{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "bwc-Cm5V0KoO" }, "source": [ "# Artificial neurons, feed-forward neural networks, convolutional neural networks, and deep learning\n", "\n", "## with several citations to \"Learn tensorflow without a PhD\", by Martin Görner\n", "\n", "(available at https://github.com/GoogleCloudPlatform/tensorflow-without-a-phd)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "NWhxlG5g0KoP" }, "source": [ "## Build a handwritten digit recognizer\n", "\n", "- More general problem: image classification\n", "- Possible solution: machine learning\n", " - several examples (image, class)\n", " - induction process\n", " - classifier that maps generic image to class\n", "- Among the possible ways: artificial neural networks" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-02-28T10:44:53.737004Z", "start_time": "2022-02-28T10:44:51.350965Z" }, "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "colab_type": "code", "executionInfo": { "elapsed": 3566, "status": "ok", "timestamp": 1586341003739, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "FptPh3VjfHG9", "outputId": "233385a2-17e8-49ff-872a-46ed0347d452" }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import math\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from ipywidgets import interact\n", "import ipywidgets as widgets\n", "\n", "import os, re, math, json, shutil, pprint\n", "import PIL.Image, PIL.ImageFont, PIL.ImageDraw\n", "import IPython.display as display\n", "import tensorflow as tf\n", "from matplotlib import pyplot as plt\n", "import math\n", "from IPython.display import display, Javascript, clear_output, HTML\n", "from google.colab import output\n", "from PIL import Image\n", "import io, base64\n", "import PIL\n", "\n", "print(\"Tensorflow version \" + tf.__version__)\n", "\n", "np.set_printoptions(precision=3, threshold=11)\n", "\n", "# Matplotlib config\n", "plt.ioff()\n", "plt.rc('image', cmap='gray_r')\n", "plt.rc('grid', linewidth=1)\n", "plt.rc('xtick', top=False, bottom=False, labelsize='large')\n", "plt.rc('ytick', left=False, right=False, labelsize='large')\n", "plt.rc('axes', facecolor='F8F8F8', titlesize=\"large\", edgecolor='white')\n", "plt.rc('text', color='a8151a')\n", "plt.rc('figure', facecolor='F0F0F0') #, figsize=(16,9)\n", "# Matplotlib fonts\n", "MATPLOTLIB_FONT_DIR = os.path.join(os.path.dirname(plt.__file__),\n", " \"mpl-data/fonts/ttf\")" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WbVo3Zdc0KoQ" }, "source": [ "## Artificial neural networks\n", "\n", "- Inspired by the central nervous system\n", "- (of which they represent a highly simplified model)\n", "- Composed by (a lot of) artificial neurons (or units)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "xuEkHNgJ0KoR" }, "source": [ "## The artificial neuron (unit)\n", "\n", "- $x_1, \\dots, x_n$: inputs,\n", "- $w_1, \\dots, w_n$: weights,\n", "- $b$: bias,\n", "- $\\mathrm{logit} = \\sum w_i x_i - b$\n", "- $f: \\mathbb R \\mapsto \\mathbb R$: activation function,\n", "- output: $y = f(\\mathrm{logit})$" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "mbVL-e7f0KoS" }, "source": [ "![A very simple neuron](https://malchiodi.di.unimi.it/archive/deep-learning/simple-neuron.png)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "t0XYDqW60KoT" }, "source": [ "## A slightly more complex unit\n", "\n", "![A neuron recognizing digits](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/e218e6eee9da4e_1920.png)\n", "\n", "[Source: https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist]\n", "\n", "Historically, this is known as a _perceptron_." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "lVJV8Nnn0KoU" }, "source": [ "## Activation functions\n", "\n", "- threshold\n", "\n", "\\begin{equation}\n", "f(x) = \\begin{cases}\n", " 1 & \\text{if $x \\geq 0$,} \\\\\n", " 0 & \\text{otherwise.}\n", "\\end{cases}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 268 }, "colab_type": "code", "executionInfo": { "elapsed": 1656, "status": "ok", "timestamp": 1586341009267, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "3TA4Ny0Z0KoV", "outputId": "7a840334-7b48-4534-93a8-5af28a8b69e4" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "def threshold(x):\n", " return 1 if x >= 0 else 0\n", "\n", "x = np.arange(-4, 4, 0.1)\n", "y_threshold = list(map(threshold, x))\n", "plt.step(x, y_threshold)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "WfCX3q9c0Kof" }, "source": [ "- sigmoid (continuous approximation of threshold)\n", "\n", "\\begin{equation}\n", "f(x; \\beta) = \\frac{1}{1 + \\mathrm{e}^{-\\beta x}}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300, "referenced_widgets": [ "3e86fbf348d8445e95fd79d0881973b3", "e5624ed5327745a680a530cf48484a34", "99b49a9130d243b09e8fe8f5cfdf671e", "fa471790d261460fbf1dedbea7d402f4", "f0b5e575d004434c8a2645e6bedfbbb1", "2e2d586380e84719aad23610a298c480", "5059136cecd049a28cfa048e30558735" ] }, "colab_type": "code", "executionInfo": { "elapsed": 1768, "status": "ok", "timestamp": 1586341011733, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "A4FqhMGG0Kog", "outputId": "5732aa6e-cfd4-49e7-b254-4f90644d058e", "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3e86fbf348d8445e95fd79d0881973b3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=1.0, description='beta', max=10.0, min=0.01), Output()), _dom_classes=…" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "def sigmoid(x, beta=1):\n", " return 1 / (1+math.exp(-beta * x))\n", "\n", "def sigmoid_plot(beta):\n", " plt.plot(x, y_threshold)\n", " y_sigmoid = list(map(lambda x: sigmoid(beta, x), x))\n", " plt.plot(x, y_sigmoid, c='g')\n", " plt.show()\n", "\n", "interact(sigmoid_plot,\n", " beta=widgets.FloatSlider(min=0.01,\n", " max=10,\n", " step=.1,\n", " value=1));" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "SdAs-Cy90Kol" }, "source": [ "- hyperbolic tangent" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 268 }, "colab_type": "code", "executionInfo": { "elapsed": 2234, "status": "ok", "timestamp": 1586341016287, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "r9hisz_80Kom", "outputId": "32ea5cb3-116d-4d60-8f84-642f9ebd6574" }, "outputs": [ { "data": { "image/png": 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AB9ZjuOO6BJYD9TkWBNEAsm7bfoSFKPGL67jvgfoeC4JogDjY5sQ7liNYMNmIKC33yVHf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\nlJSE9PR0vPzyy/7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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "y_tanh = list(map(math.tanh, x))\n", "plt.plot(x, y_tanh)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "pXaNstRo0Koq" }, "source": [ "## Bring me data, labeled data!" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "6ygBl4520Kor", "scrolled": true }, "outputs": [], "source": [ "BATCH_SIZE = 128\n", "EPOCHS = 10\n", "\n", "training_images_file = 'gs://mnist-public/train-images-idx3-ubyte'\n", "training_labels_file = 'gs://mnist-public/train-labels-idx1-ubyte'\n", "validation_images_file = 'gs://mnist-public/t10k-images-idx3-ubyte'\n", "validation_labels_file = 'gs://mnist-public/t10k-labels-idx1-ubyte'" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "5_7DsXkC0Kpj" }, "source": [ "## Data organization\n", "\n", "We will consider each time a _minibatch_ of 128 examples, selected using a _round-robin_ criterion." ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "-GC0qoP0IjIP" }, "outputs": [], "source": [ "AUTO = tf.data.experimental.AUTOTUNE\n", "\n", "def read_label(tf_bytestring):\n", " label = tf.io.decode_raw(tf_bytestring, tf.uint8)\n", " label = tf.reshape(label, [])\n", " label = tf.one_hot(label, 10)\n", " return label\n", " \n", "def read_image(tf_bytestring):\n", " image = tf.io.decode_raw(tf_bytestring, tf.uint8)\n", " image = tf.cast(image, tf.float32)/256.0\n", " image = tf.reshape(image, [28*28])\n", " return image\n", " \n", "def load_dataset(image_file, label_file):\n", " imagedataset = tf.data.FixedLengthRecordDataset(image_file,\n", " 28*28,\n", " header_bytes=16)\n", " imagedataset = imagedataset.map(read_image, num_parallel_calls=16)\n", " labelsdataset = tf.data.FixedLengthRecordDataset(label_file,\n", " 1,\n", " header_bytes=8)\n", " labelsdataset = labelsdataset.map(read_label, num_parallel_calls=16)\n", " dataset = tf.data.Dataset.zip((imagedataset, labelsdataset))\n", " return dataset \n", " \n", "def get_training_dataset(image_file, label_file, batch_size):\n", " dataset = load_dataset(image_file, label_file)\n", " \n", " # this small dataset can be entirely cached in RAM\n", " dataset = dataset.cache() \n", " \n", " dataset = dataset.shuffle(5000, reshuffle_each_iteration=True)\n", " dataset = dataset.repeat()\n", " dataset = dataset.batch(batch_size, drop_remainder=True)\n", " \n", " # fetch next batches while training on the current one\n", " dataset = dataset.prefetch(AUTO)\n", " \n", " return dataset\n", " \n", "def get_validation_dataset(image_file, label_file):\n", " dataset = load_dataset(image_file, label_file)\n", "\n", " # this small dataset can be entirely cached in RAM\n", " dataset = dataset.cache()\n", "\n", " # 10000 items in eval dataset, all in one batch\n", " dataset = dataset.batch(10000, drop_remainder=True)\n", " dataset = dataset.repeat()\n", " return dataset\n", "\n", "# instantiate the datasets\n", "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 68 }, "colab_type": "code", "executionInfo": { "elapsed": 8359, "status": "ok", "timestamp": 1586341029952, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "A7Mbljl2Iw-m", "outputId": "ec98a2ff-acb1-4d59-ff4f-bf94589aaf05" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0. 0. ... 0. 0. 0.]\n", "(784,)\n", "tf.Tensor([0. 0. 0. 1. 0. 0. 0. 0. 0. 0.], shape=(10,), dtype=float32)\n" ] } ], "source": [ "for example in training_dataset.take(1):\n", " images, labels = example\n", " break\n", "image, label = images[0], labels[0]\n", "print(image.numpy())\n", "print(image.numpy().shape)\n", "print(label)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 135 }, "colab_type": "code", "executionInfo": { "elapsed": 999, "status": "ok", "timestamp": 1586341032054, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "2pZqKlScKij9", "outputId": "7538f53b-79c4-4c59-ccb8-4738cfb1d52e" }, "outputs": [ { "data": { "text/plain": [ "array([[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 8, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "image.numpy().reshape((28, 28))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "colab_type": "code", "executionInfo": { "elapsed": 1045, "status": "ok", "timestamp": 1586341034361, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "Kyj-_qgoKOzb", "outputId": "d25e4d66-3c92-4486-8c25-2820e6a6e1f8" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "plt.imshow(1 - image.numpy().reshape((28, 28))/255, cmap=plt.get_cmap(\"gray\"))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "V01yyq1xHMzZ" }, "outputs": [], "source": [ "# pull a batch from the datasets.\n", "def dataset_to_numpy_util(training_dataset, validation_dataset, N):\n", " \n", " # get one batch from each: 10000 validation digits, N training digits\n", " batch_train_ds = training_dataset.unbatch().batch(N)\n", " \n", " for validation_digits, validation_labels in validation_dataset:\n", " validation_digits = validation_digits.numpy()\n", " validation_labels = validation_labels.numpy()\n", " break\n", " for training_digits, training_labels in batch_train_ds:\n", " training_digits = training_digits.numpy()\n", " training_labels = training_labels.numpy()\n", " break\n", " \n", " # these were one-hot encoded in the dataset\n", " validation_labels = np.argmax(validation_labels, axis=1)\n", " training_labels = np.argmax(training_labels, axis=1)\n", " \n", " return (training_digits, training_labels,\n", " validation_digits, validation_labels)\n", "\n", "# create digits from local fonts for testing\n", "def create_digits_from_local_fonts(n):\n", " font_labels = []\n", "\n", " # format 'LA': black in channel 0, alpha in channel 1\n", " img = PIL.Image.new('LA', (28*n, 28), color = (0,255))\n", " font1 = PIL.ImageFont.truetype(os.path.join(MATPLOTLIB_FONT_DIR,\n", " 'DejaVuSansMono-Oblique.ttf'),\n", " 25)\n", " font2 = PIL.ImageFont.truetype(os.path.join(MATPLOTLIB_FONT_DIR,\n", " 'STIXGeneral.ttf'),\n", " 25)\n", " d = PIL.ImageDraw.Draw(img)\n", " for i in range(n):\n", " font_labels.append(i%10)\n", " d.text((7+i*28,0 if i<10 else -4), str(i%10),\n", " fill=(255,255),\n", " font=font1 if i<10 else font2)\n", "\n", " # black in channel 0, alpha in channel 1 (discarded)\n", " font_digits = np.array(img.getdata(), np.float32)[:,0] / 255.0 \n", " font_digits = np.reshape(np.stack(np.split(np.reshape(font_digits,\n", " [28, 28*n]),\n", " n, axis=1), axis=0), [n, 28*28])\n", " return font_digits, font_labels\n", "\n", "# utility to display a row of digits with their predictions\n", "def display_digits(digits, predictions, labels, title, n):\n", " fig = plt.figure(figsize=(13,3))\n", " digits = np.reshape(digits, [n, 28, 28])\n", " digits = np.swapaxes(digits, 0, 1)\n", " digits = np.reshape(digits, [28, 28*n])\n", " plt.yticks([])\n", " plt.xticks([28*x+14 for x in range(n)], predictions)\n", " plt.grid(b=None)\n", " for i,t in enumerate(plt.gca().xaxis.get_ticklabels()):\n", " if predictions[i] != labels[i]: t.set_color('red') # bad predictions in red\n", " plt.imshow(digits)\n", " plt.grid(None)\n", " plt.title(title)\n", " display(fig)\n", " \n", "# utility to display multiple rows of digits,\n", "# sorted by unrecognized/recognized status\n", "def display_top_unrecognized(digits, predictions, labels, n, lines):\n", " idx = np.argsort(predictions==labels) # sort order: unrecognized first\n", " for i in range(lines):\n", " display_digits(digits[idx][i*n:(i+1)*n],\n", " predictions[idx][i*n:(i+1)*n],\n", " labels[idx][i*n:(i+1)*n],\n", " '{} sample validation digits out of {} '\n", " 'with bad predictions in red and sorted '\n", " 'first'.format(n*lines, len(digits)) if i==0 else '', n)\n", "\n", "def plot_learning_rate(lr_func, epochs):\n", " xx = np.arange(epochs+1, dtype=np.float)\n", " y = [lr_decay(x) for x in xx]\n", " fig, ax = plt.subplots(figsize=(9, 6))\n", " ax.set_xlabel('epochs')\n", " ax.set_title('Learning rate\\ndecays from {:0.3g} to {:0.3g}'.format(y[0],\n", " y[-2]))\n", " ax.minorticks_on()\n", " ax.grid(True, which='major', axis='both', linestyle='-', linewidth=1)\n", " ax.grid(True, which='minor', axis='both', linestyle=':', linewidth=0.5)\n", " ax.step(xx,y, linewidth=3, where='post')\n", " display(fig)\n", "\n", "class PlotTraining(tf.keras.callbacks.Callback):\n", " def __init__(self, sample_rate=1, zoom=1):\n", " self.sample_rate = sample_rate\n", " self.step = 0\n", " self.zoom = zoom\n", " self.steps_per_epoch = 60000//BATCH_SIZE\n", "\n", " def on_train_begin(self, logs={}):\n", " self.batch_history = {}\n", " self.batch_step = []\n", " self.epoch_history = {}\n", " self.epoch_step = []\n", " self.fig, self.axes = plt.subplots(1, 2, figsize=(16, 7))\n", " plt.ioff()\n", "\n", " def on_batch_end(self, batch, logs={}):\n", " if (batch % self.sample_rate) == 0:\n", " self.batch_step.append(self.step)\n", " for k,v in logs.items():\n", " # do not log \"batch\" and \"size\" metrics that do not change\n", " # do not log training accuracy \"acc\"\n", " if k=='batch' or k=='size':# or k=='acc':\n", " continue\n", " self.batch_history.setdefault(k, []).append(v)\n", " self.step += 1\n", "\n", " def on_epoch_end(self, epoch, logs={}):\n", " plt.close(self.fig)\n", " self.axes[0].cla()\n", " self.axes[1].cla()\n", " \n", " self.axes[0].set_ylim(0, 1.2/self.zoom)\n", " self.axes[1].set_ylim(1-1/self.zoom/2, 1+0.1/self.zoom/2)\n", " \n", " self.epoch_step.append(self.step)\n", " for k,v in logs.items():\n", " # only