0:5.3f}'.format(accuracy_score(test_labels, predictions_test)))"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MnRzSycctsaS",
"outputId": "61b42bd1-77b4-46ec-cd1d-cfce0f4392e5"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision= 0.98, recall= 0.97, f-measure= 0.97\n",
"Class 1: precision= 0.98, recall= 0.97, f-measure= 0.97\n",
"Class 2: precision= 0.90, recall= 0.92, f-measure= 0.92\n",
"Class 3: precision= 0.92, recall= 0.91, f-measure= 0.91\n",
"Class 4: precision= 0.93, recall= 0.93, f-measure= 0.93\n",
"Class 5: precision= 0.87, recall= 0.89, f-measure= 0.89\n",
"Class 6: precision= 0.95, recall= 0.95, f-measure= 0.95\n",
"Class 7: precision= 0.92, recall= 0.93, f-measure= 0.93\n",
"Class 8: precision= 0.90, recall= 0.88, f-measure= 0.88\n",
"Class 9: precision= 0.92, recall= 0.91, f-measure= 0.91\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(test_labels, predictions_test, average=None)\n",
"print('Test set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.2f}, recall={2:5.2f}, f-measure={2:5.2f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 290
},
"id": "NEdpVpqakqSW",
"outputId": "26a92b6d-925c-4d2d-945f-507299477841"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Item 9845\n",
"Image shape: (28, 28)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"c = np.random.randint(0, test_images.shape[0])\n",
"img = test_images[c]\n",
"print(\"Item \"+str(c))\n",
"print('Image shape: {}'.format(img.shape))\n",
"plotData(test_images, test_labels, c)\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 321
},
"id": "WyIAyKjihqBM",
"outputId": "417f338c-ca95-41eb-e599-6a402e1f68e5"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape of tensor input to model: (1, 28, 28)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicted probabilities: [0.0000, 0.9851, 0.0046, 0.0013, 0.0003, 0.0000, 0.0000, 0.0060, 0.0022, 0.0005]\n",
"Class: 1. Prediction: 1\n"
]
}
],
"source": [
"tensor = (np.expand_dims(img,0))\n",
"print('Shape of tensor input to model: {}'.format(tensor.shape))\n",
"predictions_probs = np.squeeze(model0.predict(tensor))\n",
"predicted_class = np.squeeze(np.argmax(predictions_probs, axis=-1))\n",
"plot_label_dist(predictions_probs, test_labels[c])\n",
"print(\"Predicted probabilities: [\"+\", \".join('%5.4f'%x for x in predictions_probs)+\"]\")\n",
"print(\"Class: \"+str(test_labels[c])+\". Prediction: \" + str(predicted_class))"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jde8eaRbuIsh",
"outputId": "d9c9f166-afa6-40ce-c062-a6bb0946f583"
},
"outputs": [],
"source": [
"weights = model0.layers[1].get_weights()[0]\n",
"bias = model0.layers[1].get_weights()[1]"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 362
},
"id": "sKnXsXPSxmEa",
"outputId": "dd0f6f45-ef7f-4b85-cf6c-6a3a5961b33f"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,16))\n",
"fig.patch.set_facecolor('white')\n",
"for i in range(10):\n",
" ax = subplot(2,5,i+1,frame_on=False, facecolor=\"#F8F8F8\")\n",
" ax.xaxis.set_major_locator(NullLocator())\n",
" ax.yaxis.set_major_locator(NullLocator())\n",
" imshow(weights[:,i].reshape(28,28), interpolation='gaussian', \n",
" cmap=plt.get_cmap('Greys'), vmin=np.mean(weights[:,i])-3.5*np.std(weights[:,i]), \n",
" vmax=np.mean(weights[:,i])+2.5*np.std(weights[:,i]), aspect='auto')\n",
" plt.title(i)\n",
"plt.subplots_adjust(top=0.4)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "b0ayIHQcz2W7",
"outputId": "ffdcc552-2328-4b43-bcfb-f55cd3c97a23"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_4\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"flatten_4 (Flatten) (None, 784) 0 \n",
"_________________________________________________________________\n",
"dense_8 (Dense) (None, 512) 401920 \n",
"_________________________________________________________________\n",
"dropout_3 (Dropout) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_9 (Dense) (None, 10) 5130 \n",
"=================================================================\n",
"Total params: 407,050\n",
"Trainable params: 407,050\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model1 = tf.keras.Sequential([\n",
" tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
" tf.keras.layers.Dense(512, activation=tf.nn.relu),\n",
" tf.keras.layers.Dropout(rate=0.2),\n",
" tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
"])\n",
"model1.summary()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"id": "mhDTXiok0sLc"
},
"outputs": [],
"source": [
"model1.compile(optimizer='adam', \n",
" loss='sparse_categorical_crossentropy',\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BrhxkaP308_i",
"outputId": "51922ef5-b9dc-45c6-e55d-1b5df1980d74"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded weights from disk\n"
]
}
],
"source": [
"model1 = load_model_weights('nn3', model1)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "e_s-71bW1K2a",
"outputId": "4fb15cb2-344b-460b-ddee-61cba2fd59c2"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"469/469 [==============================] - 10s 22ms/step - loss: 0.4942 - accuracy: 0.8577 - val_loss: 0.1384 - val_accuracy: 0.9595\n",
"Epoch 2/10\n",
"469/469 [==============================] - 14s 29ms/step - loss: 0.1320 - accuracy: 0.9620 - val_loss: 0.1001 - val_accuracy: 0.9704\n",
"Epoch 3/10\n",
"469/469 [==============================] - 16s 34ms/step - loss: 0.0885 - accuracy: 0.9746 - val_loss: 0.0780 - val_accuracy: 0.9772\n",
"Epoch 4/10\n",
"469/469 [==============================] - 17s 37ms/step - loss: 0.0624 - accuracy: 0.9814 - val_loss: 0.0690 - val_accuracy: 0.9782\n",
"Epoch 5/10\n",
"469/469 [==============================] - 18s 39ms/step - loss: 0.0516 - accuracy: 0.9844 - val_loss: 0.0641 - val_accuracy: 0.9796\n",
"Epoch 6/10\n",
"469/469 [==============================] - 20s 42ms/step - loss: 0.0401 - accuracy: 0.9883 - val_loss: 0.0607 - val_accuracy: 0.9810\n",
"Epoch 7/10\n",
"469/469 [==============================] - 22s 48ms/step - loss: 0.0350 - accuracy: 0.9900 - val_loss: 0.0637 - val_accuracy: 0.9798\n",
"Epoch 8/10\n",
"469/469 [==============================] - 21s 44ms/step - loss: 0.0293 - accuracy: 0.9909 - val_loss: 0.0620 - val_accuracy: 0.9815\n",
"Epoch 9/10\n",
"469/469 [==============================] - 25s 54ms/step - loss: 0.0233 - accuracy: 0.9929 - val_loss: 0.0595 - val_accuracy: 0.9826\n",
"Epoch 10/10\n",
"469/469 [==============================] - 24s 52ms/step - loss: 0.0192 - accuracy: 0.9941 - val_loss: 0.0591 - val_accuracy: 0.9828\n",
"time spent training 187.936\n"
]
}
],
"source": [
"callback = tf.keras.callbacks.EarlyStopping(monitor='loss', patience=3)\n",
"time_start = time()\n",
"history1 = model1.fit(train_images, train_labels, batch_size=128, epochs=10, verbose=1, validation_data=(test_images, test_labels), callbacks=[callback])\n",
"print('time spent training {:0.3f}'.format(time() - time_start))"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jO1xTHVu1k_y",