log validation metrics\n", " if not k.startswith('val_'):\n", " continue\n", " self.epoch_history.setdefault(k, []).append(v)\n", "\n", " clear_output(wait=True)\n", " \n", " for k,v in self.batch_history.items():\n", " (self.axes[0 if k.endswith('loss') else 1]\n", " .plot(np.array(self.batch_step) / self.steps_per_epoch, v, label=k))\n", " \n", " for k,v in self.epoch_history.items():\n", " (self.axes[0 if k.endswith('loss') else 1]\n", " .plot(np.array(self.epoch_step) / self.steps_per_epoch, v,\n", " label=k, linewidth=3))\n", " \n", " self.axes[0].legend()\n", " self.axes[1].legend()\n", " self.axes[0].set_xlabel('epochs')\n", " self.axes[1].set_xlabel('epochs')\n", " self.axes[0].minorticks_on()\n", " self.axes[0].grid(True, which='major', axis='both',\n", " linestyle='-', linewidth=1)\n", " self.axes[0].grid(True, which='minor', axis='both',\n", " linestyle=':', linewidth=0.5)\n", " self.axes[1].minorticks_on()\n", " self.axes[1].grid(True, which='major', axis='both',\n", " linestyle='-', linewidth=1)\n", " self.axes[1].grid(True, which='minor', axis='both',\n", " linestyle=':', linewidth=0.5)\n", " display(self.fig)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 177 }, "colab_type": "code", "executionInfo": { "elapsed": 4120, "status": "ok", "timestamp": 1586341043096, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "OlvvjBDMMoUc", "outputId": "a80ab11b-7fe1-4a2c-8f6d-1574c1853ef1" }, "outputs": [ { "data": { "image/png": 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4MmbMGJKXlzegdsViMXnvvfcIl8vtdC1NTEzI559/TmpqanR0hk/QaDTk+++/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\nEB4TE4OysjJkZGT8qBs+o9GImJgY7N+/H++88w6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Z0eTJk2nVqlU0b948srGxoeDgYOJwOOTi4kIeHh60ffv2PittV65cIRcXF5o1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\nqwgICODmzZt0dXXR0NDAn/70J27dusXy5cudusc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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "N = 24\n", "(training_digits, training_labels,\n", " validation_digits, validation_labels) = dataset_to_numpy_util(training_dataset, validation_dataset, N)\n", "display_digits(training_digits, training_labels, training_labels, \"training digits and their labels\", N)\n", "display_digits(validation_digits[:N], validation_labels[:N], validation_labels[:N], \"validation digits and their labels\", N)\n", "font_digits, font_labels = create_digits_from_local_fonts(N)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Ldu885xCuD2l" }, "source": [ "![A neuron recognizing digits](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/e218e6eee9da4e_1920.png)\n", "\n", "[Source: https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "QCmiBM4O0KpZ" }, "source": [ "\n", "$$ L = X \\cdot W + b $$\n", "\n", "\n", "\n", "[Source: https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist/]\n", "\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/a49ddecea0ee8f52_1920.png)\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/ef0d98c0952c262d_1920.png)\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/d51252f75894479e.gif)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "RowIfI8W0Kpa" }, "source": [ "## How good is a unit?\n", "\n", "* Maximize _accuracy_ (given several _targets_ $t^{(j)}$ and the corresponding _predictions_ $y^{(j)}$, measure how many times the prediction equals the target)\n", " \n", "* In our case, $t, y \\in [0, 1]^10$, thus we can measure accuracy as the cardinality of the set\n", "\n", "$$ \\left\\{ j \\text{ such that } \\arg\\max_{1 \\leq i \\leq 10} \\left\\{ t^{(j)}_i \\right\\} = \\arg\\max_{1 \\leq i \\leq 10} \\left\\{ y^{(j)}_i \\right\\} \\right\\}$$\n", "\n", "\n", "* Alternatively, minimize Kullback-Leibler divergence, or cross-entropy: given two (discrete) probability distributions $\\{ p_1, \\dots, p_d \\}$ and $\\{ q_1, \\dots, q_d \\}$ over the same set, the following quantity measures how close the two distributions are:\n", "\n", "$$ - \\sum_{i} p_i \\log \\frac{q_i}{p_i} $$\n", "\n", "* In our case, $\\{p_1, \\dots, p_{10}\\}$ are the outputs of our neuron once an image has been fed in, and $t^{(j)}$, and $\\{q_1, \\dots, q_{10}\\}$ are the components of the corresponding target, thus the cross-entropy value is\n", "\n", "$$ \\sum_j - \\sum_{i} y^{(j)}_i \\log \\frac{t^{(j)}_i}{y^{(j)}_i} $$\n", "\n", "\n", "\n", "[Source: https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 186 }, "colab_type": "code", "executionInfo": { "elapsed": 1055, "status": "ok", "timestamp": 1586341049331, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "vECkMa6HIBjV", "outputId": "e572a41b-0c60-49af-9c71-a470ea6207f8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense (Dense) (None, 10) 7850 \n", "=================================================================\n", "Total params: 7,850\n", "Trainable params: 7,850\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer='sgd',\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# print model layers\n", "model.summary()\n", "\n", "# utility callback that displays training curves\n", "plot_training = PlotTraining(sample_rate=10, zoom=1)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "iVLj_rqF0KrG" }, "source": [ "## How does this work?\n", "\n", "Minimizing the loss function, either\n", "\n", "- analytically, using calculus,\n", "- pointwise, using _backpropagation_ on a _computation graph_.\n", "\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/9d3ab44f06bb0f7a_1920.png)\n", "\n", "[Source: https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "-rZ7gFsB0KrH" }, "source": [ "Concerning the first option, consider for instance a single-output neuron with sigmoidal activation function: let\n", "\n", "- $x_1, \\dots, x_n$ denote the inputs to the neuron;\n", "- $w_1, \\dots, w_n$ denote the corresponding connection weights,\n", "- $\\mathrm{logit}^{(j)} = \\sum_i w_i x^{(j)}_i$ be the _signal_ arriving to the perceptron when the $j$-th example is presented;\n", "- $y^{(j)} = f_\\beta(\\mathrm{logit}^{(j)})$ the output of the neuron when the $j$-th example is presented.\n", "\n", "If we measure performance using the cumulated L2 loss (which is more appropriate in this case, since we have a single output)\n", "\n", "$$E(w_1, \\dots, w_n) = \\frac{1}{2} \\sum_j \\left( t^{(j)} - y^{(j)} \\right)^2,$$\n", "\n", "it is easy to compute the derivatives of $E$ w.r.t. any $w_k$ using the chain rule:\n", "\n", "$$\n", "\\frac{\\partial E}{\\partial w_k} = \n", "\\frac{1}{2} \\sum_j -2 \\left( t^{(j)} - y^{(j)} \\right)\n", "\\frac{\\partial y^{(j)}}{\\partial w_k}.\n", "$$\n", "\n", "Now, \n", "\n", "$$\n", "\\frac{\\partial y^{(j)}}{\\partial w_k} = f'_\\beta(\\mathrm{logit}^{(j)})\n", "\\frac{\\partial \\mathrm{logit}^{(j)}}{\\partial w_k} =\n", "f'_\\beta(\\mathrm{logit}^{(j)}) \\frac{\\partial}{\\partial w_k}\\sum_i w_i x^{(j)}_i =\n", "f'_\\beta(\\mathrm{logit}^{(j)}) x^{(j)}_k\n", "$$\n", "\n", "Summing up,\n", "\n", "$$\n", "\\frac{\\partial E}{\\partial w_k} = \\sum_j \\left( y^{(j)} - t^{(j)} \\right)\n", "f'_\\beta(\\mathrm{logit}^{(j)}) x^{(j)}_k,\n", "$$\n", "\n", "which in vectorial form reads\n", "\n", "$$\\nabla E(w) = \\sum_j \\left( y^{(j)} - t^{(j)} \\right)\n", "f'_\\beta(\\mathrm{logit}^{(j)}) x^{(j)}.\n", "$$\n", "\n", "Note also that the derivative of the sigmoidal activation is easily computed in terms of the original value $f_\\beta(x)$, as\n", "\n", "$$\n", "f'_\\beta(x) = \\frac{\\mathrm d}{\\mathrm dx} \\frac{1}{1 + \\mathrm e^{-\\beta x}}\n", "= \\frac{\\beta \\mathrm e^{-\\beta x}}{\\left( 1 + \\mathrm e^{-\\beta x} \\right)^2}\n", "= \\beta \\frac{1}{1 + \\mathrm e^{-\\beta x}} \\left( 1 - \\frac{1}{1 + \\mathrm e^{-\\beta x}} \\right)\n", "= \\beta f_\\beta(x) (1 - f_\\beta(x))\n", "$$\n", "\n", "This means that $f'_\\beta(\\mathrm{logit}^{(j)}) = \\beta f_\\beta(\\mathrm{logit}^{(j)})(1 - (\\mathrm{logit}^{(j)})) = \\beta y^{(j)} (1 - y^{(j)})$, so that\n", "\n", "$$\\nabla E(w) = \\sum_j \\left( y^{(j)} - t^{(j)} \\right)\n", "\\beta y^{(j)} (1 - y^{(j)}) x^{(j)}.