"outputId": "d274e196-e08a-4172-8446-f6c4b7a16f35"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved model to disk\n"
]
}
],
"source": [
"save_model(model1,'nn3')"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "zdbcUTYq1tfR",
"outputId": "8a52b99b-7216-4f2a-df47-af3170051a1e"
},
"outputs": [
{
"data": {
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" \n",
" 2 | \n",
" 0.085425 | \n",
" 0.975017 | \n",
" 0.078049 | \n",
" 0.9772 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.063371 | \n",
" 0.980967 | \n",
" 0.068981 | \n",
" 0.9782 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.051225 | \n",
" 0.984367 | \n",
" 0.064092 | \n",
" 0.9796 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" loss accuracy val_loss val_accuracy\n",
"0 0.288287 0.916933 0.138449 0.9595\n",
"1 0.123108 0.963933 0.100078 0.9704\n",
"2 0.085425 0.975017 0.078049 0.9772\n",
"3 0.063371 0.980967 0.068981 0.9782\n",
"4 0.051225 0.984367 0.064092 0.9796"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"history1_df = pd.DataFrame(history1.history)\n",
"history1_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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O1Ev73nK7GgAAAAzRgCPE4XBYhYWFkqRQKKTq6upe9zz66KO6+OKLJUnLly/Xeeedp6amJt15551atWqVPJ6euXvNmjVas2aNJGnVqlUqKCgY8gcZTUeWnamWP69WaFelspYud7scAAAADMGAgTgUCikcDkuSIpGIQqFQj+uvvvqqmpqadM4550iSsrKyJEk5OTmaMmWKGhsblZeX1+M55eXlKi8v73xcW1s7tE8xypySBdKfV6vptZcVOffdbpcDAACAQZg6dWqf5wdsmSgtLdXGjRslSRUVFSotLe28tnv3bj3zzDO6/vrrO891hOfW1lYdOHBAOTk5Qyo8GZkFSyVjpO2bZKMtbpcDAACAIRhwhLi4uFh+v1+33HKLZs2apZKSEj344IO67rrr9Mgjj6ixsVF33XWXQqGQvvjFL+rpp5/WunXrZK3V5ZdfLp9vUAtZpBSTnSPNKpHe2i5VbpTKTne7JAAAAJwiY621bhdRU1PjdgknzfntI7JPPypz0aXyXPNxt8sBAADAAE65ZQJ9MwuXSZLsprUuVwIAAIChIBCfqqJSKTMkHdgnW3fI7WoAAABwigjEp8j4fNK8xZIYJQYAAEhlBOIh6GqbeNPlSgAAAHCqCMRDYBa+LXGwZYNsPO5uMQAAADglBOIhMAWTpcnTpEiztGub2+UAAADgFBCIh6hjlJi2CQAAgNREIB4iAjEAAEBqIxAP1dwyyeeT3tou23TU7WoAAABwkgjEQ2SCGVLJAsla2S3r3S4HAAAAJ4lAPAw6V5tgPWIAAICUQyAeBt3XI7bWulwNAAAATgaBeDhMP00anys11ks1e9yuBgAAACeBQDwMjDEyC5ZKkuxG2iYAAABSCYF4uHS2TRCIAQAAUgmBeJiYBUslY6Ttm2WjUbfLAQAAwCARiIeJGTdemjlbirVJlRvdLgcAAACDRCAeRoa2CQAAgJRDIB5GbOMMAACQegjEw6l4rpSRKR2olq077HY1AAAAGAQC8TAyPp80b4kk2iYAAABSBYF4mNE2AQAAkFoIxMOsIxBry3rZeNzdYgAAADAgAvEwMxMLpUlTpUiztKvS7XIAAAAwAALxCKBtAgAAIHUQiEcA6xEDAACkDgLxSJi7SPL6pLd2yDYfc7saAAAAnACBeASYjEypZL5kHdnN690uBwAAACdAIB4hHW0Tom0CAAAgqRGIR0j3iXXWWperAQAAQH8IxCNl+mlSzgSpsU6q2et2NQAAAOgHgXiEGI9HZkHHKDFtEwAAAMmKQDySFhKIAQAAkh2BeASZBUsTB5WbZKNRV2sBAABA3wjEI8jkTJBmzpZibdL2jW6XAwAAgD4QiEcY2zgDAAAkNwLxCOvaxplADAAAkIwIxCNt9lwpI1Pav1e2/rDb1QAAAOA4BOIRZnx+ad5iSYwSAwAAJCMC8SgwLL8GAACQtAjEo6Cjj1hb1svG4+4WAwAAgB4IxKPATCyUJk2Rws3SW9vdLgcAAADdEIhHCW0TAAAAyYlAPEpYfg0AACA5EYhHy9wyyeuTdm2XbW5yuxoAAAC0IxCPEpORKZXMl6wjbVnndjkAAABoRyAeRWzjDAAAkHwIxKOoeyC21rpcDQAAACQC8eiaXiSNGy811Er797pdDQAAAEQgHlXG46FtAgAAIMkQiEcb6xEDAAAkFQLxKDMLEoFYlZtkW6PuFgMAAAAC8WgzOROkmcVSW6tUucntcgAAANIegdgF9BEDAAAkDwKxC7q2caaPGAAAwG0EYjfMnicFM6X9e2XrD7tdDQAAQFojELvA+PzSvDJJtE0AAAC4jUDsko62CRGIAQAAXEUgdknnxLot62WduMvVAAAApC8CsUvMpCnSxEIp3CTt2u52OQAAAGmLQOyirtUmaJsAAABwC4HYRZ1tE5sJxAAAAG4hELtpXpnk9UpVlbLNTW5XAwAAkJYIxC4yGSFp9nzJOtLW9W6XAwAAkJYIxC5jG2cAAAB3EYhd1n0bZ2uty9UAAACkH99gbnr44YdVVVWloqIirVy5svP8Y489pnXr1kmSrrnmGpWVlSkSiei+++5Tc3OzysvLtWLFihEpfMyYUSSNGy/V10oHqqUpM9yuCAAAIK0MOEJcVVWlaDSqO+64Q7FYTDt27Oi8tmLFCt1111366le/qscff1yS9Nxzz+mcc87R7bffrueff16xWGzkqh8DjMcjs2CppMQoMQAAAEbXgCPElZWVKisrkySVlZVp+/btKikpkSRNmjRJkuT3+3vcf/3118vj8WjWrFmqqanRzJkze7zmmjVrtGbNGknSqlWrVFBQMDyfJkVFzjxPR//xF/krNyn3muvdLgcAACCtDBiIw+GwCgsLJUmhUEjV1dW97nn00Ud18cUXS5Kam5uVmZnZeX9TU+/lxMrLy1VeXt75uLa29tSqHyPszMQ/MFo3rdXh/TUy/oDLFQEAAIw9U6dO7fP8gC0ToVBI4XBYkhSJRBQKhXpcf/XVV9XU1KRzzjlHkpSVlaVIJCIpEaazsrKGVHg6MDm5iV7i1lZp+ya3ywEAAEgrAwbi0tJSbdy4UZJUUVGh0tLSzmu7d+/WM888o+uvv77H/RUVFXIcR7t37+43iaOnztUmNtJHDAAAMJoGDMTFxcXy+/265ZZbZIxRSUmJHnzwQUnSI488osbGRt1111265557JEkXXnihXn75Zd1yyy264IILevQXo3+sRwwAAOAOY5Ng8duamhq3S3CdjbXJufEjUrRFnrsflMlL74mGAAAAw+2Ue4gxOozPL81NrOZhNzNKDAAAMFoIxEmko21CtE0AAACMGgJxEumcWLd5nawTd7kaAACA9EAgTiaTpkgTC6Vwk/TWjoHvBwAAwJARiJOIMYbVJgAAAEYZgTjJdAVi1iMGAAAYDQTiZDN3seT1SrsqZcO9t70GAADA8CIQJxmTGZJmz5McR9qywe1yAAAAxjwCcRIyC2ibAAAAGC0E4iRkFrUvv7bpTSXBRoIAAABjGoE4Gc0olsaNl+oPSwf2uV0NAADAmEYgTkLG45GZv1QSbRMAAAAjjUCcrFiPGAAAYFQQiJNUx3rEqqyQbWt1txgAAIAxjECcpMz4XGl6kdTaKm3f7HY5AAAAYxaBOImxjTMAAMDIIxAnMbZxBgAAGHkE4mRWskAKBKV9u2Ub6tyuBgAAYEwiECcx4/dLc8skSXYzbRMAAAAjgUCc5MzCxK51oo8YAABgRBCIk1xnH/HmdbJO3OVqAAAAxh4CcbKbPFXKnyQ1H5N273S7GgAAgDGHQJzkjDGdbROsNgEAADD8CMQpwCzqCMT0EQMAAAw3AnEqmLdY8nqlqm2y4Wa3qwEAABhTCMQpwGSGpOK5kuNIW9e7XQ4AAMCYQiBOEV19xLRNAAAADCcCcYro2sb5TVlrXa4GAABg7CAQp4qZs6XsHKnukHRwn9vVAAAAjBkE4hRhPB6ZBUsl0TYBAAAwnAjEqaRb2wQAAACGB4E4hZgFiUCsbRWybW3uFgMAADBGEIhTiJmQJ00/TWqNSjs2u10OAADAmEAgTjFdq02wjTMAAMBwIBCnGNYjBgAAGF4E4lRTskAKBKXqt2Qb69yuBgAAIOURiFOM8fuluWWSJLtpnbvFAAAAjAEE4hTU0Ucs+ogBAACGjECcgjon1m1ZJ+vEXa4GAAAgtRGIU9HkaVL+JKnpmLS7yu1qAAAAUhqBOAUZY1h+DQAAYJgQiFOUYRtnAACAYUEgTlXzlkgej1S1VTbc7HY1AAAAKYtAnKJMKEsqnic5jrR1g9vlAAAApCwCcQqjbQIAAGDoCMQprGsb57Wy1rpcDQAAQGoiEKeyWcVS9jip7pB0sMbtagAAAFISgTiFGY9XZv5SSbRNAAAAnCoCcarr1jYBAACAk0cgTnFm4dLEwbYK2bY2V2sBAABIRQTiFGcm5EvTZkmtUWnHZrfLAQAASDkE4jGga7UJ+ogBAABOFoF4DGA9YgAAgFNHIB4L5iyQAgGpepdsY73b1QAAAKQUAvEYYPwBqbRMkmQ3M0oMAABwMgjEY0RH24RomwAAADgpBOIxonNi3eZ1so7jcjUAAACpg0A8VhROk/ImSk1HpT073a4GAAAgZRCIxwhjDKtNAAAAnAIC8Rhi2MYZAADgpBGIx5L5iyWPR6raJhsJu10NAABASiAQjyEmlC0VlUrxuLR1g9vlAAAApAQC8RhD2wQAAMDJIRCPMd0n1llrXa4GAAAg+RGIx5rTSqSscVLtQenQfrerAQAASHq+wdz08MMPq6qqSkVFRVq5cmXn+eeff15PPPGE5s6dq89+9rOSpBdeeEFPPvmkcnNzVVJSomuvvXZkKkefjMcrs2Cp7GsvyW5aKzN5qtslAQAAJLUBR4irqqoUjUZ1xx13KBaLaceOHZ3XTj/9dH3961/v9ZzLLrtMt912G2HYLaxHDAAAMGgDBuLKykqVlZVJksrKyrR9+/bOazk5OfJ4er/E6tWrdeutt6qiomIYS8VgmQWJQKxtFbKxNneLAQAASHIDtkyEw2EVFhZKkkKhkKqrq094//Lly3XeeeepqalJd955p1atWtUrNK9Zs0Zr1qyRJK1atUoFBQWnWj/6UlCgupnFiu2p0vjDNQqUvd3tigAAAJLWgIE4FAopHE5s8hCJRBQKhU54f1ZWlqTE6PGUKVPU2NiovLy8HveUl5ervLy883Ftbe1JF44Tc+YtlvZUqfFvL8gzZZbb5QAAALhu6tS+51YN2DJRWlqqjRs3SpIqKipUWlp6wvs7wnNra6sOHDignJyck60Vw6Br+TXWIwYAADiRAQNxcXGx/H6/brnlFhljVFJSogcffFCS9MYbb+j73/++Nm7cqG9961uSpKefflpf+9rXdNttt+nyyy+XzzeohSww3OYslAIBae8u2aMNblcDAACQtIxNgt0bampq3C5hTIrfd5u0ca3MdZ+T550XuF0OAACAq065ZQKpq6NtQhtpmwAAAOgPgXgMMwuXSZLs5jdlHcflagAAAJITgXgsK5wu5RVITUelvVVuVwMAAJCUCMRjmDGma5SYtgkAAIA+EYjHuM7l1zazjTMAAEBfCMRj3bwlkvFIO7fKRsJuVwMAAJB0CMRjnMnKlopLpXhc2rbB7XIAAACSDoE4DZgFHbvW0TYBAABwPAJxGujaxplADAAAcLy0DMRxx+q16ib9uqJWr1U3Ke64vlnfyCqaI4WypcMHZA+xKyAAAEB3PrcLGG1xx+q25/eqsi6iaMwq6DMqzc/UbRfOkNdj3C5vRBiPV2b+Etk3/iq76U2ZSX1vWwgAAJCO0m6EeG1Ns7bWRtQSs7KSWmJWlXURra1pdru0kbWofT1i2iYAAAB6SLtAXNXQotZ4zxaJaMxqV0OLSxWNjo6JddpaIRtrc7cYAACAJJJ2gbg4N0MZvp6tER4jzZoQdKmi0WHyCqSpM6VoRNq51e1yAAAAkkbaBeJlU7NUmp/ZIxTHrfTH7Q0Kt8VdrGzkda02wTbOAAAAHdIuEHs9RrddOEM3nT1NH1lcoGuXFCjbb7R2f1hfema3Dja1ul3iiDEL6SMGAAA4XtoFYikRipdPz9bVZQW6alGBvvWeIk3PCWjPkVbd9Mfd2nJojG5xPGeB5A9Ie6pkjza4XQ0AAEBSSMtAfLwp4wK6+92ztHRKlo5G47r5ub16vuqI22UNOxMISqULJUl28zp3iwEAAEgSBOJ22QGvbjl/ut43N1cxx+q+V/br528ekmPH1qYdHW0Tom0CAABAEoG4B6/H6P+ePlmfXD5ZHiM9sbleq17cp0ib43Zpw6b7Ns7WGTufCwAA4FQRiPvwntJc3XrBDGUFPPpHdZO+8uxuHW4