$$" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "H19HqOm10KrJ" }, "source": [ "Note that this approach would require to compute anew the analytical form of gradient each time we change anything in the perceptron structure (e.g., use a different activation function). In the code here below we rely on the second alternative, namely computing the value of the gradient only in correspondence of points actually needed during the optimization process, and this will be done using a technique called _backpropagation_, which we will detail later on." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "executionInfo": { "elapsed": 300, "status": "ok", "timestamp": 1586341097602, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "-3UkiXSgIGOL", "outputId": "abebf73e-4575-4aa5-dd6f-bd678c581d79" }, "outputs": [ { "data": { "image/png": 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K85TKyZogCFODgY0v8Jd//MKQ97yBAO/47a8mKSMBIJlM0tLSUlm2X8fj8TGL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\nIAiCIAg1zNYopkQmj0y+iCXzOsqjJ8zX0+k02Sgm84ecXU3mj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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 3s 7ms/step - loss: 0.4065 - accuracy: 0.8909 - val_loss: 0.3828 - val_accuracy: 0.8978\n" ] } ], "source": [ "steps_per_epoch = 60000//BATCH_SIZE # 60,000 items in this dataset\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "eJ-cABPtuGfn" }, "source": [ "## Deep learning (aka multilayer perceptron)\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 254 }, "colab_type": "code", "executionInfo": { "elapsed": 942, "status": "ok", "timestamp": 1586341106964, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "U1aaNtVatjE1", "outputId": "38799f60-ae9e-46f8-94bd-cff542964192" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_1\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_1 (Dense) (None, 200) 157000 \n", "_________________________________________________________________\n", "dense_2 (Dense) (None, 60) 12060 \n", "_________________________________________________________________\n", "dense_3 (Dense) (None, 10) 610 \n", "=================================================================\n", "Total params: 169,670\n", "Trainable params: 169,670\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='sigmoid'),\n", " tf.keras.layers.Dense(60, activation='sigmoid'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer='sgd',\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "model.summary()\n", "\n", "plot_training = PlotTraining(sample_rate=10, zoom=1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "executionInfo": { "elapsed": 384, "status": "ok", "timestamp": 1586341153560, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "TDfrT0TWti-1", "outputId": "3e9804fd-2df0-4f8d-9d7a-861e68dc3e3a" }, "outputs": [ { "data": { "image/png": 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hh+MXv/hF3W2vvvpq/PjHP0axWMTChQvxox/9iN0vDV4Y6bK30dCirIkKjt4k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QSwT8zkhus/GBS1TUSfvJ9vylLrEx1Jb66D+uD10PdurnncPvYKWO/6GpDsCRTH+02pIujOTYo1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\nxPuEpDpQiFgqkKhNmkcAfVIBO6UZcDrVb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YQQQgghpGSwU0oIIYQQQgghpGSwU0oIIYQQ\nQgghpGT8f6gOVRMknOxKAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 3s 7ms/step - loss: 1.0719 - accuracy: 0.7522 - val_loss: 1.0010 - val_accuracy: 0.7685\n" ] } ], "source": [ "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "EnpbaonUzAzm" }, "source": [ "See nothing? Check out loss and accuracy values vs Y-axes" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6ezs6TcE0Ks1" }, "source": [ "## From sigmoid to ReLu\n", "\n", "Vanishing gradient problem!\n", "\n", "![](https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist/img/29151b846e13320d.png)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 268 }, "colab_type": "code", "executionInfo": { "elapsed": 1564, "status": "ok", "timestamp": 1586341206705, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "MD0ZkTg80Ks2", "outputId": "76e38e34-9cfd-4495-de94-696672201d58" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "def relu(x):\n", " return max(0, x)\n", "\n", "x_vals = np.arange(-10, 10, .5)\n", "plt.plot(x_vals, list(map(relu, x_vals)))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vxs1Wvh50Ks6" }, "source": [ "Derivative of relu in 0? Either fix a value or use _softplus_" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 268 }, "colab_type": "code", "executionInfo": { "elapsed": 1374, "status": "ok", "timestamp": 1586341202156, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "WmdTZgsv0Ks7", "outputId": "7abee05c-1e4b-49f7-c774-ff5c6b6e07a1" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "def softplus(x):\n", " return math.log(1.0 + math.e**x)\n", "\n", "plt.plot(x_vals, list(map(relu, x_vals)))\n", "plt.plot(x_vals, list(map(softplus, x_vals)))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6aicb44I0Ks9" }, "source": [ "(by the way, note that $\\mathrm{softplus}'(x)=\\mathrm{sigmoid}(x)$)\n", "\n", "\n", "We will also switch to a more efficient optimizer: ADAM" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 254 }, "colab_type": "code", "executionInfo": { "elapsed": 1157, "status": "ok", "timestamp": 1586341212073, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "3KTNEeDnti0C", "outputId": "d9318ef1-3e4d-40d8-dfab-b1df2caa78e9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_2\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_4 (Dense) (None, 200) 157000 \n", "_________________________________________________________________\n", "dense_5 (Dense) (None, 60) 12060 \n", "_________________________________________________________________\n", "dense_6 (Dense) (None, 10) 610 \n", "=================================================================\n", "Total params: 169,670\n", "Trainable params: 169,670\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dense(60, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer='adam',\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# print model layers\n", "model.summary()\n", "\n", "# utility callback that displays training curves\n", "plot_training = PlotTraining(sample_rate=10, zoom=1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "executionInfo": { "elapsed": 875, "status": "ok", "timestamp": 1586341263544, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "QGwNQsKytina", "outputId": "8c04ca8a-9a86-45d1-bf63-efcd4df4cc31" }, "outputs": [ { "data": { "image/png": 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lo9Svs43US2DGehnu7p72fftccB77XHDeuOciCxdy7L/eOOnc/T70QVZc+uFJ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dTn62qK1kn9ratJ1alUKmE9Nu2ULiwsoNPp4Ny5c7jxxhsBAE8++SQOHDiwar9z587hpZdewq/8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\nuoXP7LiY9e+/iHgiwd//+5N02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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 4s 8ms/step - loss: 0.0141 - accuracy: 0.9959 - val_loss: 0.0811 - val_accuracy: 0.9777\n" ] } ], "source": [ "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "fJvyAGlh1A6T" }, "source": [ "## Let's go faster!