eI2v3Tpkh5RZIx45Ie3e5XQ0AAIDrCMT9WDolS/e8e5amjvNrV0NUN/3xLW2rjbhd1pAZY1h+DQAAoBsC8QlMzwnqnnefprLJITW2xPW1Z/foxbeOul3WkHVvmwAAAEh3BOIBjAt6dduFM/Tukglqc6y+/dca/c/6w6k92W7+Usl4pJ1bZFvG6BJzAAAAg0QgHgSfx+hTZ0zWDW+fJI+RHt1Yp3tfrlE0lpqT0kxWtlQ0R4rHpa0VbpcDAADgKgLxIBljdOm8PH39/OkK+T36255j+sqze1QXTs3JdrRNAAAAJBCIT9Kyqdm6+92zVJjt1876Ft30x93aUdfidlknrWsbZybWAQCA9EYgPgUzxwd177tnacHETNVHYvrKs7v11z0pNtnutDlSKEs6fED20H63qwEAAHANgfgU5WT4dMdFM3VR8Xi1xq3uealGj1bUyqbIZDvj9Urzl0iibQIAAKQ3AvEQ+L1G/3pmoVYumygj6X821Oo7f92fMpPtaJsAAAAgEA+ZMUbvn5+vr66YpgyfRy/uPqqb1+xRQyTmdmkD6phYp60VsrHUnBwIAAAwVATiYXLG9HG6+10zNTHkU2Vdi27641uqqk/uyXYmb2JiK+doRNq5ze1yAAAAXEEgHkan5WboW5ecprkFmaoNJybb/WPvMbfLOrEFiVFi56lHZNe/JuvEXS4IAABgdBGIh9mETJ/uLJ+h80/LUUvM6psv7tMTm+qScrKddeJSZfvGHNs3y3ngXjnfvZVQDAAA0gqBeAQEvB7deNYUfXTJRFlJP193WPf/fb/a4kk22a5irdR9ybVoi7SrMnEeAAAgTRCIR4gxRlcuyteXz52moNfo+aqj+vpze3WkJXkm29m9O6XWaM+T0RbZvVXuFAQAAOACAvEIe+fMcVr1rlnKD/m05XBEN/1xt3Y3Rgd+4igwM2ZLgWCv83bzm7LR5KgRAABgpBGIR0FxXmKy3Zz8DB1qbtMXn9mt1/c1uV2WVLZMKiqVghmSMZLfLxlPop/43q/I1te6XSEAAMCIMzYJZnvV1NS4XcKoiMYc3f/3/Xp59zEZSSuXTdJl83JljHGtJuvEpYq1snurZGYUy+YVyP7nf0i1B6WcCfL8y1dlZs9zrT4AAIDhMnXq1D7PE4hHmbVWv66o0/+rSIy+Xjx7vD6xvFB+r3uh+Hi26aicH90tbauQfD6Zj35anrMucrssAACAISEQJ5mX3jqq+/++X61xq0WTQ/rSudOUE/S6XVYnG4vJ/vqnsi+sliSZd71f5oP/LONJnhoBAABOBoE4CW2vi+iuv+xTQySmwmy/vn7+dE0f33uSm5ucF/4g+6ufSPG4tGiZPB+/SSaU7XZZAAAAJ41AnKRqw22664VqVTVEleX36AvnTtPbpmS5XVYPdluFnB+tkpqOSYXT5Pn0zTKF09wuCwAA4KQQiJNYS8zR9/5Wo1f2NsljpBvePlnvm5vrdlk92MMH5PzwLmnfbimUJc///aLMwre5XRYAAMCgEYiTnGOtfrm+Vo9tqpMkvWfOBN1w+mT5PEk02a4lLOdn35XW/UMyHpmrr5O56FJXV8kAAAAYLAJxinhh1xH94O8H1OZYLSkM6YvnTFN2Mk22cxzZp34pu/pRSZI5u1zmI5+S8ftdrgwAAODECMQpZOvhiP7jxWodaYlr6riAvn7+dE3NCbhdVg/Oay/JPnSf1NYqlcyX51NflslJrjYPAACA7gjEKeZQU5vu+ku13mqMKjvg0ZfOnabFhUk22W73Djk/uEtqrJPyCuT59NdkZs52uywAAIA+EYhTULgtru/8db9e29ckr5E+sbxQ754zwe2yerBHGuT8539IVdukQFCelf8mc/o5bpcFAADQC4E4RcUdq1+sO6wnt9RLki6dm6uVyybJm0yT7dpaZX/xn7KvPC9JMv90jcyl18h4PC5XBgAA0IVAnOLW7GzUf716QDFHevvULP372VOVFUiiyXbWyj77lOzjD0vWkZa9U56VN8pkZLpdGgAAgCQC8Ziw6VBY33xxn45F45oxPqCbV0xX4bjkmmxnN74h5yffkiLN0vTTEn3FBZPdLgsAAIBAPFYcONaqO/9Srb1HWjUu6NVXzp2mhZNDbpfVgz1QLef7d0qHaqTsHHk+9RWZ0oVulwUAANIcgXgMCbfF9a2Xa/RGTbN8HulTZxSqfPYEt8vqwTY3yfnJvdLmNyWvT+bDn5DnvHe7XRYAAEhjBOIxJu5YPfTmIf1ua4Mk6f3z8/SxpROTa7JdPC77+MOya56SJJkL3ifzoRtkvMnT+wwAANIHgXiMemZ7o3782gHFrXTG9Gx97qwpCvmTK3A6Lz8r+8h/SfGYNH+JPJ/4okzWOLfLAgAAaYZAPIZtONCsu1/ap6ZWR6dNCOprK6ZrUnZybaVsd2yW85/flI4dkSYWyvOZm2WmznS7LAAAkEYIxGNczdFWfeOFatUca9X4DK++et50zZuYXEue2brDcn54p7R3l5SRKc/Hb5JZvNztsgAAQJogEKeBpmhc97y8T+sPhOXzGP3rmYU6v2i822X1YKMtsg/dJ/vGXyVjZD7wMZl3f0DGJE/vMwAAGJsIxGki5lj99PWD+sP2RknSlQvz9ZElBfIkUeC01so+/WvZp34pSTJnni/zsc/I+JNrTWUAADC2EIjTzNPbGvTTNw7KsdI7Z2TrxrOmKsOXXFsp27WvyHnwu1K0RSoqledfviIzId/tsgAAwBhFIE5Db+5v1r0v7VNzm6Pi3KC+dv50FYSSbLJd9S45P7hLqjskTciT51++JlM0x+2yAADAGEQgTlPVR6L6xgvVOtDUptwMr752/nTNyU+yyXbHjsj50SqpcpPk88v8n8/K844VbpcFAADGGAJxGjsajevul/Zp48GwAl6jf3vnFJ0zK8ftsnqwsTbZ//cT2RefkSSZ93xQ5v3XyniSa01lAACQugjEaa4tbvWT1w/oTzuOSJL+v7ICfagsP6lWd7DWyr6wWvZXD0iOIy1eLs8N/y6TGXK7NAAAMAYQiCFrrX63rUEPrT0kx0rnzBqnz545RcFkm2y3Zb2cH90thZukKTMSm3hMmuJ2WQAAIMUNKRA//PDDqqqqUlFRkVauXNl5/vnnn9cTTzyhuXPn6rOf/awkKRKJ6L777lNzc7PKy8u1YsXAvaAE4tH1+r4mfevlGkVijkrygnrf3Dwdbm5TcW6Glk3Nktfj/qixPbRfzg/ulPbvlULZ8nzySzLzl7hdFgAASGH9BeIBhwarqqoUjUZ1xx13KBaLaceOHZ3XTj/9dH3961/vcf9zzz2nc845R7fffruef/55xWKxIZaO4Xb6tGzd/e5ZmhjyaUd9VPe9sl+/3FCrb/11n257fq/ijuu/NJCZNEWer9wrlZ0uhZvkfO9WOX9+WknwCw0AADDGDBiIKysrVVZWJkkqKyvT9u3bO6/l5OTI4/H0eb/H49GsWbMY/U1SsyYEde3Sieo+FtwSs9pWG9HammbX6urOZIbk+czXZC75oOQ4sr/8sewj/ykba3O7NAAAMIb4BrohHA6rsLBQkhQKhVRdXX3C+5ubm5WZmdl5f1NTU6971qxZozVr1kiSVq1apYKCgpMuHEN3bGe417lo3OpXm+o1d8ZEFednuVBVHz7x74rMW6SjP/ym7IvPyFd7UBO+eJc843PdrgwAAIwBAwbiUCikcDgRnCKRiEKhE8/4z8rKUiQSUSAQUDgcVlZW71BVXl6u8vLyzse1tbUnWzeGQWHQUdBn1BLr2Yawozasjz7yps6cka2rFhaoJD/DpQq7Wfh2eb7wTTk/vEttm9fp8L+vTIweTy9yuzIAAJAiTrmHuLS0VBs3bpQkVVRUqLS0dMD7Kyoq5DiOdu/e3e8bw33LpmapND9TGT4jIynDZzSvIEOXlIyX32P0971N+vc/vqXbn9+rTYd6jyaPNlM0R56bvy2dNkeqOyRn1Zdk177idlkAACDFDWqViYceeki7du3SrFmzdP311+vBBx/UddddpzfeeEO//e1vdfDgQZWWluqmm25SOBzW/fffr6amJpWXl+v8888fsAj6jN0Td6zW1jRrV0OLirqtMlEfiempLfX64/aGzhHkBRMzddWifL1tSpar6xfb1qjsz38g+4+/SJLM5R+Red/VSbWmMgAASD6sQ4xTcjQa1++21uvpygY1tzqSpJK8DF25KF/vmJ4tj0sh1For+8xvZH/zc8lambefLbPyRplg0JV6AABA8iMQY0jCbXGtrmzU/26p15FoXJI0c3xAVy7M1zmzclxbu9hueE3OA9+SWiLSzGJ5Pv01mbyJrtQCAACSG4EYwyIac/SnHY16cku96sKJNaYLs/364MJ8XVA0Xn7v6AdjW7MnsYnH4QPSuPHy/MtXZUrmj3odAAAguRGIMaza4lZ/3nVET2yq04GmxLrA+SGfrpifp3eVTBj17aBt8zE5P75H2rJe8vlkrv20PGdfNKo1AACA5EYgxoiIO1Yv7z6qxzfVac+RVknS+KBXl83L03vnTlDI7x21WmwsJvvYg7LP/16SZMovl7ny/8h4R68GAACQvAjEGFGOtXq1ukmPbazTjvoWSVKW36P3zc3VpfPylBMcvVDqvPiM7C9/LMVj0sK3yfN/vyATyh619wcAAMmJQIxRYa3VugNhPbaxVpsORSQl1je+ZE6uLp+fp7zMAfeCGZ46KjfJ+a9vSk1HpcnTEpt4FE4flfcGAADJiUCMUbf5UFiPbazT2v3NkiS/x6h89nhdsSBPk7MDI/7+tvagnB/eJVW/JWVmJUaKFy0b8fcFAADJiUAM1+yoa9Hjm2r1yt4mSZLHSOcX5eiDC/I1ffzIrhtsWyJyHvyu9ObfJeNJ9BRffDmbeAAAkIYIxHDdniNRPbGxTi/uPirHSkbSWTPH6cqF+SrOyxix97WOI/v7X8n+7leSJHPWRTLX/ouM3z9i7wkAAJIPgRhJ48CxVv1mc72eqzqimJP443f61CxdtahA8yZmjtj72tdflvPQ96TWVmn2PHk+9RWZ8bkj9n4AACC5EIiRdOrCbXpyS72e2d6o1njij2HZ5JCuWpSvxZNDI9LWYPfsTPQV19dKuQWJne1mzR729wEAAMmHQIykdaQlpv/d2qDVlQ0KtzmSpNL8DF21KF/Lp2UPezC2Rxvk/Oc3pZ1bpUBA5v/8mzzLzx3W9wAAAMmHQIyk19Qa1+rKBv3v1gYdi8YlSadNCOrKhfk6a+Y4eT3DF4xtW5vs//yX7F/XSJLM+66WuezDMp7R3WEPAACMHgIxUkZLzNEz2xv12y31qo/EJElTxwX0wYV5Or9ovHzDFIyttbLP/U720Qcl60hLz5RZ+W8y2zfL7t0pM2O2VLZMxsNOdwAAjAUEYqSctrij56qO6Deb63WwqU2SNDHk0xUL8lU+e7yCvuEZzbWb3pTzk3ukcLMUaF8Grq01cVxUKs/nbicUAwAwBhCIkbLijtWLbx3V45vqVH20VZI0IcOry+fn6ZI5ExTyDz2s2gP75Hz7a1Jjfc8LwQx5Pv4FmSXLh/weAADAXf0FYhomkfS8HqMLisfr+/9UpC+dO1XFuUE1tsT1328e1sd/u1O/2lDb2XN8qkzhNJmzLup9Idoiu2fnkF4bAAAkN0aIkXKstVpb06zHNtVpy+GIJCnD59F7Syfo8nl5mpDpO7XXXf+anAfulaItPS/kFsh84KMyy8+T8dI6AQBAqqJlAmOOtVabDkX02MZarTsQliQFvEYXzx6vKxbka2LWye1EZ524nO/eKu2qlKJRyeeVZKRYon9ZEwtlLvmAzDsvYpc7AABSEIEYY1plbUSPb6rTP6qbJEleI11QPF4fXJCvqTmBQb+OdeJSxVrZvVUyM4pl55dJr70su/px6VD7n9MJ+TLvfr/Mue+WCY7cltMAAGB4EYiRFt5qaNETm+r18p6jcqzkMdLZM8fpyoX5Oi331MOrdeKyb/xNdvVjUvVbiZPZOTLll8lc8D6ZUNbwfAAAADBiCMRIKzVHW/XE5jq9sOuIYonN73TG9GxdtTBfpQWZp/y61lppw2tynn400VohSZlZMhe+T+aiy2TG5QxD9QAAYCQQiJGWDje36ckt9Xp2R6Na44k/6ksKQ7pqUb4WTQqd8rbQ1lppy3o5qx+TtlUkTgaCMisukXnX+2Um5A/XRwAAAMOEQIy01hiJ6amt9Vpd2aiW9iHjeQWZumpRvt4+NeuUg7Ek2R1bEsG44vXECZ9P5uxymUs+KFMweTjKBwAAw4BADEhqisb1+8oG/X5rvY61JoJxcW5QVy7K1ztnjJO10tqaZlU1tKg4N0PLpmbJO8itou3unYlg/OYrkrWSxyPzjhUy77lKZsr0kfxYAABgEAjEQDfhtrie2d6o326pV2NLYlOPaeP88hijw+E2RWNWQZ9RaX6mbrtwxqBDsSTZ/XtlVz8u++pfJMeRjJFZdpbMe6+SmVk8Uh8JAAAMgEAM9CEac7Rm5xE9ublOh8OxXteDXqObzpmqM6aPO+nXtocPyP7xN7J/WyPF2l+77HR53ne1zOx5Qy0dAACcJAIxcAIxx+qel/Z1rmPcXcBrtGBipmbnZXR+Tc72D7rv2DbUyf7pt7Iv/kFqbU2cnFsmz/uuluYtHlL/MgAAGDwCMTCA16qb9K2/7lNLbOD/JLICHs3OzegRkgvbWy76Y48dkV3zv7J/flqKJHbWU1GpPO/7kLT4dIIxAAAjjEAMDCDuWN32/F5V1kV69BB/5sxCVTVEVVXfop31LdpR36Ij7X3H3YX8HhXnBnuE5Kk5gV4h2YabZP+8WnbNU1LTscTJ6UWJHuO3v1PG4x2NjwsAQNohEAODEHes1tY0a1dDi4r6WWXCWqv6SEw76lu6heSoGiK9e5AzfMeF5PwMTRsXkNdjZKMtsi8+I/vMk9KR+sQTCqfJXHJlYnUKn280PjIAAGmDQAyMsPpITFXtI8gd3+v6mahXlJsIx7