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461 }, "colab_type": "code", "executionInfo": { "elapsed": 285, "status": "ok", "timestamp": 1586341310477, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "w9odi4wttidc", "outputId": "fc02bc11-3db5-46ce-e162-39ce332d208b" }, "outputs": [ { "data": { "image/png": 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jY2OHXW25S/DB32xsbBRuHFNPUFNTg9WrD46HWrVqFcrKylBcXIyamhps3bq1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c24pk1Czl8Z2WW26oM5/nUG1PIiVqROomSJkfMHAJbYKJ5EyhEpS9Q1B46fYsVufqrXe1M9cEgk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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 4s 8ms/step - loss: 0.0543 - accuracy: 0.9851 - val_loss: 0.1454 - val_accuracy: 0.9739\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dense(60, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "plot_training = PlotTraining(sample_rate=10, zoom=5)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "fRtlkmk94rIC" }, "source": [ "## OK, not so fast" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 422 }, "colab_type": "code", "executionInfo": { "elapsed": 1638, "status": "ok", "timestamp": 1586341409882, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "GoXtbemitiJ9", "outputId": "478e8433-2f38-4071-af5c-8394dd2e6143" }, "outputs": [ { "data": { "image/png": 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CxjLnA+1/tGPqjogl2l0u15CdZBqTXutQlzPv/Tvdbrfw42h273m9XoRCISPH\n7GXlgey9ncuYQqGQ8Til3tPrNrv39O3CwsKcax5o226393ACmNN7wJF/sJlds8PhENJ73cdjdu95\nPB6kUinjPdvM3gOAWCzW5zia1XuijqO+3b1us3pvIPj0EMMwDMMwJOBJiyT6+1SHAhTrFlkz1WxR\nUPVB0TVA0wm7tk62DHjSwjAMwzAMCXjSIonuXxyjBMW6RdZMNVsUVH1QdA3QdMKurZMtA560MAzD\nMAxDAp60SILqeUaKdVM9X8yurZEtEopO2LV1smXAkxZJ2Gw22SXkBMW6RdZMNVsUVH1QdA3QdMKu\nrZMtA560SEK/qQ41KNYtsmaq2aKg6oOia4CmE3ZtnWwZ8KSFYRiGYRgS8KRFEv3doZQCFOsWWTPV\nbFFQ9UHRNUDTCbu2TrYMeNIiCX1tI2pQrFtkzVSzRUHVB0XXAE0n7No62TLgSYsk9IWhqEGxbpE1\nU80WBVUfFF0DNJ2wa+tky4AnLQzDMAzDkID850b6cthDWc480zLZwJEVMnNdzjzT0t82mw3hcHhI\ny5n3N6buiFiiPR6PIxQKDWk580xjUhRlSMuZZxpTZ2cnQqFQTscp25hsNhsikYjpvReNRqEoCiKR\niOm9p6+0GgqFTO09RVGMnsvlOMnsPaDrKguze09/PhwOm957gUAAqVQKoVDI9N4DgFQqBVVVTe+9\nRCIhpPd0RLzv6b3d3t5ueu/5fD6k02njOJrZe5qmGb/b7N5LJBIAut5HzO69kpISZMLW3t6uZXyW\nAMFg0JBnNg0NDaipqRGSraqqkC9Ija/baPz83p2zTM8XVTdF15SzRfmm6oOia4CmE3ZtnWxRvh0O\nR8bTWnx6SBL6rJgaFOsWWTPVbFFQ9UHRNUDTCbu2TrYMeNLCMAzDMAwJeNIiCbfbLbuEnKBYt8ia\nqWaLgqoPiq4Bmk7YtXWyZcCTFklQbSSKdVN9Q2DX1sgWCUUn7No62TLgSYskqF47T7FuqvdAYNfW\nyBYJRSfs2jrZMuBJiyQ0jeZFWxTrFlkz1WxRUPVB0TVA0wm7tk62DHjSIgmXyyW7hJygWLfImqlm\ni4KqD4quAZpO2LV1smXAkxZJUF3EimLdVBcjY9fWyBYJRSfs2jrZMuBJiyT0OwFSg2LdImummi0K\nqj4ougZoOmHX1smWAU9aJJFOp2WXkBMU6xZZM9VsUVD1QdE1QNMJu7ZOtgwGNWlpa2vDggULUFpa\niqqqKjz55JP97qdpGurq6jB27FiMHTsWdXV1Pb4EtH37dsycOROjR4/GzJkzsX37duM5VVXxwx/+\nEBUVFTjllFMwb948tLS0DCxaALsAACAASURBVHF4xy5UlwunWDfVZd/ZtTWyRULRCbu2TrYMBjVp\nueWWW+B2u7F7926sXLkSN998M5qamvrs98gjj2DdunVobGzEli1b0NDQgIcffhgAEI/HUVtbi6uu\nugr79u3D1VdfjdraWmMBpgcffBCvvfYatmzZgubmZgwfPhy33nqriUM9tvB6vbJLyAmKdYusmWq2\nKKj6oOgaoOmEXVsnWwZZJy3RaBRr167FbbfdhkAggOrqatTU1OCJJ57os+/q1auxdOlSlJWVobS0\nFEuWLMHjjz8OAGhsbEQqlcLixYvh8Xhw/fXXAwA2b94MAPjwww9x0UUXoaSkBF6vF1/5ylfQ3Nxs\n5liPKbqvSkoJinWLrJlqtiio+qDoGqDphF1bJ1sGWT832rNnD5xOJ8rLy43HJk+ejMbGxj77Njc3\no6qqqsd++sSjqakJkyZNgs1mM56fNGkSmpqaMGvWLFxzzTX46U9/igMHDmDYsGF48sknMWtW9lWK\nw+EwNm3alHW/XGloaBCWLYYjh5Ra7dTqpQ77zh/sOn+w6/wiwvecOXMyPpd10hKNRhEMBns8VlhY\n2O/KkZFIBIWFhX320zQN0Wi0x3O9c0499VSUlZWhsrISDocDEydOxH/+539mKw+FhYXCliIXucx5\ne3s7hg8fbn7wKxuNH0XULqpukq4JZ4vyTdUHRdcATSfs2jrZIn1nIuvpIb/fj46Ojh6PhcNhBAKB\nPvsGAoEe+3Z0dCAQCMBms2XN+fGPfwxVVfHPf/4TLS0tmDt3Lr72ta/lNCgKFBQUyC4hJyjWLbJm\nqtmioOqDomuAphN2bZ1sGWSdtJSXlyOZTGLv3r3GYzt37kRlZWWffSdMmICdO3ca2zt27MCECRMA\nAJWVldi1a1ePq4l27dpl5OzYsQO1tbUoKiqCx+PBd7/7Xbz55psIhUK5j+4YprOzU3YJOUGxbpE1\nU80WBVUfFF0DNJ2wa+tky2BQn7TMnTsXd999N6LRKLZt24b169dj3rx5ffadP38+6uvr0dLSggMH\nDqC+vh61tbUAgHPPPRd2ux0PPvggVFXFihUrAAAzZswAAJxxxhlYs2YNDh8+jEQigYceegijR49G\ncXGxmeM9Zkgmk7JLyAmKdYusmWq2KKj6oOgaoOmEXVsnWwaDuuR5+fLlUBQFFRUVWLRoEZYvX47K\nykps3boVZWVlxn4LFy5ETU0Npk2bhurqasyePRsLFy4E0LU89qpVq7BmzRqMGTMGjz32GFatWmUs\nm33XXXfB6/Vi6tSpGDduHDZs2IDHHntMwJCPDex2mvf1o1i3yJqpZouCqg+KrgGaTti1dbJlMKi7\nzhQVFRmXLndn2rRp2L9/v7Fts9mwbNkyLFu2rN+cKVOmZLzSZ8SIEVi5cuVgyrEEPp9Pdgk5QbFu\nkTVTzRYFVR8UXQM0nbBr62TLwFpTMEKoqiq7hJygWLfImqlmi4KqD4quAZpO2LV1smXAkxZJJBIJ\n2SXkBMW6RdZMNVsUVH1QdA3QdMKurZMtA560SKL7TfYoQbFukTVTzRYFVR8UXQM0nbBr62TLgCct\nkvD7/bJLyAmKdYusmWq2KKj6oOgaoOmEXVsnWwY8aZGEvlAkNSjWLbJmqtmioOqDomuAphN2bZ1s\nGfCkRRJUG4li3VTfENi1NbJFQtEJu7ZOtgx40sIwDMMwDAl40iKJ/tZuogDFukXWTDVbFFR9UHQN\n0HTCrq2TLYNB3VzuWCaZTEJVVSQSCeN6dL/fbzwOdN1cR9M0KIoC4MgCUt23bTYbYrEYAMDj8cDp\n7FITCoXg8XjgcrmMFandbjfcbjei0Sg0TYPL5YLH40EsFkM6nYbT6YTX64WiKEilUnA4HCgoKEBn\nZyeSySTsdjs0TTPq1heUjMfjxkd5gUAgpzF1R1GUPmOKRqPGdi5jam1thdvt7ndMPp9vSGNSFCWn\n45RtTJ9++im8Xm9OxynbmGw2m5Dei0ajUBQFw4cPN7339JtNhUIhU3tPURQoioIRI0bkdJxk9h4A\npFIp03tPfz4cDpvee4FAAIcPH4bD4TC993Qfw4YNM7332tra4HK5TO89HRHve4qiIBKJIBAImN57\nPp8PkUjEuHOtmb2naRoSiQSKiopM7z39UupQKGR675WUlCAT5CctTqcTHo8HHo+nz4yy93bvOwP2\n3u7vP/zd1z7yeDw9nhvKdigUQmFhYdb9j3ZM3SkoKOgzJq/Xm3PNQNcfxFCdZBqTXuvRHqdsY/J6\nvUKPYyAQML33vF6vkW12zTrZnOQyplAoZDxOqff0us3uPX1b/1s3+zg6HI4+67OZ0XvAkX+wmV2z\ny+US0nvdx2N273k8HqRSKQwfPjzn1w80plgs1uc4mtV7oo6jvt29brN6byD49BDDMAzDMCTgSYsk\nqF47T7FuqvdAYNfWyBYJRSfs2jrZMuBJiySoLhdOsW6qy76za2tki4SiE3ZtnWwZ8KRFElQXsaJY\nN9XFyNi1NbJFQtEJu7ZOtgx40sIwDMMwDAl40iKJga76OZahWLfImqlmi4KqD4quAZpO2LV1smXA\nkxZJaJomu4ScoFi3yJqpZouCqg+KrgGaTti1dbJlwJMWSXS/GRIlKNYtsmaq2aKg6oOia4CmE3Zt\nnWwZ8KSFYRiGYRgS8KRFEv3dfZcCFOsWWTPVbFFQ9UHRNUDTCbu2TrYMeNLCMAzDMAwJeNIiCarn\nGSnWTfV8Mbu2RrZIKDph19bJlgFPWhiGYRiGIQH5VZ715bCHspx5pmWygSMrZOa6nHmmpb8dDgfC\n4fCQljPvb0zdEbFEeyKRQCgUGtJy5pnGpCjKkJYzzzSmeDyOUCiU03HKNiaHw4FIJGJ670WjUaiq\nikgkYnrv6fdtCIVCpvaeoihQVRWxWCyn4ySz9/R6ze49/flwOGx67wUCAaTTaYRCIdN7DwDS6bTR\ng2b2XiqVEtJ7OiLe9/Tebm9vN733uv89mt17mqYhlUoZf5dm9l4ikTDqNrv3SkpKkAlbe3s76Yu4\ng8GgIc9sGhoaUFNTIyRbURQhX5AaX7fR+Pm9O2eZni+qboquKWeL8k3VB0XXAE0n7No62aJ8OxwO\nYwLTGz49JAl9hkkNinWLrJlqtiio+qDoGqDphF1bJ1sGPGlhGIZhGIYEPGmRhMfjkV1CTlCsW2TN\nVLNFQdUHRdcATSfs2jrZMuBJiyT0L/pSg2LdImummi0Kqj4ougZoOmHX1smWAU9aJJHpS0bHOhTr\nFlkz1WxRUPVB0TVA0wm7tk62DHjSwjAMwzAMCXjSIgmq5xkp1k31fDG7tka2SCg6YdfWyZYBT1ok\n4XK5ZJeQExTrFlkz1WxRUPVB0TVA0wm7tk62DHjSIgn97oXUoFi3yJqpZouCqg+KrgGaTti1dbJl\nwJMWhmEYhmFIwJMWSbjdbtkl5ATFukXWTDVbFFR9UHQN0HTCrq2TLQOetEiCaiNRrJvqGwK7tka2\nSCg6YdfWyZYBT1okQfXaeYp1U70HAru2RrZIKDph19bJlgH5W+Xpy2EPZTnzTMtkA13Lbg9lOfNM\nS3/H43GEw+EhLWfe35i6I2KJ9o6ODmiaNqTlzDONSVGUIS1nnmlM4XA45+OUbUyJRAKRSMT03otG\nowiHw3C73ab3ns/nM3rbzN5TFAXhcBherzen4ySz91RVRSwWM7339OfD4bDpvRcIBBCLxaBpmum9\np+/n9/tN7z399Wb3no6I9z1FUXD48GHY7XbTe8/n80FRFIRCIdN7T9M0xGIx+P1+03svkUgA6Hof\nMbv3SkpKkAnykxan0wmPxwOPx4NAINDjud7b+pt1pu3+/sNfXFxs/Nz7evehbIfDYRQWFmbd/2jH\n1J2CgoI+Y/J6vTnXDABFRUU96s7FQaYx6bUe7XHKNqYRI0YMueZM2+FwGIFAwPTe83q9cLlcRo6Z\nNetk6+1cxuRyuYzHKfVeOByGz+czvff0bb1us49jYWFhn/cRM3oPODLRMrvmYcOGZT2OQ/l7EvG+\n5/F4YLfbh3QcBxpTMBjscxzN6j19Imb2cdS3u7+PmNV7A8GnhyRB9YY/FOumeuMmdm2NbJFQdMKu\nrZMtA560SEL/WIwaFOsWWTPVbFFQ9UHRNUDTCbu2TrYMeNIiiXQ6LbuEnKBYt8iaqWaLgqoPiq4B\nmk7YtXWyZcCTFklQXS6cYt1Ul31n19bIFglFJ+zaOtky4EmLJAbzhaNjEYp1i6yZarYoqPqg6Bqg\n6YRdWydbBjxpkUT3S/QoQbFukTVTzRYFVR8UXQM0nbBr62TLgCctkkilUrJLyAmKdYusmWq2KKj6\noOgaoOmEXVsnWwY8aZGEw+GQXUJOUKxbZM1Us0VB1QdF1wBNJ+zaOtky4EmLJPq7kR0FKNYtsmaq\n2aKg6oOia4CmE3ZtnWwZDGrS0tbWhgULFqC0tBRVVVV48skn+91P0zTU1dVh7NixGDt2LOrq6oxb\nTAPA9u3bMXPmTIwePRozZ87E9u3be7z+7bffxiWXXIKysjJUVFTggQceGMLQjm06Oztll5ATFOsW\nWTPVbFFQ9UHRNUDTCbu2TrYMBjVpueWWW+B2u7F7926sXLkSN998M5qamvrs98gjj2DdunVobGzE\nli1b0NDQgIcffhgAEI/HUVtbi6uuugr79u3D1VdfjdraWmMtg1AohK997WtYuHAhPvjgA7z11lu4\n8MILTRzqsUUymZRdQk5QrFtkzVSzRUHVB0XXAE0n7No62TLIOmmJRqNYu3YtbrvtNgQCAVRXV6Om\npgZPPPFEn31Xr16NpUuXoqysDKWlpViyZAkef/xxAEBjYyNSqRQWL14Mj8eD66+/HgCwefNmAEB9\nfT0uvPBCXHXVVfB4PAgGgxg/fryZYz2msNtpnpmjWLfImqlmi4KqD4quAZpO2LV1smWQ9a4ze/bs\ngdPpRHl5ufHY5MmT0djY2Gff5uZmVFVV9divubkZANDU1IRJkybBZrMZz0+aNAlNTU2YNWsWXn/9\ndUycOBGzZ8/GBx98gKlTp+I3v/kNTj755CEN8FhloIUOzWJ83Ubhv8MsPHYHWoIf4trpY0zPFuma\narYoqPqg6Bqg6YRdWydbBlknLdFoFMFgsMdjhYWFxjLY3YlEIj1WqtT30zQN0Wi0zyqW3XNaWlrw\nzjvv4JlnnsHEiRNx++23Y9GiRfj73/8+YH3hcBibNm3KNoycaWhoEJYtAo/dATVty77jMYaatuHe\njbtR2tH3tCMjBmq9TRl2nT/YdX4R4XvOnDkZn8s6afH7/ejo6OjxWDgc7rMENdC1LHX3fTs6OhAI\nBGCz2bLmeL1eXHbZZTjzzDMBAD/96U9x6qmn4vDhwxg2bFjG+goLC1FTU5NtGDnR0NAgLDsUCvVY\n0tssWoIf4v4X9yKWoLfehJq2CfEtyjXlbFG9TdUHRdcATSfs2jrZIn1nIuukpby8HMlkEnv37sW4\nceMAADt37kRlZWWffSdMmICdO3di6tSpAIAdO3ZgwoQJAIDKykrU19dD0zTjFNGuXbtw3XXXAUCf\nU0fdf7YiosZ37fQxuKIyiBEjRgjJb21tNT1b9Gkskb1ENVsUVH1QdA3QdMKurZMtg6zf0PH7/Zg7\ndy7uvvtuRKNRbNu2DevXr8e8efP67Dt//nzU19ejpaUFBw4cQH19PWprawEA5557Lux2Ox588EGo\nqooVK1YAAGbMmAEAWLBgAf72t79h+/btSCQS+PWvf43q6uoBP2WhjN/v5+w8QdUHu7ZGtkgoOmHX\n1smWwaC+Vrx8+XIoioKKigosWrQIy5cvR2VlJbZu3YqysjJjv4ULF6KmpgbTpk1DdXU1Zs+ejYUL\nFwIA3G43Vq1ahTVr1mDMmDF47LHHsGrVKrjdbgDAzJkzcfvtt2PevHkoLy/HBx98gJUrVwoY8rGB\nfqk3Z4uHqg92bY1skVB0wq6tky2DQa1ZXVRUZFy63J1p06Zh//79xrbNZsOyZcuwbNmyfnOmTJky\n4Jdmv/Od7+A73/nOYEoiD9UmpfgHQNUHu7ZGtkgoOmHX1smWgbUu4GYYhmEYxrLwpEUS/V19dbxn\ni4KqD3ZtjWyRUHTCrq2TLQOetEgikUhwdp6g6oNdWyNbJBSdsGvrZMuAJy2SUFWVs/MEVR/s2hrZ\nIqHohF1bJ1sGPGlhGIZhGIYEPGmRBNXr8ile80/VB7u2RrZIKDph19bJlgFPWiRBdSlyisucU/XB\nrq2RLRKKTti1dbJlwJMWSVA9h0nx/ChVH+zaGtkioeiEXVsnWwY8aWEYhmEYhgSDuiPusUwymYSq\nqkgkEsaM0u/3G48DgM/ng6ZpUBQFAFBQUAAAPbZtNhtisRgAwOPxwOnsUhMKheDxeOByuRCJRAB0\nLUngdrsRjUahaRpcLhc8Hg9isRjS6TScTie8Xi8URUEqlYLD4UBBQQE6OzuRTCZht9vhdDoRDoeR\nSCSMVbDj8bhx98JAIJDzmOLxOGKxWL9jikajxnYuY0omkwiFQv2OyefzGcfiaMbUnVgsdtTHKduY\n4vE4QqFQTscp25icTicikYjpvReNRhGPxxGJREzvPZ/PZ/T28d57+rbdbhfSe/rz4XDY9N4LBALQ\nNA2hUMj03gMATdOgqqrpvZdOp4X0no6iKKb3nt7b7e3tpveez+eDzWYzjqOZvadpGtLpNFRVNb33\n9EupQ6GQ6b1XUlKCTNja29u1jM8SIBgMCrsOXeSy27FYzPiPx/Ge3X2V5/funGVqNkDPRz6yRfU2\nVR8UXQM0nbBr62SL8u1wOIwJTG/49JAkuv/LgLPFQtUHu7ZGtkgoOmHX1smWAU9aGIZhGIYhAU9a\nJKGf4+Ns8VD1wa6tkS0Sik7YtXWyZcCTFoZhGIZhSMCTFklQPYdJ8fwoVR/s2hrZIqHohF1bJ1sG\nPGlhGIZhGIYEPGmRBNVzmBTPj1L1wa6tkS0Sik7YtXWyZcCTFknYbDbOzhNUfbBra2SLhKITdm2d\nbBnwpEUS+p0AOVs8VH2wa2tki4SiE3ZtnWwZ8KSFYRiGYRgS8KRFEh6Ph7PzBFUf7Noa2SKh6IRd\nWydbBjxpkYS+ICNni4eqD3ZtjWyRUHTCrq2TLQOetEgi02JQx3O2KKj6YNfWyBYJRSfs2jrZMiA/\nBdOXwx7KcuaZlskGupbdHspy5pmW/k4kEgiHw0NazjzTmMLh8JCXM880Jn3/oSxn3ntM3YnFYjkv\nZ55pTB0dHQCQ03HKNqZEIoFIJGJ670WjUYTDYSG9p6/4GgqFjvve07dVVRXSe/rz+rE0s/cCgQAU\nRUEoFDK99/T9VFU1vff032d27+koimJ67+m9LaL3fD4fOjs7jeNoZu9pmoZYLIZAIGB67yUSCQBd\n7yNm915JSQkyYWtvb9cyPkuAYDBoyDMbkcucRyIRBAIBzgYwvm6j8fN7d84yNRug5yMf2aJ6m6oP\niq4Bmk7YtXWyRfl2OBwZPyHi00OScLlcnJ0nqPpg19bIFglFJ+zaOtky4EmLJPSP8jhbPFR9sGtr\nZIuEohN2bZ1sGfCkhWEYhmEYEvCkRRJut5uz8wRVH+zaGtkioeiEXVsnWwY8aZEE1Sal+AdA1Qe7\ntka2SCg6YdfWyZYBT1okQfW6fIrX/FP1wa6tkS0Sik7YtXWyZcCTFklomrgrzalmi4KqD3ZtjWyR\nUHTCrq2TLQOetEiC6iVuFC+fo+qDXVsjWyQUnbBr62TLgCctkqC6QBbFxbeo+mDX1sgWCUUn7No6\n2TLgSYsk9NsXc7Z4qPpg19bIFglFJ+zaOtky4EmLJNLpNGfnCao+2LU1skVC0Qm7tk62DHjSIgmq\nS5FTXOacqg92bY1skVB0wq6tky0DnrRIwuv1cnaeoOqDXVsjWyQUnbBr62TLgPwUTF8OeyjLmWda\nJhvoWnZ7KMuZZ1r6O5FIwOv1Dmk580xjikQiOPHEE4e0nHmmMR06dAg+n8/UJdq7E4vFcl7OPNOY\nDh48CL/fn9NxyjamVCpl7GNm70WjUUQiERQXF5veez6fz+jt47339O1kMolgMGh67+nPh8Nh03sv\nEAgY709m9x4AqKqK4uJi03vv008/hdfrNb33dBRFMb33FEXB4cOHMWzYMNN7z+fz4fDhw8ZVPmb2\nnqZp6OzsxAknnGB67yUSCQBd7yNm915JSQkyQX7S4nQ64fF44PF4+iy/3Xtbf7POtK2L7U5xcbHx\nc+9vYQ9lOxQKobCwMOv+uY5J///eY+o96z7aMfh8viE7GWiZdJ/Pd9THKduY/H6/0OMYCARM7z19\nTHqOmTXrZHNyPPSevh0KhYT0nr6t/62bfRw9Hk8PJ4B5vadPiMyu2ev1Cus9fTxm957H40EqlcLw\n4cNzfv1AY4rFYn2Oo1m9J+o46tvd6zar9waCTw9JwuFwcHaeoOqDXVsjWyQUnbBr62TLgCctkujv\nU53jPVsUVH2wa2tki4SiE3ZtnWwZ8KRFEp2dnZydJ6j6YNfWyBYJRSfs2jrZMuBJiyR6fwGVs8VB\n1Qe7tka2SCg6YdfWyZYBT1okYbeLU081WxRUfbBra2SLhKITdm2dbBlYazSE6P0tas4WB1Uf7Noa\n2SKh6IRdWydbBjxpkYR+PTtni4eqD3ZtjWyRUHTCrq2TLQOetEhCvzEPZ4uHqg92bY1skVB0wq6t\nky0DnrRIwmazcXaeoOqDXVsjWyQUnbBr62TLYFCTlra2NixYsAClpaWoqqrCk08+2e9+mqahrq4O\nY8eOxdixY1FXVwdN04znt2/fjpkzZ2L06NGYOXMmtm/f3icjHo/jnHPOwcSJE3McEg38fj9n5wmq\nPti1NbJFQtEJu7ZOtgwGNWm55ZZb4Ha7sXv3bqxcuRI333wzmpqa+uz3yCOPYN26dWhsbMSWLVvQ\n0NCAhx9+GEDXZKS2thZXXXUV9u3bh6uvvhq1tbXGWgY69913X5/bGVuR3uPmbHFQ9cGurZEtEopO\n2LV1smWQddISjUaxdu1a3HbbbQgEAqiurkZNTQ2eeOKJPvuuXr0aS5cuRVlZGUpLS7FkyRI8/vjj\nAIDGxkakUiksXrwYHo8H119/PQBg8+bNxuv37duHP//5z/jRj35k1viOWag2KcU/AKo+2LU1skVC\n0Qm7tk62DLIumLhnzx44nU6Ul5cbj02ePBmNjY199m1ubkZVVVWP/ZqbmwEATU1NmDRpUo/za5Mm\nTUJTUxNmzZoFAPjJT36Cn//850e1lHY4HMamTZsGvf/R0tDQICyb0TnShuw7f7Dr/MGu8we7zi8i\nfM+ZMyfjc1knLdFoFMFgsMdjhYWFxjLY3YlEIj1WLtb30zQN0Wi0z6rG3XP++te/IpVKYe7cuXj5\n5ZezldUjo6amZtD7Hw0NDQ3CslVV7Xfl3eMy+5WNxo8ifJPzkYdsUb1N1QdF1wBNJ+zaOtkifWci\n6+khv9+Pjo6OHo+Fw+E+S1ADXctSd9+3o6MDgUAANpttwJxoNIq6ujr86le/ynUc5KB6iRvFy+eo\n+mDX1sgWCUUn7No62TLIOmkpLy9HMpnE3r17jcd27tyJysrKPvtOmDABO3fuNLZ37NiBCRMmAAAq\nKyuxa9euHlcT7dq1C5WVldi7dy/+9a9/4ZJLLsFpp52Ga665Bh9//DFOO+00fPjhh0Ma4LEK1ZsJ\nUbxREVUf7Noa2SKh6IRdWydbBoP6pGXu3Lm4++67EY1GsW3bNqxfvx7z5s3rs+/8+fNRX1+PlpYW\nHDhwAPX19aitrQUAnHvuubDb7XjwwQehqipWrFgBAJgxYwYmTpyIXbt24eWXX8bLL7+M++67DyUl\nJXj55Zdx0kknmTxkhmEYhmEoMqhLnpcvXw5FUVBRUYFFixZh+fLlqKysxNatW1FWVmbst3DhQtTU\n1GDatGmorq7G7NmzsXDhQgCA2+3GqlWrsGbNGowZMwaPPfYYVq1aBbfbDafTiZEjRxr/Kyoqgt1u\nx8iRI+FwOMSMXDJUr8uneM0/VR/s2hrZIqHohF1bJ1sGWb+ICwBFRUXGpcvdmTZtGvbv329s22w2\nLFu2DMuWLes3Z8qUKYO60ue8887Du+++O5jSyEJ1KXKKy5xT9cGurZEtEopO2LV1smXAt/GXBNVz\nmBTPj1L1wa6tkS0Sik7YtXWyZcCTFoZhGIZhSMCTFkn4fD7OzhNUfbBra2SLhKITdm2dbBnwpEUS\n3S/95myxUPXBrq2RLRKKTti1dbJlMKgv4jLmoyiKsBkw1WwAGF+3MftOxxA+lx03XDAO104fY3q2\naNcioNp7FF0DNJ2wa+tky4A/aWGk43PTvaw9lkjj/pc+kF0GwzDMcQFPWiRRUFDA2Z9xw/mnwmOn\n+xFmLJ4SkivyOIqCWu/lI1skFJ2wa+tky4BPDzHSuXb6GJR2NAlbeCsWiwn5eJTaqSyGYRjqkJ+0\nJJNJqKqKRCJhXI/u9/uNx4Gub09rmgZFUQAcmXl237bZbIjFYgAAj8cDp7NLTSgUgsfjgcvlMlak\ndrvdcLvdiEaj0DQNLpcLHo8HsVgM6XQaTqcTXq8XiqIglUrB4XCgoKAAnZ2dSCaTsNvtUFUVyWQS\niUTCWFAyHo8jHo8D6Fp8MtcxhcNhjBw5st8xRaNRYzuXMX3yyScIBAL9jsnn8xnHIpcxKYqS03HK\nNqZDhw4hGAzmdJyyjUknFAqZ2nvRaBThcBgnnnii6b2nT+BCoRD33mfb3XvQzN7Tnw+Hw6b3XiAQ\nQGtrq1Gjmb2n7+dwOEzvvVAoBEVRTO89HUVRTO89RVHQ1taGoqIi03vP5/Ohra1NSO9pmoZYLAaH\nw2F67+kLMYZCIdN7r6SkBJkgP2lxOp3weDzweDx9Vp7uvd37X9u9t/v7GK24uNj4uffy3kPZDoVC\nKCwszLp/rmPS/7/3mLxe75DGEAgEhuwk05j0Wo/2OGUbUzAYFHYcdbrnA0PvPX1Meo7omo/33guF\nQvD5fKb3nr6t/62b5OLpeQAAH+tJREFUfRwLCgqE9Z7+Dzaza/b5fMJ6Tx+P2b3n8XiQSqUwfPjw\nnF8/0Ji8Xm+f42hW7+k/m30c9e3udZvVewPB32mRBNVzmBTPj1KsGaBZN9Xeo+gaoOmEXVsnWwY8\naZGEzWbj7DxBsWaAZt1Ue4+ia4CmE3ZtnWwZ8KRFEvq5PM4WD8WaAZp1U+09iq4Bmk7YtXWyZcCT\nFoZhGIZhSMCTFkn098XI4z1bFBRrBmjWTbX3KLoGaDph19bJlgFPWiShX1LN2eKhWDNAs26qvUfR\nNUDTCbu2TrYMeNIiCf16dM4WD8WaAZp1U+09iq4Bmk7YtXWyZcCTFoZhGIZhSMCTFklQPYdJ8fwo\nxZoBmnVT7T2KrgGaTti1dbJlwJMWSbhcLs7OExRrBmjWTbX3KLoGaDph19bJlgFPWiShrxPB2eKh\nWDNAs26qvUfRNUDTCbu2TrYMeNLCMAzDMAwJeNIiCbfbzdl5gmLNAM26qfYeRdcATSfs2jrZMiB/\nAbe+HPZQljPPtEw2cGSl01yXM8+09LfT6UQ4HB7ScuaZxpRIJOBwOIa0nPlAY4rH40NazjzTmBRF\nGdJy5pnGFIvFEI/HczpO2cakEwqFTO29aDRq/E6ze09faTUUCnHvfbbtdDoRi8VM7z39+XA4bHrv\n6WMS0XtA15o1qqqa3nuqqiIej5veezqKogjpvc7OTqRSKdN7z+fzIZVKGcfRzN7TNA2aphnvg2b3\nHtD1PmJ275WUlCAT5CctTqfTWHZ7KMuZA/2vhpltCfVct1tbWzFixIis++cyptbWVuNxs5dodzqd\nPeo2c4l2vdahLmfe+3e6XK4h1zzQNoA+y8qbsUR7a2urkSO65uO991pbWzFs2DDTe0/fLiwszLnm\ngbaj0aiQ3gO6nOjvrWbXnO04DuW9vKCgwPTe83g8aG1txfDhw3N+/UBjUhSlz3E0q/dEHUd9u3vd\nZvXeQPDpIUlomsbZeYJizQDNuqn2HkXXAE0n7No62TLgSYskqF7iRvHyOYo1AzTrptp7FF0DNJ2w\na+tky4AnLZKgejMhijcqolgzQLNuqr1H0TVA0wm7tk62DHjSIgn9C0icLR6KNQM066baexRdAzSd\nsGvrZMuAJy2SSKfTnJ0nKNYM0Kybau9RdA3QdMKurZMtA560SILqUuQUlzmnWDNAs26qvUfRNUDT\nCbu2TrYMeNIiicFc2nW8ZYuCYs0Azbqp9h5F1wBNJ+zaOtky4EmLJLrfDImzxUKxZoBm3VR7j6Jr\ngKYTdm2dbBnwpEUSqVSKs/MExZoBmnVT7T2KrgGaTti1dbJlwJMWSTgcDs7OExRrBmjWTbX3KLoG\naDph19bJlgFPWiTR35IBx3u2KCjWDNCsm2rvUXQN0HTCrq2TLQOetEiis7OTs/MExZoBmnVT7T2K\nrgGaTti1dbJlwJMWSSSTSc7OExRrBmjWTbX3KLoGaDph19bJlgH5C7j15bCHspx5pmWyga5lt4ey\nnHmmpb9TqRTC4fCQljPPNKZIJDLk5cwzjUnPG8py5pnGpCjKkJYzzzQmfTuX45RtTDr6svJmLtEe\niUSE9J6+0mooFOLe+2w7kUggFouZ3nv68+Fw2PTeCwQC6OzsFNJ7QNe/0FVVNb33FEUR0ns6iqKY\n3nt6b4voPZ/Ph3g8bhxHM3tPd6Wqqum9l0gkAHS9j5jdeyUlJciErb29nfQSkMFg0JBnNg0NDaip\nqRGSraqqsDUhKGZTdD2+bqPx83t3zjI9X+RxFOWbYu+JzqbY2yKz2bV1skX5djgcxgSmN3x6SBL6\njJSzxUOxZoBm3VR7j6JrgKYTdm2dbBnwpEUSoj4dopwtCoo1AzTrptp7FF0DNJ2wa+tky4AnLZKw\n2WycnSco1gzQrJtq71F0DdB0wq6tky0DnrRIwu/3c3aeoFgzQLNuqr1H0TVA0wm7tk62DHjSIone\nV59wtjgo1gzQrJtq71F0DdB0wq6tky0DnrRIgmqTUvwDoFgzQLNuqr1H0TVA0wm7tk62DHjSwjAM\nwzAMCcjfXI4qgUCAs/NEPmrufs8WCnjsDrQEP8S108eYmku19yj2NUDTCbu2TrYM+JMWSVC9xI3i\n5XOiava56a6eqqZtuP+lD0zPpdp7FPsaoOmEXVsnWwY8aZEE1ZsJUbxRkaiabzj/VPhcdP+EYvGU\n6ZlUe49iXwM0nbBr62TLYFCnh9ra2rB06VK8+OKLGDFiBOrq6vD1r3+9z36apuGOO+7AH//4RwDA\