NzgyrO8Wn6xpfkeeYJqe5Q4qb8STKXfCCxnrE/MMqfBACAsYlADLigsaVnSN5Z36JDzb1DcsBrdNr4gIrb6lVc+Ypm76vQjOaD8uVMkHnX5TLnXSKTcepbTgMAAAIxkDSOtsRU1RDVjvaAXFXfogNNbb3u89m4Zh2r0eymfZodrdXssjmadeGFCow7+SXgAAAAgRhIak3RuKoaWnqE5JpjfYRkJ6aZ3qhmzyjQ7Mk5KsnP0KwJQQW8HheqBgAgtRCIgRTT3JoIyTvrWrRz9wHtPNSkGu84WdMz/HqNNHNCUMXty8CV5GfotAlBBX2EZAAAuiMQA2NAuHKrdj7/gnYePKqq7GmqGjdd+0KT5By3tJvHSDNygpqdnwjKJXkZKsrLUAYhGQCQxgjEwBhiq3fJrn5c9vWX1WJ8emvcNFUtXKGqmYu1s8WnvUeico77L9tImpYTUElexwoXGSrKCyrkZ91jAEB6IBADY5A9UC37hydk//GCFG/fLORtZ6rtkqu0O2e6drb3JO+sb9GexqjifYTkqTmBxK57+V1tF1kBb+eazFUNLSruZ01mAABSCYEYGMNs3SHZP/5G9uVnpVj7ZLxFy+R579UycxZIklrjjnY3RruF5Kh2N7Yo5vR+vcJsnyJtVs1tccWcxNrJc/IzdMdFMwnFAICURSAG0oBtrJd99inZv/xBirYkTpYulOe9V0sLlsoc12vcFrfacyTaYyT5rYao2o7vt2gX9BpNyvYrP+RXfqZP+aH2r0y/8kM+5YV8ygl6e21XDQBAMiAQA2nENh2Vfe53ss//Xgo3J06eNkee914lLTlDxtP/5LqYY/XT1w/qD9sbT+m9fR6jvB5h2af8kF95mT4VtIfmvEy//F5CMwBgdBGIgTRkI2HZF1bLPvuUdOxI4uS0WTLvuVJm+Tkynr4n1L1W3aRv/XWfWmJdfz1k+Iz+5YxCzZwQVF04lviKtHUe17c/bmrtowejD+MzvJ2jzHmZ/s6wnB/ydwbpkN/Ta1QbAIBTRSAG0piNRmVf/pPsM09KDbWJk5OmyFzyQZl3XiDj8/e4P+5Y3fb8XlXWRRSNWQV9RqX5mbrtwhkD9hBHY06vsFwXiak+3PW4oSXWaxWMvmT4TM+wnNktMLeH5/FBL33NAIBBIRADkG1rk/37n2X/8Lh0+EDiZF6BzLs+IHPuxTKBYOe9HatM7GpoUdEwrzIRd6waW7qH5ZjqOgJzpP18uE3R45fF6IPHSLmZx4XlzK7AnBiB9rFRCQCAQAygi43HZV97SXb1Y9L+vYmT48bLXPx+mfPfI5MZcrU+SbLWqrnNUX04ptpwm+o7g3J7eG4P0kei8UG93riAR3ntkwHzQol+5p69zX6NC/TfosEydACQ+gjEAHqxjiOt+4ec1Y9Ju3ckToayZC66VLrgfTJVlbJ7d8rMmC2VLeu359hNbXGnZ1ju3tccSYTn+kisz+XljhfwdpsQmOnvDM4TMr16cnO9qo+0qjV+ci0kGPv4xxKQOgjEAPplrZU2vSln9aPS9s2Jk8aT6EeIO1IwKBWVyvO525MyFA/EsVZHo/Gu0eX2sFwbbu9tbg/U4bbBTQjsUJjtV+G4gHICXo0LejQu6E18Bbydxznt3zN9TBBMddZaReNWTa1xNbc6amqN62g0pv9ZV6v9Ta2KOZLPI03O8usDC/OV6fMo4PUo6DMK+jwKeI2CXo8CvsT3oM/I7zH8uQBGEYEYwKDYyo1yfvVTaW9Vzwten8wH/1nmon9KyVA8GJE2R3WRtvY2ja6VMzYcCKv6aOuQXtvnkbID/QTmbo87zwe8yg565WOkcVhZaxWJOZ2BNvHlqLnjOJo439zW7Vz7vc2t8UH9puFkGCV+MxHweRT0mq4A3S04B7yJQB309gzWQd9x93e/7uv5vIDXI59HoxK+GTFHMiMQAxg05/e/kn3ql31fDGVL88pk5i+Rmb80sVrFGB/h6msZuqDX6MOLCzRjfFDHWuM6Fo3raDTxvePxsW6Puz/3ZIT8nl4huiMw9wjR3Uapx/potGOtwp2BtSvYNncG137CbvvxYFY46U/Aa5Tl9ygr4FV2wKuj0ZhqjrX1uu+0CUFNGRdQa9xRNG7VGkt8j8YctcatonFHrTHb7yY4I8Fj1C1Ad4Tp9sDcEbg7g3h/o9rHBe7OYJ445zPSqpdqtP0UVqgBRkN/gdg3ynUASAFmxmzZYEbXbneS5PFKWdmJ9YzXviK79hVZScqbKDN/iTR/icz8xTI5uW6VPWKWTc1SaX5mr2XoLp2XN+j/ybfGnR4BOXHsdD4+elyAPhZNhLhwm6Nwm6OD6h26+uPzqPeo80Cj0oGTW75uqKOAccf2GIU9UYjtGJ3tuCfc5gwp1Aa9RtntgTYr4FF20KvsQFfIzfJ7Oq9nBzzKCnYdB7w9Vyvpb83ua5dM1PLp2YP6ObQ5iaAcjdk+A3Q03n4+1hWko8fd13m9e+COd71uNJ74mbXEHLXETv1nd7JaYlYVB8P67NO7NDnbr0y/RyG/RyG/t9uxp/3Y2+048ZXh87DzJUYFI8QAerFOXM53b5V2VUqtUSnQ1UOsusOyW9ZJWzbIbl0vNR3r+eRps2TmL5VZsESas1AmI9OVzzDcRnIZuv441irc6vQbmI8fle44bh3EcnV9yfL33Qfd/XFOMBEif/r6Ie1qbFFrzCrgNZoxPqD/b3GBwm22jxHbnsG2qdU56X7t42X6PMpuD7NZ7WG1e5jtfi67vebEde+w7pI4lDW7R1vM6Sc4dwvYnecHGbSPD/DNrXGd4h+/fmX6PL2CcmZ7eO55vmfI7rjWcS/tR5BomQBwkqwTlyrWyu6tkplR3OcqE9ZxpOpdslvWy25eL+3YJLV267X1eqWiuYn2igVLpNNKZXz8YmqkRWNOr7aNo/20cnQcN7U6Gs3/GRhJoY7A2j46m+XvFmIDXSG2cwTX33VvMoVNN/6xlKz6GjEPeI2uWVSgWbnB9t94JEb5I+2//Ugcx7sdd51vGcam7YDX9B2qff2H6u4j1x2PA96TmwhJT3WXZPhZEIgBjDjb1irt3Cq7ZUNiFPmtHZLt9j+0YKY0d1F7//ESaerMMd3rmko6Whj6CszH90bvPRJVY0vv9Z8Ls/2anZfRGXK7j84mwmzX+Uy/J21DwVg23CPmcceqJXZ8UI4fF6a7Qnb3+zrPxxLHw9Wu7TUa9Ch10Gf0+60N2t/UptZ4+29TcgK67u2T5PUYeYyRx0hG7d9N4h+LHmMSx0byKHHccV/nsTHyqP0e0/Oertfq+bpu/n2bLL9NIRADGHU23CRt2yi7ZZ3slvXSgX09bxifKzNvsTR/aaL/OG+iO4XipPTXN3vT2dMG1TeLsS0ZR8w7lszrHpT7C9UDjVyP5kTI4ZYIxX2E6/bg3BG0E0G893FfQbsjsPcO5B1hP3H+WKujvY1RdR/zd+PvDQIxANfZ+tpE3/GW9YmAfKSh5w2Tp3WNHs8tk8kiXCWjZBnpAdzQFj8+NDt9t4LEHG0+FNauhmiv10jslOmTYyVrJSvbdWwlRzbxvf1a57G1ctR+j20/r8T57vf3+bqj/pMamJH04cUFurqsYNTek0AMIKlYa6WavYnR460bpG0VUkuk6wbjkU4rSQTkeYulkvky/oB7BaOHZBwFBJJNMv02xVorK/UZtPsM1+3HfYXrjsDeGcy7vW7H447X7Lh/6+GIHt1Y12PSLyPExyEQA7CxmPTW9sQEvS3rpKpKKd5tfSh/QJqzoGv94xlFMh5Pfy8HAK7jtyldkuVnQSAGkFJsS0Tavrmr/7j6rZ43ZI9LtFXMX5posZhYyAQ9AEmH36Z0SYafBYEYQEqzRxtkt2yQtm6Q3bxOqj/c84b8STILlkrzFsvMWyyTM8GFKgEAyYxADGDMsNZKh/fLbm6fnLd1gxRu6nnT9CKZBe0T9OYslAlmuFMsACBpEIgBjFnWiUt7qrrWP96+WYp12+rY65Nmz0ss7TZ/qXTaHBmvt7+XAwCMUQRiAGnDtkbbNwhZl2iz2L0jMdW5Q2ZIKl3U3n+8WJoyg/5jAEgDBGIAacs2H5O2VXRtMX3ouL9zxuclWiva10A2ufnuFAoAGFEEYgBoZ+sOJzYI2dy+xNuxIz1vmDIjMTFvwRKptEwmlJVoy6hYK7t3p8yM2VLZMhkPbRcAkEoIxADQB2uttG93+/rH66XKjVK0peuG9g1CdLQx8dXWJgWDUlGpPJ+7nVAMAClkSIH44YcfVlVVlYqKirRy5crO8/X19fr+97+vtrY2XX311Vq8eLFeeOEFPfnkk8rNzVVJSYmuvfbaAYsjEANIFjbWJu3a3rX+cdU2yXF63+j1ylzyAZmLLpMZN370CwUAnLRTDsRVVVV69tln9YlPfEIPPPCALrjgApWUlEiSHnzwQZ199tmaNWuWVq1apdtuu00vvPCC4vG4LrrookEXRyAGkKxsJCz7P/8l+4+/9H/TpKkys+cltpeePV+aMp1d9AAgCfUXiH0DPbGyslJlZWWSpLKyMm3fvr0zEO/Zs0crV66UMUYZGRmKRCKSpNWrV+vFF1/UlVde2flcAEhFJjMkLT9Pdt0/erZSeL3S5GlS7QHpUI3soRrpledlJSmUJRXPk5k9T6ZkvlRUyjrIAJDEBgzE4XBYhYWFkqRQKKTq6urOa47jdC5VFAqF1NzcrOXLl+u8885TU1OT7rzzTq1atUqe40ZK1qxZozVr1kiSVq1apYKCgmH7QAAw3Oz571LDX1arbfvmRCgOZsg/Z4Fyb/2eZK1ib21X25YNat22UW1bN8ipOyxtfEN24xuJgOzxylc0R/55ixSYWyb//MXyFkx2+VMBADoMGIhDoZDC4bAkKRKJKBQKdV7rHnQ7rnVcz8nJ0ZQpU9TY2Ki8vLwer1leXq7y8vLOx7W1tUP7FAAwwuxnbpanYq3s3iqZGcWKly1TXUND4uKEidI7L5LeeZGMJE/dYdmdWxJrIe/YIlXvUmznVsV2blXk6ccTz8kt6NZmMS+xs55vwL+SAQBDcMotE6WlpVqzZo3OOussVVRU6Pzzz++8NnPmTFVWVmrmzJmdgTgcDisUCqm1tVUHDhxQTk7OsH0IAHCL8XilJctlliwf+N78iTL5E6UzzpMk2ZaItKtSdudW2Z1bpaqtUkOt7OsvS6+/nBhFDiRWrjCzE60Wmj1PJmvcyH4oAICkQQTi4uJi+f1+3XLLLZo1a5ZKSkr04IMP6rrrrtPll1+uH/zgB2ptbdXVV18tSXr66ae1bt06WWt1+eWXy8eIB4A0ZzIyOzf9kCTrONL+6sQo8o4tiZB8qCaxeci2CnXOdJ4yI9GD3BGSJ09jRz0AGAGsQwwAScAeOyLt3CK7o30U+a3tUqyt503Z46TZ89tHkedLp5XIBILuFAwAKYiNOQAghdi2NmnPTtmd7SPIO7YkNgbpzuuTZhbLzJ4vUzIvEZYn5PX5egAAAjEApDRrrVR7sOdkvX27peP/Cs+flBg97pysN4vd9ACgHYEYAMYYGwlLu7bJdvQhV22TWiI9bwpmSsWl7aPI7Wsih7LcKRgAXEYgBoAxzjpxad+enpP1ag/2vMkYaerM9sl67SG5YDKT9QCkBQIxAKQh21ifaLHo6EXevVOKx3relDMhsZJFx9bTM2fL+P2u1AsAI4lADACQbY1Ku9sn6+1I9COr6WjPm3z+xAoWHatZzJ4nkzOh5+s4calirezenTIzZktly+hVBpD0CMQAgF6stdLBmsTocUdI3r+3942TprRP1psnFc2VffRn0q5KqTXauamI53O3E4oBJDUCMQBgUGxzk1TVMVlvS1fwPRG/X+bq62XOuoi1kQEkLQIxAOCU2Hhcqt4lu6N9FHnjG1Ik3P8TxudJBZNkCiZLBZOliYVdx7n5jCIDcA2BGAAwLOz61+T85J6eo8bGI43LkZqPSfF4/0/2eqW8iYmVLfoKzNk5rHgBYMT0F4h9o1wHACDVlS2Tiuf22UMsSWqol2oPyNYeTCz7VntQ9vABqfaQdKReOnxAOnxA3UdjOo+DmVLBpK7A3D0sF0yWCWaM8ocFkA4YIQYAnLSuVSaqZGYUD3qVCdsaleoOJUJyj7B8MBGYI80nfoFx4/sfXc4tkPExzgOgf7RMAACSnm1ukmoP9BGYD0l1B6VYrP8nezxSbkGP0eUe4TlnAu0YQJojEAMAUpp1HOlIQ6Ldons7Rm17YG6sk070v7RAQMqf3H87RmZo9D4MAFcQiAEAY5pta+vdjtERlmsPJib8nUj2OCm/n3aM/Ikyvr5372OTEiB1EIgBAGnNhpu7jSr3/K7ag1Jba/9PNkbKzU+MJOd3tWMob6Lsb38h7d3FJiVACiAQAwDQD2utdLSxj3aM9uP6Wsk6g3sxj1d6+1ky88pkcidKeQWJMJ2ZRQ8z4DICMQAAp8jGYlJDbe/AvH1zond5MIKZiWCcVyCTW5CYAHj8MX3MwIgiEAMAMMzs+tfkPHCvFG3pOunzS287UyYQkG2oS4wuN9T2vKc/mSFpQntozpvY7bg9NOcWyGRkjtwHAsY4NuYAAGC4lS2Tikp7b1Jyw+d79BBbaxNrLLeHY9tQmziur5Vt7AjNhxNbYkfC0v69fW9cIkmhrK5w3D7irNyJPY+DwdH6CQBjAiPEAAAMwaluUtLrdayVwk1dQbmhfWS5+3FD3Ykn/3UIZbeH4/aWjLzuAXqilJsvEyA0I/3QMgEAQIqz1kpNxxKjyfW1iZaMHsftwflEG5h0yB7X3rvcPrrcMerc2Z6RL+MPjPyHAkYRgRgAgDRgHUdqOtpzdLk+Mbps28OzGuul+CBC87jxXeG4vR2j67hAmpAv4++5PjPrMiOZEYgBAICk9tB87Ejvnubux411kjOIpeZyJnSOLis3X9r4RqK1I9aW6Kkunsu6zEgaBGIAADBo1okn1mY+fnS5oa5baK4f3PrMU2bIlMyXCqfJTJ4uTZmW2BXQS0jG6CIQAwCAYWXjcelIQ2fvsvPyGmnT2sE92euTJk1JhOTCaVLhdJnJ7d+zske2cKQtll0DAADDyni9iRUs8gokSR5/UM6OzT3XXA4EZd7zQSkzWzpYLXtgn3RgXyJE79/bY4m5zhG6cePbg/J0RpUxKgjEAABgePSzLrN571W9eohttEU6uE92f7V0MBGS7YFq6WBNor/52JHEToDqFpSPH1WePL1rdJlRZQwBLRMAAGDYDHVdZus4iUl5naPJ7d8P7kv0LfeHUWUMAj3EAAAgpZ1wVLk12veTGFVGNwRiAAAwJlnHSSwTd2AYRpULp0kFjCqPVQRiAACQdjpHlduDsg7sk20fXWZUOf0QiAEAANr1HlXuaL84iVHlyV2jy/2NKrNzX3IhEAMAAAzCkEaVJ0+TmZIYVdakKbJP/kLas7PHqhvs3OceAjEAAMAQdI0qt48mD3ZUuTvjkU6bLTNpqpSR2fMrmCllhGQ6H2f0vO4PyBgzsh9yjCMQAwAAjJCeo8rtE/sqNyZ28hsuHs9x4bnry/QK1t3OH3dv5zWff/hqSxEEYgAAgFFk178m54F7e+7c5w/IXHy5VDhdaol0fUUjUktYtse5lp73xNqGt0Cfr89wreBxAXug8x3XBliZIxn6qdm6GQAAYDT1t3Pf5R8+pSBoY7H24Nz7qytIh7vd0yLbz/2KRqRYTGo6lvg6/r36q+FEBQYCXeH6uFFqG8yQNq+TjjZK8ZhsICgVz02afmpGiAEAAEbIUHfuG7G6rE2MOPcbrsM9R6ijxwfv40e3WyTrnFwRwQx5Pv4FmSXLR+ZD9oERYgAAgFFmPF5pyfJRDX2DYYyR/IHE17jxPa+dwutZaxOj4L2CciJE21dflNa/2vNJrdHEPxSS4GdDIAYAAMCQGGMSq2IEM6TxuT2vSbLBTDlbN/Tspw4EE6PmScDjdgEAAAAY4zr6qYMZUkd4LipNnE8C9BADAABgxCVDPzXLrgEAACCt9ReIaZkAAABAWiMQAwAAIK0RiAEAAJDWCMQAAABIawRiAAAApDUCMQAAANIagRgAAABpjUAMAACAtEYgBgAAQFojEAMAACCtEYgBAACQ1gjEAAAASGsEYgAAAKQ1AjEAAADSmrHWWreLAAAAANzCCDEAAADSGoEYAAAAaY1ADAAAgLRGIAYAAEBaIxADAAAgrRGIAQAAkNYIxAAAAEhrBGIAAACkNQIxAAAA0hqBGAAAAGnt/wcsqJl6qkdAwwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history1_df.loss, history1_df.val_loss, 'Loss')"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 469
},
"id": "TAy6Ij_G10Ja",
"outputId": "a0480bd1-6858-4762-9581-ae8ef2f80bc7"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history1_df.accuracy, history1_df.val_accuracy, 'Accuracy')"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"id": "PTZs3CQm2DED"
},
"outputs": [],
"source": [
"predictions_train_1 = np.argmax(model1.predict(train_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jDSdzl8L2ZHB",
"outputId": "a7459a5d-ef43-4193-a6ed-2cd45ef1a989"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[5917 0 0 1 0 0 3 0 2 0]\n",
" [ 0 6709 15 2 1 0 0 4 10 1]\n",
" [ 3 1 5952 1 0 0 0 0 0 1]\n",
" [ 0 0 2 6118 0 6 0 0 2 3]\n",
" [ 0 2 1 0 5827 0 0 1 0 11]\n",
" [ 2 0 0 7 0 5396 9 1 6 0]\n",
" [ 1 0 0 0 2 0 5915 0 0 0]\n",
" [ 0 4 5 0 1 0 0 6248 1 6]\n",
" [ 0 2 2 6 0 0 1 1 5839 0]\n",
" [ 2 1 0 0 3 0 0 5 3 5935]]\n"
]
}
],
"source": [
"print(confusion_matrix(train_labels, predictions_train_1))"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(train_labels, predictions_train_1, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tIm044gS2tX5",
"outputId": "82464c01-3f3e-43ae-8719-4301111bf811"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set accuracy: 0.998\n"
]
}
],
"source": [
"print('Training set accuracy: {0:5.3f}'.format(accuracy_score(train_labels, predictions_train_1)))"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "H0hlFzm52zbv",
"outputId": "6e8ff67f-e7f1-4abd-b7b3-8eef75756708"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set\n",
"Class 0: precision=0.999, recall=0.999, f-measure=0.999\n",
"Class 1: precision=0.995, recall=0.997, f-measure=0.997\n",
"Class 2: precision=0.999, recall=0.997, f-measure=0.997\n",
"Class 3: precision=0.998, recall=0.998, f-measure=0.998\n",
"Class 4: precision=0.997, recall=0.998, f-measure=0.998\n",
"Class 5: precision=0.995, recall=0.997, f-measure=0.997\n",
"Class 6: precision=0.999, recall=0.999, f-measure=0.999\n",
"Class 7: precision=0.997, recall=0.998, f-measure=0.998\n",
"Class 8: precision=0.998, recall=0.997, f-measure=0.997\n",
"Class 9: precision=0.998, recall=0.997, f-measure=0.997\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(train_labels, predictions_train_1, average=None)\n",
"print('Training set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"id": "HJ5V6G7y3PQr"
},
"outputs": [],
"source": [
"predictions_test_1 = np.argmax(model1.predict(test_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3erdeYfC3YEg",
"outputId": "3696e68b-f37e-49bd-b2ee-220880d992e6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 974 0 0 1 0 0 1 1 3 0]\n",
" [ 0 1123 3 1 0 0 2 0 6 0]\n",
" [ 2 0 1015 2 2 0 2 4 4 1]\n",
" [ 0 0 3 995 0 3 0 2 3 4]\n",
" [ 2 0 2 0 960 0 3 3 1 11]\n",
" [ 2 0 0 8 1 868 7 1 3 2]\n",
" [ 4 2 0 1 3 1 946 0 1 0]\n",
" [ 0 4 11 1 0 0 0 1003 4 5]\n",
" [ 4 0 2 5 2 1 1 2 953 4]\n",
" [ 2 3 0 5 7 1 1 5 4 981]]\n"
]
}
],
"source": [
"print(confusion_matrix(test_labels, predictions_test_1))"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(test_labels, predictions_test_1, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BnAQWcip3f3Q",
"outputId": "67e32998-3f4e-41f4-ddae-eacf605c0b14"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set accuracy: 0.984\n"
]
}
],
"source": [
"print('Test set accuracy: {0:5.3f}'.format(accuracy_score(test_labels, predictions_test_1)))"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZuMNEIVx1__A",
"outputId": "558ba2af-f071-4cc9-c7c0-23fc36e3f578"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision=0.986, recall=0.987, f-measure=0.987\n",
"Class 1: precision=0.992, recall=0.993, f-measure=0.993\n",
"Class 2: precision=0.982, recall=0.982, f-measure=0.982\n",
"Class 3: precision=0.987, recall=0.987, f-measure=0.987\n",
"Class 4: precision=0.977, recall=0.984, f-measure=0.984\n",
"Class 5: precision=0.983, recall=0.985, f-measure=0.985\n",
"Class 6: precision=0.987, recall=0.984, f-measure=0.984\n",
"Class 7: precision=0.984, recall=0.983, f-measure=0.983\n",
"Class 8: precision=0.979, recall=0.979, f-measure=0.979\n",
"Class 9: precision=0.983, recall=0.978, f-measure=0.978\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(test_labels, predictions_test_1, average=None)\n",
"print('Test set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "nQ7dwRKZ4NHQ",
"outputId": "32222b2a-98d9-47f5-9745-ada478dc6be2"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"flatten (Flatten) (None, 784) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 512) 401920 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 512) 262656 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 10) 5130 \n",
"=================================================================\n",
"Total params: 669,706\n",
"Trainable params: 669,706\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model2 = tf.keras.Sequential([\n",
" tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
" tf.keras.layers.Dense(512, activation=tf.nn.relu),\n",
" tf.keras.layers.Dropout(0.2),\n",
" tf.keras.layers.Dense(512, activation=tf.nn.relu),\n",
" tf.keras.layers.Dropout(0.2),\n",
" tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
"])\n",
"\n",
"model2.summary()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"id": "ht9XpAnH5UWw"
},
"outputs": [],
"source": [
"model2.compile(optimizer='adam', \n",
" loss='sparse_categorical_crossentropy',\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "z-AZiQ6h5XYP",
"outputId": "eb4ed5eb-1175-4906-b229-bd261f8d7b5b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded weights from disk\n"
]
}
],
"source": [
"model2 = load_model_weights('nn4', model2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wjyLp0146Dit",
"outputId": "ca9f7b0b-e556-49cf-81cd-6be2089e9113"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"469/469 [==============================] - 11s 21ms/step - loss: 0.4461 - accuracy: 0.8670 - val_loss: 0.1036 - val_accuracy: 0.9662\n",
"Epoch 2/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.1032 - accuracy: 0.9680 - val_loss: 0.0921 - val_accuracy: 0.9704\n",
"Epoch 3/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.0719 - accuracy: 0.9776 - val_loss: 0.0644 - val_accuracy: 0.9800\n",
"Epoch 4/10\n",
"469/469 [==============================] - 8s 18ms/step - loss: 0.0551 - accuracy: 0.9824 - val_loss: 0.0681 - val_accuracy: 0.9776\n",
"Epoch 5/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.0437 - accuracy: 0.9862 - val_loss: 0.0623 - val_accuracy: 0.9816\n",
"Epoch 6/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.0365 - accuracy: 0.9874 - val_loss: 0.0669 - val_accuracy: 0.9808\n",
"Epoch 7/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.0325 - accuracy: 0.9890 - val_loss: 0.0633 - val_accuracy: 0.9813\n",
"Epoch 8/10\n",
"469/469 [==============================] - 8s 17ms/step - loss: 0.0317 - accuracy: 0.9896 - val_loss: 0.0706 - val_accuracy: 0.9796\n",
"Epoch 9/10\n",
"469/469 [==============================] - 8s 18ms/step - loss: 0.0263 - accuracy: 0.9909 - val_loss: 0.0607 - val_accuracy: 0.9836\n",
"Epoch 10/10\n",
"469/469 [==============================] - 9s 18ms/step - loss: 0.0202 - accuracy: 0.9933 - val_loss: 0.0672 - val_accuracy: 0.9821\n",
"time spent training 85.140\n"
]
}
],
"source": [
"callback = tf.keras.callbacks.EarlyStopping(monitor='loss', patience=3)\n",
"time_start = time()\n",
"history2 = model2.fit(train_images, train_labels, batch_size=128, epochs=10, verbose=1, validation_data=(test_images, test_labels), callbacks=[callback])\n",
"print('time spent training {:0.3f}'.format(time() - time_start))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lmAZi4oM58-y",
"outputId": "d31052f5-8781-41db-9e3f-b70dab874a41"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved model to disk\n"
]
}
],
"source": [
"save_model(model2,'nn4')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "lZycJF1R6QHc",
"outputId": "8c0e38e2-5bc9-4ccb-b0a1-84c204db9c85"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" loss | \n",
" accuracy | \n",
" val_loss | \n",
" val_accuracy | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.248149 | \n",
" 0.925350 | \n",
" 0.103561 | \n",
" 0.9662 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.100150 | \n",
" 0.969150 | \n",
" 0.092082 | \n",
" 0.9704 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.071586 | \n",
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" \n",
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\n",
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"text/plain": [
" loss accuracy val_loss val_accuracy\n",
"0 0.248149 0.925350 0.103561 0.9662\n",
"1 0.100150 0.969150 0.092082 0.9704\n",
"2 0.071586 0.977267 0.064410 0.9800\n",
"3 0.055438 0.982133 0.068098 0.9776\n",
"4 0.045539 0.985467 0.062264 0.9816"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"history2_df = pd.DataFrame(history2.history)\n",
"history2_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history2_df.loss, history2_df.val_loss, 'Loss')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 469
},
"id": "cwKvuSjx6UOq",
"outputId": "e6ed10bf-ad17-4aab-ae79-776abfdfd290"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history2_df.accuracy, history2_df.val_accuracy, 'Accuracy')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"predictions_train_2 = np.argmax(model2.predict(train_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[5922, 0, 0, 0, 0, 0, 0, 0, 1, 0],\n",
" [ 0, 6730, 0, 0, 0, 1, 0, 7, 4, 0],\n",
" [ 10, 1, 5943, 0, 3, 0, 0, 0, 1, 0],\n",
" [ 1, 0, 6, 6105, 0, 2, 0, 3, 7, 7],\n",
" [ 0, 3, 0, 0, 5830, 0, 0, 2, 0, 7],\n",
" [ 0, 0, 0, 7, 0, 5397, 7, 1, 6, 3],\n",
" [ 99, 1, 0, 0, 2, 1, 5813, 0, 2, 0],\n",
" [ 0, 0, 1, 0, 0, 0, 0, 6258, 2, 4],\n",
" [ 8, 3, 2, 0, 2, 0, 0, 0, 5833, 3],\n",
" [ 2, 0, 0, 0, 4, 0, 0, 8, 3, 5932]])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(train_labels, predictions_train_2)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(train_labels, predictions_train_2, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set accuracy: 0.996\n"
]
}
],
"source": [
"print('Training set accuracy: {0:5.3f}'.format(accuracy_score(train_labels, predictions_train_2)))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision=1.000, recall=0.990, f-measure=0.990\n",
"Class 1: precision=0.998, recall=0.999, f-measure=0.999\n",
"Class 2: precision=0.997, recall=0.998, f-measure=0.998\n",
"Class 3: precision=0.996, recall=0.997, f-measure=0.997\n",
"Class 4: precision=0.998, recall=0.998, f-measure=0.998\n",
"Class 5: precision=0.996, recall=0.997, f-measure=0.997\n",
"Class 6: precision=0.982, recall=0.990, f-measure=0.990\n",
"Class 7: precision=0.999, recall=0.998, f-measure=0.998\n",
"Class 8: precision=0.997, recall=0.996, f-measure=0.996\n",
"Class 9: precision=0.997, recall=0.997, f-measure=0.997\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(train_labels, predictions_train_2, average=None)\n",
"print('Training set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
}
],
"source": [
"predictions_test_2 = np.argmax(model2.predict(test_images), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 977, 0, 0, 1, 1, 0, 0, 1, 0, 0],\n",
" [ 0, 1129, 2, 1, 0, 0, 0, 0, 3, 0],\n",
" [ 6, 0, 1009, 1, 8, 0, 2, 5, 1, 0],\n",
" [ 0, 0, 5, 992, 0, 2, 0, 5, 4, 2],\n",
" [ 1, 0, 2, 0, 965, 0, 2, 2, 0, 10],\n",
" [ 2, 0, 0, 7, 0, 873, 2, 1, 5, 2],\n",
" [ 19, 3, 0, 1, 7, 2, 924, 0, 2, 0],\n",
" [ 1, 0, 7, 0, 0, 0, 0, 1012, 2, 6],\n",
" [ 9, 0, 2, 1, 4, 1, 1, 4, 948, 4],\n",
" [ 3, 2, 0, 0, 5, 1, 0, 3, 3, 992]])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(test_labels, predictions_test_2)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(test_labels, predictions_test_2, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set accuracy: 0.982\n"
]
}
],
"source": [
"print('Test set accuracy: {0:5.3f}'.format(accuracy_score(test_labels, predictions_test_2)))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision=0.997, recall=0.978, f-measure=0.978\n",
"Class 1: precision=0.995, recall=0.995, f-measure=0.995\n",
"Class 2: precision=0.978, recall=0.980, f-measure=0.980\n",
"Class 3: precision=0.982, recall=0.985, f-measure=0.985\n",
"Class 4: precision=0.983, recall=0.979, f-measure=0.979\n",
"Class 5: precision=0.979, recall=0.986, f-measure=0.986\n",
"Class 6: precision=0.965, recall=0.978, f-measure=0.978\n",
"Class 7: precision=0.984, recall=0.982, f-measure=0.982\n",
"Class 8: precision=0.973, recall=0.976, f-measure=0.976\n",
"Class 9: precision=0.983, recall=0.980, f-measure=0.980\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(test_labels, predictions_test_2, average=None)\n",
"print('Test set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hrBdI8El6msh",
"outputId": "ad68ec7a-2932-457e-ddfa-3d6e1c6f89c9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 24, 24, 30) 780 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 12, 12, 30) 0 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 10, 10, 15) 4065 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 5, 5, 15) 0 \n",
"_________________________________________________________________\n",
"dropout_2 (Dropout) (None, 5, 5, 15) 0 \n",
"_________________________________________________________________\n",
"flatten_1 (Flatten) (None, 375) 0 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 128) 48128 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (None, 50) 6450 \n",
"_________________________________________________________________\n",
"dense_5 (Dense) (None, 10) 510 \n",
"=================================================================\n",
"Total params: 59,933\n",
"Trainable params: 59,933\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model3 = tf.keras.Sequential([\n",
" tf.keras.layers.Conv2D(30, (5, 5), input_shape=(28, 28,1), activation=tf.nn.relu),\n",
" tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),\n",
" tf.keras.layers.Conv2D(15, (3, 3), activation=tf.nn.relu),\n",
" tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),\n",
" tf.keras.layers.Dropout(0.2),\n",
" tf.keras.layers.Flatten(),\n",
" tf.keras.layers.Dense(128, activation=tf.nn.relu),\n",
" tf.keras.layers.Dense(50, activation=tf.nn.relu),\n",
" tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
"])\n",
"\n",
"model3.summary()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"id": "dBHJvIfWkkrH"
},
"outputs": [],
"source": [
"model3.compile(optimizer='adam', \n",
" loss='sparse_categorical_crossentropy',\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "er7jDfc-knqL",
"outputId": "b5c1d4bd-508b-41fb-f55a-dd7ad545eead",
"tags": [
"outputPrepend"
]
},
"outputs": [
{
"ename": "OSError",
"evalue": "Unable to open file (unable to open file: name = '../ml_storecnn.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_model_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cnn'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m\u001b[0m in \u001b[0;36mload_model_weights\u001b[0;34m(filename, model)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mload_model_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\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----> 2\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\".h5\"\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 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Loaded weights from disk\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/opt/anaconda3/envs/py38/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py\u001b[0m in \u001b[0;36mload_weights\u001b[0;34m(self, filepath, by_name, skip_mismatch, options)\u001b[0m\n\u001b[1;32m 2225\u001b[0m 'first, then load the weights.')\n\u001b[1;32m 2226\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_assert_weights_created\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-> 2227\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mh5py\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\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 2228\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'layer_names'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mattrs\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m'model_weights'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2229\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'model_weights'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/opt/anaconda3/envs/py38/lib/python3.8/site-packages/h5py/_hl/files.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, name, mode, driver, libver, userblock_size, swmr, rdcc_nslots, rdcc_nbytes, rdcc_w0, track_order, **kwds)\u001b[0m\n\u001b[1;32m 404\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mphil\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 405\u001b[0m \u001b[0mfapl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_fapl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlibver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrdcc_nslots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrdcc_nbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrdcc_w0\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[0;32m--> 406\u001b[0;31m fid = make_fid(name, mode, userblock_size,\n\u001b[0m\u001b[1;32m 407\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfcpl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmake_fcpl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrack_order\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrack_order\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 408\u001b[0m swmr=swmr)\n",
"\u001b[0;32m~/opt/anaconda3/envs/py38/lib/python3.8/site-packages/h5py/_hl/files.py\u001b[0m in \u001b[0;36mmake_fid\u001b[0;34m(name, mode, userblock_size, fapl, fcpl, swmr)\u001b[0m\n\u001b[1;32m 171\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mswmr\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mswmr_support\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[0mflags\u001b[0m \u001b[0;34m|=\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mACC_SWMR_READ\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 173\u001b[0;31m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfapl\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 174\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmode\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'r+'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 175\u001b[0m \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh5f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mACC_RDWR\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfapl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mh5py/h5f.pyx\u001b[0m in \u001b[0;36mh5py.h5f.open\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mOSError\u001b[0m: Unable to open file (unable to open file: name = '../ml_storecnn.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)"
]
}
],
"source": [
"model3 = load_model_weights('cnn', model3)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"id": "RjG6JAxb9IQI"
},
"outputs": [],
"source": [
"train_images_tensor = train_images.reshape(train_images.shape[0], 28, 28,1).astype('float32')\n",
"test_images_tensor = test_images.reshape(test_images.shape[0], 28, 28, 1).astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "JLCsupbd1cZC",
"outputId": "ff94b041-eeb9-467c-cb89-32d6fcc9c11a"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/5\n",
"469/469 [==============================] - 81s 173ms/step - loss: 0.6719 - accuracy: 0.7858 - val_loss: 0.0767 - val_accuracy: 0.9754\n",
"Epoch 2/5\n",
"469/469 [==============================] - 77s 163ms/step - loss: 0.0960 - accuracy: 0.9708 - val_loss: 0.0492 - val_accuracy: 0.9843\n",
"Epoch 3/5\n",
"469/469 [==============================] - 80s 170ms/step - loss: 0.0649 - accuracy: 0.9801 - val_loss: 0.0374 - val_accuracy: 0.9884\n",
"Epoch 4/5\n",
"469/469 [==============================] - 85s 181ms/step - loss: 0.0524 - accuracy: 0.9832 - val_loss: 0.0410 - val_accuracy: 0.9860\n",
"Epoch 5/5\n",
"469/469 [==============================] - 92s 195ms/step - loss: 0.0433 - accuracy: 0.9867 - val_loss: 0.0442 - val_accuracy: 0.9871\n",
"time spent training 414.051\n"
]
}
],
"source": [
"\n",
"callback = tf.keras.callbacks.EarlyStopping(monitor='loss', patience=3)\n",
"time_start = time()\n",
"history3 = model3.fit(train_images_tensor, train_labels, batch_size=128, epochs=5, verbose=1, validation_data=(test_images_tensor, test_labels), callbacks=[callback])\n",
"print(f'time spent training {time() - time_start:0.3f}')\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "D1JpMMhSrBcn",
"outputId": "e7baf270-fbf0-47d8-ebbf-4ee1d2e407f9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saved model to disk\n"
]
}
],
"source": [
"save_model(model3,'cnn')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "2stN21Lfupyu",
"outputId": "bbaddef5-7717-4668-8d1f-f033e066d1cc"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" loss | \n",
" accuracy | \n",
" val_loss | \n",
" val_accuracy | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" 0.304500 | \n",
" 0.905267 | \n",
" 0.076709 | \n",
" 0.9754 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.088103 | \n",
" 0.973067 | \n",
" 0.049176 | \n",
" 0.9843 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.062979 | \n",
" 0.980533 | \n",
" 0.037358 | \n",
" 0.9884 | \n",
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" 3 | \n",
" 0.051373 | \n",
" 0.983750 | \n",
" 0.041014 | \n",
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" 4 | \n",
" 0.044116 | \n",
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"text/plain": [
" loss accuracy val_loss val_accuracy\n",
"0 0.304500 0.905267 0.076709 0.9754\n",
"1 0.088103 0.973067 0.049176 0.9843\n",
"2 0.062979 0.980533 0.037358 0.9884\n",
"3 0.051373 0.983750 0.041014 0.9860\n",
"4 0.044116 0.985767 0.044174 0.9871"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"history3_df = pd.DataFrame(history3.history) \n",
"history3_df.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history3_df.loss, history3_df.val_loss, 'Loss')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 469
},
"id": "D5ObCcHDwxhM",
"outputId": "30c72ef8-d0e5-4510-f61d-6762bd3547c6"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotMeasure(history3_df.accuracy, history3_df.val_accuracy, 'Accuracy')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
}
],
"source": [
"predictions_train_3 = np.argmax(model3.predict(train_images_tensor), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[5920 0 1 0 0 0 0 0 1 1]\n",
" [ 1 6715 15 1 1 0 0 6 0 3]\n",
" [ 5 3 5939 0 3 0 0 3 4 1]\n",
" [ 3 0 38 6063 1 1 0 3 13 9]\n",
" [ 6 9 2 0 5778 0 1 1 3 42]\n",
" [ 17 2 2 51 1 5286 20 0 18 24]\n",
" [ 89 10 4 1 9 1 5795 0 9 0]\n",
" [ 0 9 44 1 12 0 0 6169 6 24]\n",
" [ 18 14 11 2 6 2 3 0 5779 16]\n",
" [ 17 3 0 3 6 0 0 10 6 5904]]\n"
]
}
],
"source": [
"print(confusion_matrix(train_labels, predictions_train_3))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(train_labels, predictions_train_3, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training set accuracy: 0.989\n"
]
}
],
"source": [
"print('Training set accuracy: {0:5.3f}'.format(accuracy_score(train_labels, predictions_train_3)))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision=0.999, recall=0.987, f-measure=0.987\n",
"Class 1: precision=0.996, recall=0.994, f-measure=0.994\n",
"Class 2: precision=0.997, recall=0.989, f-measure=0.989\n",
"Class 3: precision=0.989, recall=0.990, f-measure=0.990\n",
"Class 4: precision=0.989, recall=0.991, f-measure=0.991\n",
"Class 5: precision=0.975, recall=0.987, f-measure=0.987\n",
"Class 6: precision=0.979, recall=0.987, f-measure=0.987\n",
"Class 7: precision=0.985, recall=0.990, f-measure=0.990\n",
"Class 8: precision=0.988, recall=0.989, f-measure=0.989\n",
"Class 9: precision=0.992, recall=0.986, f-measure=0.986\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(train_labels, predictions_train_3, average=None)\n",
"print('Test set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/giorgio/opt/anaconda3/envs/d2l/lib/python3.8/site-packages/tensorflow/python/data/ops/dataset_ops.py:3503: UserWarning: Even though the tf.config.experimental_run_functions_eagerly option is set, this option does not apply to tf.data functions. tf.data functions are still traced and executed as graphs.\n",
" warnings.warn(\n"
]
}
],
"source": [
"predictions_test_3 = np.argmax(model3.predict(test_images_tensor), axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 978 0 0 0 0 0 0 1 1 0]\n",
" [ 1 1132 1 0 0 0 0 1 0 0]\n",
" [ 1 1 1026 0 2 0 0 1 1 0]\n",
" [ 0 0 4 1004 0 1 0 0 1 0]\n",
" [ 1 0 0 0 970 0 0 0 0 11]\n",
" [ 3 0 1 15 0 867 2 1 1 2]\n",
" [ 16 2 0 0 2 1 936 0 1 0]\n",
" [ 0 2 11 0 0 0 0 1011 2 2]\n",
" [ 9 0 2 0 1 1 0 0 957 4]\n",
" [ 4 3 2 1 4 0 0 3 2 990]]\n"
]
}
],
"source": [
"print(confusion_matrix(test_labels, predictions_test_3))"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6))\n",
"disp = ConfusionMatrixDisplay.from_predictions(test_labels, predictions_test_3, normalize='true', cmap='Blues')\n",
"disp.figure_.suptitle(\"Confusion Matrix\")\n",
"plt.grid(None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set accuracy: 0.987\n"
]
}
],
"source": [
"print('Test set accuracy: {0:5.3f}'.format(accuracy_score(test_labels, predictions_test_3)))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test set\n",
"Class 0: precision=0.998, recall=0.981, f-measure=0.981\n",
"Class 1: precision=0.997, recall=0.995, f-measure=0.995\n",
"Class 2: precision=0.994, recall=0.987, f-measure=0.987\n",
"Class 3: precision=0.994, recall=0.989, f-measure=0.989\n",
"Class 4: precision=0.988, recall=0.989, f-measure=0.989\n",
"Class 5: precision=0.972, recall=0.984, f-measure=0.984\n",
"Class 6: precision=0.977, recall=0.987, f-measure=0.987\n",
"Class 7: precision=0.983, recall=0.988, f-measure=0.988\n",
"Class 8: precision=0.983, recall=0.987, f-measure=0.987\n",
"Class 9: precision=0.981, recall=0.981, f-measure=0.981\n"
]
}
],
"source": [
"meas = precision_recall_fscore_support(test_labels, predictions_test_3, average=None)\n",
"print('Test set')\n",
"for i in range(10):\n",
" print('Class {0:d}: precision={1:5.3f}, recall={2:5.3f}, f-measure={2:5.3f}'.format(i, meas[1][i], meas[2][i], meas[3][i]))"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "mlp_mnist_tf.ipynb",
"provenance": []
},
"interpreter": {
"hash": "e6fbffd3944079581946d96b32a503e49666a94e965bdd454cc30ae8a1c1078c"
},
"kernelspec": {
"display_name": "Python 3.8",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}