nN7/5Tdxxxx3GdeLbt2/HDTfcgN27d+O0007D/fffj9NPPx0AcN9992H16tX46KOPMGLECCxatAg3\n3nijWeNkGNO5dvoYXD4hgOLiYiH5oVBISDa1U1kMwzA6g/pn4i233AK3243du3dj5cqVuPnmm9HU\n1NRnv0ceeQTr1q1DY2MjtmzZgoaGBjz88MMAur7BXFtbi6uuugr79u3D1VdfjdraWuObzZqm4YEH\nHsC+ffvw1FNPYcWKFXjqqadMHOqxBdXr8ile80/VB7u2RrZIKDph19bJlkHWSUs0GsXatWtx2223\nIRAIoLq6GjU1NXjiiSf67Lt69WosXboUZWVlKC0txZIlS/D4448DABobG5FKpbB48WJ4PB5cf/31\nAIDNmzcDAG666SZ8/vOfh9PpREVFBS699FJs27bNzLEeU1BdipziMudUfbBra2SLhKITdm2dbBlk\nPT20Z88eOJ1OlJeXG49NnjwZjY2NffZtbm5GVVVVj/2am5sBAE1NTZg0aVKPWwpPmjQJTU1NmDWr\n5wq5mqbhlVdewcKFC7MOIBwOY9OmTVn3y5WGhgZh2UxP2HW+OPJnz87zA3vOH+w6v4jwPWfOnIzP\nZZ20RKNRBIPBHo8VFhYiEon02TcSiaCwsLDPfpqmIRqN9nhuoJx77rkH6XQaCxYsyFYeCgsLhS1F\nLnKZc1HfV6Caza7zmP3Kke+0mO2cpA/B2dzb+ckF2HW+s0X6zkTWSYvf70dHR0ePx8LhcL/XfgcC\ngR77dnR0IBAIwGazDTpnxYoVWLNmDdavXw+Px3NUg6GEz+fj7DxB1Qe7tka2SCg6YdfWyZZB1u+0\nlJeXI5lMYu/evcZjO3fuRGVlZZ99J0yYgJ07dxrbO3bswIQJEwAAlZWV2LVrFzRNM57ftWtXj5w/\n/elPuPfee7F27VqUlZXlNiIidPfA2WKh6oNdWyNbJBSdsGvrZMsg66TF7/dj7ty5uPvuuxGNRrFt\n2zasX78e8+bN67Pv/PnzUV9fj5aWFhw4cAD19fWora0FAJx77rmw2+148MEHoaoqVqxYAQCYMWMG\nAODPf/4zfvGLX+Dpp5/GKaecYuIQj00UReHsPEHVB7u2RrZIKDph19bJlsGgLnlevnw5FEVBRUUF\nFi1ahOXLl6OyshJbt27t8YnIwoULUVNTg2nTpqG6uhqzZ882vkzrdruxatUqrFmzBmPGjMFjjz2G\nVatWwe12AwDuuusutLa24sILL0RZWRnKysrwwx/+UMCQGYZhGIahyKBuLldUVGRcutydadOmYf/+\n/ca2zWbDsmXLsGzZsn5zpkyZkvFKn+3btw+mFMtQUFDA2XmCqg92bY1skVB0wq6tky0DuvcgZxiG\nYRjmuIInLZKgeg6T4vlRqj7YtTWyRULRCbu2TrYMeNLCMAzDMAwJeNIiCarnMCmeH6Xqg11bI1sk\nFJ2wa+tky4AnLZLovpwBZ4uFqg92bY1skVB0wq6tky0DnrRIIhaLcXaeoOqDXVsjWyQUnbBr62TL\ngCctDMMwDMOQgCctkhC5rhLVbFFQ9cGurZEtEopO2LV1smUwqJvLHcskk0moqopEIgFVVQF0LT2g\nPw50LRilaZpx6Zf+xaTu2zabzfgYzePxwOnsUhMKheDxeOByuYwVqd1uN9xuN6LRKDRNg8vlgsfj\nQSwWQzqdhtPphNfrhaIoSKVScDgcKCgoQGdnJ5LJJOx2OxwOB8LhMBKJhLGgZDweRzweB9C1+GSu\nY4rH47Db7f2OKRqNGtu5jCkWi0FV1X7H5PP5jGORy5gURcnpOGUbUyQSgaqqOR2nbGPSf5/ZvReN\nRvv8DrN6rzutra3cewAcDgdisZjpvac/Hw6HTe+9QCAAVVWF9J6O2b3n8/mgKApUVTX9fU9HURTT\ne09RFCiKgmQyaXrv+Xw+JBIJhEIh03tP0zSk02m4XC7Tey+RSADo+m+k2b1XUlKCTNja29tJr6YU\nDAYNeWbDy5znL5td5y97fN1G4+f37pxlajZFH6Kzubfzkwuw63xni/LtcDh6TJ67w6eHGIZhGIYh\nAU9aJEH1HCbF86NUfbBra2SLhKITdm2dbBnwpEUSLpeLs/MEVR/s2hrZIqHohF1bJ1sG5L+IS5VI\nJCJsBkw1WxRUfeTDdffvtxzr+Fx23HDBOFw7fYzp2RT7GqDZf+zaOtky4E9aGOY4w+d2yC4hJ2KJ\nNO5/6QPZZTAMIxGetEjC7XZzdp6g6kNU9g3nnwqPneZFg7F4Skguxb4GaPYfu7ZOtgz49JAkqDYp\nxT8Aqj5EZV87fQxKO5qEXKqoqqqQj6JFn8ai2NcAzf5j19bJlgF/0iKJTNegH8/ZoqDqg13nD647\nf9ns2jrZMuBJiyQ0TdzH81SzRUHVB7vOH1x3/rLZtXWyZcCTFklQvcSN4uVzVH2w6/zBdecvm11b\nJ1sGPGmRBNWbCVG8dI6qD3adP7ju/GWza+tky4AnLZLQF4ribPFQ9cGu8wfXnb9sdm2dbBnwpEUS\n6XSas/MEVR/sOn9w3fnLZtfWyZYB+Uue9eWwh7KceaZlsoGuFTKHspx5pqW/0+k0wuHwkJYzzzSm\naDQ65OXMBxpTKBQa0nLmmcakKMqQljPPNCZ9/1yOU7YxpdNpRCIR03svGo0iGo0K6T2fz2f0NpXe\n6057e7vpvZdKpRCLxUzvPf35cDhseu8FAgHE43GEQiHTew8A4vE4VFU1vfdUVRXSezqKogh534tG\no0Le93w+H5LJpHEczew9TdOgqipUVTW99xKJBICu9xGze6+kpASZsLW3t5P+anEwGDTkmY3IZc5F\n3c+Caja7zm+2KN/5uE/Le3fOMj2fomuAZv+xa+tki/LtcDgyXqrNp4ck0f1fBpwtFqo+2HX+4Lrz\nl82urZMtA560SCKVEnM7csrZoqDqg13nD647f9ns2jrZMuBJiyQcDnGL1lHNFgVVH+w6f3Dd+ctm\n19bJlgFPWiShfzGJs8VD1Qe7zh9cd/6y2bV1smVA/uohqnR2dgr7chTVbFFQ9cGu+0f04olm47E7\n0BL8ENdOH2N6NsX+o9jXAE3XorNlwJ+0SCKZTHJ2nqDqg10fweem+xG3mrbh/pc+EJJNsf8o9jVA\n07XobBnwpEUSdrs49VSzRUHVB7s+wg3nnwqfi54PnVhczJchKfYfxb4GaLoWnS0DPj0kCf0GX5wt\nHqo+2PURrp0+BgvOGkXuXhaiT2VR7D+KfQ3QdC06WwbWmoIRQr9zIGeLh6oPdm2NbJFQdMKurZMt\nA560SELUXXwpZ4uCqg92bY1skVB0wq6tky0DnrRIwmazcXaeoOqDXVsjWyQUnbBr62TLgCctkvD7\n/ZydJ6j6YNfWyBYJRSfs2jrZMuBJiyT01TI5WzxUfbBra2SLhKITdm2dbBmQv3pIXw57KMuZZ1om\nG+hadnsoy5lnWvpbVVVomjak5cwzjSkcDsPhcAxpOfNMY2ptbUU8HheyRLuiKENazjzTmEKhEOLx\neE7HKduY9MfN7r1oNIpwOAybzWZ67+lXE4RCIe69z7ZVVYXD4TC997pD7aZ4BS47Fs8Yg69OGg7A\nvN5rb29HPB43vfd0FEUxvfcURUFbWxtSqZTpvefz+RAOh439zeo9fUyxWAxut9vU9z19TEDX+4iZ\n73sAUFJSkrEvbe3t7VrGZwkQDAaFfdFI5DLnoVAIxcXFnP0Z7Dq/2aJ8U/UhKvuMX74o7B4t+cDn\n/v/bu/uYKuv+D+BvDo95DljIL+icCrtD4rGEhsnDSNMRW6CRcySkCwYmhJszdDncYC6wEtZ9r8ii\nB4oyAYcbpJHmcsSRaLMswIFMRJkPG2acgMNDHDi/P1r8bkTE9fPL1ffr+7W5ycV1ffjw3rWdD9ej\nI07lLb+tNWXcrwE59z/RtUXl7ejoODnAXI+nhzRiMBhYe47Imgezlr/25mX/gqtO3r8LRQxcMu7X\ngJz7n+jaWpD+9JCsxsbGhD0oS9baosiaB7OWv3Z6tC+MA+3C/vofHBwU8qEk8lSWjPs1IOf+J7q2\nFnikRSOyPkxIxgcVyZoHs1ajtkgy9i1jz4C8+5+sec+ER1qIiGhGMl1ALPKN2vTPwCMtGpH1vnwZ\n7/mXNQ9mrUZtkUT1LetbtUW+UVvW/U/WfXsmHFo0IuuryGV8zbmseTBrNWqLJKpvmd+qLepuLVn3\nP1n37Znw9JBGRkdHhV3VLWttUWTNg1mrUVskUX2nR/tidYBByK2yom7BFX0aS9b9T9Z9eyYcWoiI\nSCkyXYcDAPOcddi8/GFei3ML5Dz+p4C/nkrK2uLJmgezVqO2SDJmIqyupNfhAMDQ2ISwa3Fk3bdn\ncktHWvr6+pCTk4Pjx4/D09MT+fn5WLt27bT17HY7CgoKUFFRAQDYsGEDCgoKJt8y2dLSgs2bN6Oz\nsxP+/v54++238eijj97Stqqx28U9cErW2qLImgezVqO2SDJmIqru5mX/wr+PdWJ0Qs7PjKE/xqU7\nQqTF3Vq3NLTk5ubCxcUFnZ2daG1tRXJyMkJCQhAYGDhlvU8++QSHDx+G2WyGg4MDkpKS4Ovri/T0\ndPzxxx9ISUlBVlYWMjIyUF5ejpSUFPz0009wcXG56bYqGh4eFjYBy1pbFFnzYNZq1BZJxkxE1RX9\nID++6mG6v+7WmsuhZdbTQ1arFXV1dcjLy4PBYEBkZCTi4+NRVVU1bd39+/cjJycHJpMJRqMRL7/8\nMr744gsAgNlsxvj4OLKzs+Hq6opNmzYBAL777rtZtyUiIlKRzHdqAeLu1prJrEdazp49CycnJ/j5\n+U0uCw0NhdlsnrZuR0cHQkJCpqzX0dEBAGhvb0dwcPCU0z3BwcFob2/HypUrb7qtiv566yVriydr\nHsxajdoiyZgJs54qPdoXz4f9j7AjZkNDQ0Jqa3Uqa9ahxWq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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "# lr decay function\n", "def lr_decay(epoch):\n", " return 0.01 * math.pow(0.6, epoch)\n", "\n", "# lr schedule callback\n", "lr_decay_callback = tf.keras.callbacks.LearningRateScheduler(lr_decay, verbose=True)\n", "\n", "# important to see what you are doing\n", "plot_learning_rate(lr_decay, EPOCHS)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461 }, "colab_type": "code", "executionInfo": { "elapsed": 577, "status": "ok", "timestamp": 1586341459430, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "KZkvB1kX2EZz", "outputId": "fb134662-8e52-4a78-9495-bb873225276f" }, "outputs": [ { "data": { "image/png": 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q8m+3QunT+eefT3LVN1+f4ooGrHgPAPCNM89FSZ6VfW/+aFryi2aLRUBC1aDr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5g+ffqg13p6evDaa6/h8ssvRyAQwMknn4wDDjgAK1asIAmklniIvsgsWPd7O+OwqVBkCT9b+Rap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\n7g378KdtJ/HoFy82vTZQxH7HVBbHg3GkMhqmEmy4BIh5XaaC7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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 4s 8ms/step - loss: 0.0058 - accuracy: 0.9992 - val_loss: 0.0737 - val_accuracy: 0.9806 - lr: 1.0078e-04\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dense(60, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "d43KivoV5Xzl" }, "source": [ "## Why not trying a deeper net?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "executionInfo": { "elapsed": 410, "status": "ok", "timestamp": 1586341509321, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "kELQbqPj2ESW", "outputId": "b328016a-d4b7-466f-81e2-73157c14bec1" }, "outputs": [ { "data": { "image/png": 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XJ7PZjHg8DrfbrdknpZ0AwO12q/ZJkqSUDVmWIXcUhIIgpN5TjpXXcj1OJBJd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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 4s 8ms/step - loss: 0.0044 - accuracy: 0.9992 - val_loss: 0.0746 - val_accuracy: 0.9835 - lr: 1.0078e-04\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dense(100, activation='relu'),\n", " tf.keras.layers.Dense(60, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "plot_training = PlotTraining(sample_rate=10, zoom=10)\n", "\n", "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "1oYoGikQ5jtQ" }, "source": [ "## That's overfitting!" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "PShZH-IA0Kt9" }, "source": [ "## Regularization: dropout\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "colab_type": "code", "executionInfo": { "elapsed": 484, "status": "ok", "timestamp": 1586341566630, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "9uj45Ly62EKy", "outputId": "10fedb7a-afa6-4bb2-8852-d48cd7056213" }, "outputs": [ { "data": { "image/png": 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twZJ7zjQsi7SfFBUQCMd8Z1E2eRI2zfxL7OF78JNPMfy/r6H/ddfAlJWFUG0t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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 4s 8ms/step - loss: 0.0850 - accuracy: 0.9755 - val_loss: 0.0910 - val_accuracy: 0.9751 - lr: 1.0078e-04\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Input(shape=(28*28,)),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Dense(100, activation='relu'),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Dense(60, activation='relu'),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "plot_training = PlotTraining(sample_rate=10, zoom=10)\n", "\n", "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "25Hqzznd7B_1" }, "source": [ "## Not really worked, yeah?" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "vKMv4mt60KuQ" }, "source": [ "## Convolutional networks\n", "\n", "![Convolution](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/ca8f34f3d28ea528.gif)\n", "\n", "![Used convolutional network](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/d1b557707bcd1cb9_1920.png)\n", "\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/2b2d4263bb8470b.gif)\n", "\n", "![](https://codelabs.developers.google.com/static/codelabs/cloud-tensorflow-mnist/img/a44aa392c7b0e32a_1920.png)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "YwXywIyG9yHF" }, "source": [ "## The used CNN" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "xczovhgr9jRx" }, "source": [ "![The used CNN](https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist/img/e1a214a170957da1.png)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 389 }, "colab_type": "code", "executionInfo": { "elapsed": 969, "status": "ok", "timestamp": 1586341586595, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "9Mca9c5J2EAJ", "outputId": "ebb2d1da-6a94-4972-f459-f695f53a43e9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_7\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "reshape (Reshape) (None, 28, 28, 1) 0 \n", "_________________________________________________________________\n", "conv2d (Conv2D) (None, 28, 28, 12) 120 \n", "_________________________________________________________________\n", "conv2d_1 (Conv2D) (None, 14, 14, 24) 10392 \n", "_________________________________________________________________\n", "conv2d_2 (Conv2D) (None, 7, 7, 32) 27680 \n", "_________________________________________________________________\n", "flatten (Flatten) (None, 1568) 0 \n", "_________________________________________________________________\n", "dense_21 (Dense) (None, 200) 313800 \n", "_________________________________________________________________\n", "dense_22 (Dense) (None, 10) 2010 \n", "=================================================================\n", "Total params: 354,002\n", "Trainable params: 354,002\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Reshape(input_shape=(28*28,), target_shape=(28, 28, 1)),\n", " tf.keras.layers.Conv2D(kernel_size=3, filters=12,\n", " activation='relu', padding='same'),\n", " tf.keras.layers.Conv2D(kernel_size=6, filters=24,\n", " activation='relu', padding='same', strides=2),\n", " tf.keras.layers.Conv2D(kernel_size=6, filters=32,\n", " activation='relu', padding='same', strides=2),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# print model layers\n", "model.summary()\n", "\n", "# utility callback that displays training curves\n", "plot_training = PlotTraining(sample_rate=10, zoom=16)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461 }, "colab_type": "code", "executionInfo": { "elapsed": 298, "status": "ok", "timestamp": 1586341681150, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "D5-17roG2D3O", "outputId": "ac84aacc-ce5c-4153-8213-4dd15e9da906" }, "outputs": [ { "data": { "image/png": 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5Bs3NzTm9dyBh5CyJ3OR5vtv3+SYciwnfuhnrrrgSb140C9vu+TkAYPJPfozm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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 7s 14ms/step - loss: 3.4977e-04 - accuracy: 0.9999 - val_loss: 0.0467 - val_accuracy: 0.9919 - lr: 1.0078e-04\n" ] } ], "source": [ "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "hc8cfGQj_CS2" }, "source": [ "## Let's see predictions, instead of loss/accuracy!" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 561 }, "colab_type": "code", "executionInfo": { "elapsed": 3813, "status": "ok", "timestamp": 1586341693875, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "pHtl6UNU2Dtj", "outputId": "9626761b-0fa4-43ba-caae-6a7b3dfe9846" }, "outputs": [ { "data": { "image/png": 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l5WTnzp2kT58+BAAZNmwYuXv37h+9L89k3rx55LXXXiObN28mV65cIZ999hnp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\nT6uhoYELFy7Q3d2N1WolJSVF+Qli4r+f2+1+7DG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ruLgYmZmZaGxshIGBAYYOHQpbW1twurnO/M/M6dOncevWLURFRaG1tZV6zuPx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\nQVhQAAtXV1j4+UE3YAC048dzrsuXtt7LC8TWFpLVqwGNBqITJyDKzub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uXLmCN998E3p6elSpPwC0hn9VVVUhLi4OR44coZQ7j8fDqlWrEBAQgN7eXiqc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\ney73QUCT8J49RO+7j8j69fi6u9UH3ia9pJWpuTV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5eZw9e5bBgwd3uTTnL5HJZLi5udGnTx98fX0pKipCoVCIHrzs7GxqampYsmSJ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\nY8cSFxd3S62ZfynHycmJuLg4fH19GTZ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M4ODgoLGDycBD/8f33nsPRAQrK6s/9RPev38/MjIyYGVlhZkzZ2LUqFEDkj9o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\nEon6Xff79+/TkiVLyMrKijgcDs2bN++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FbG1tYWpqCkNDw0E964aGBjqH9tChQ+n0bh9++CHu3r2L+vp6tLW1aVhVDA0N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\n", 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KRCI0NDQgMTERJ06cwL179yAWiyEUCrFw4UIEBQX12LZUKsWePXuYKAMAsGHD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\nAwMf++yLj48PBQUFj7UNa7BYLPzxxx9s376db77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SUoKenh7Mnz8fQqFQbwJGKpXi888/x9WrV6FUKvHMM88gMjISLi4uYLPZaGlp\nwc2bN2FiYoLJkyczMrD09/cjLS0NVVVVmDNnDiIjIyESiZCamorKykpcu3YNNTU1eOWVVxjNRqBQ\nKCCXy6FSqdDa2oqUlBTcuHEDzs7OeOeddzB58mT4+/szKhY6Ojpw4cIF7NixA7W1tejs7NQJqF27\ndmHcuHGwt7eHkZERRowYAaFQ+MjLolwuFwEBAXjllVcwbNiwvzwYNTc3Iy0tDbW1tXBwcNB50wcL\nESE1NRUlJSXw8fHBmDFjYGFhAYlEgqqqKtTU1IDH48Hb2xvDhg0b9AsvFouRlJSEzMxMqNVq9PT0\nYNu2bWhtbYVSqUR3dzfkcjlOnTqFCRMmYOXKlbCxsWG0o1EqlSgpKQGHw/nd9S8qKkJ3dzdcXFz0\nljLrp59+wo4dO1BYWAi5XA47OzuEhoZi/PjxurRzSqUSp06dwunTp3H79m29ZVmRy+UoLy9HUlIS\nlEolli1bBmdnZ70MchqNBjU1Nbh27RoAYOrUqYx6c7RaLcrLy7Fjxw4UFxdj9erViI+PR1tbG7q7\nu5GYmIjDhw+jsbERarUagYGB8PPzY1SkJicn6yYbr776Kry9ve87LshkMuTk5ECtVsPS0hI+Pj6D\nuuZyuRzFxcW4efMmLCws4OjoCFdXV7i4uMDa2ho8Hg/t7e2DadoDsbS0hIODA3p6elBYWAhLS0u8\n+uqruj5aq9XC2NgYPj4+CAkJQWBg4CPXoVCpVGhubsbNmzfBZrPh4uKCqKio340HSqUS/f39KCws\nRH19Pfh8Pjw8PBAaGvpI11mtVuvyhx86dAjvvfcegoODYWpqipaWFnz33Xe6rDl2dnbw8/NDaGjo\nQ9v5NVqtFrt27cK1a9cQERGBRYsW6bzhA9dOLpejtrYWmZmZyMzMxM2bN1FeXo6IiAisXLlSl1Hl\n18L9z5DJZPj6669x/Phx1NXVQa1Wg8fjwd/fH88++ywcHBzu+3/5+fmQSqV6TVNaWVmJgoICtLa2\nQigU6m0F734kJyfrcoo/8cQTWLBgAXx8fBgZm/r6+vDjjz9Cq9ViypQpv6sJ09fXh4yMDF3BnYiI\nCEyZMgUuLi544YUXGA2TAe721fX19fj3v/+N6upqjB07Fs899xzs7e0HPTboRSWbmZnBzMwMsbGx\ng/ZsPAipVIrdu3fj0KFDUKlUmDt3LmJjYyEUCsFms3UxrufOnYO5uTmeffZZRpZ9T58+jbKyMigU\nCjQ0NCApKQkikQh37txBZ2cnent7MXLkSMydO5fRdltaWsLR0REmJiZoampCX18ffHx8sGjRIsTF\nxekldSQRQSaToa2tDUqlEo6WjRwAACAASURBVK6urtBqtZg0aRK6urqQn58PPz8/9Pf3o7i4GP7+\n/ggNDX3kuClLS8uHml12dnbi2rVrSEtLAxHB09OTseXm2tpaXLx4EQqFAuPGjYOnpyeysrJw4cIF\nlJWVobW1FcbGxnBzc8PEiRMxb968QXWACoUCdXV16OnpgYmJCVpbWyGTyaDVaiEUCuHk5AQTExOk\np6ejsrISAQEBmDZtGmMhYBqNBiKRCIWFhTA3N79nn4FcLsetW7fA5XLh6uoKCwsLRmwO0NXVhV9+\n+QUHDhxAYWEhrKysEBMTg5CQEDzxxBMIDAzUdaoymQy1tbU4ffo0pFIpo+chlUpRXV2NwsJCNDc3\n4/bt2ygtLQUAjB07Vm/xt1KpFKmpqWhoaACfz8eUKVMYnWC0trbi0qVLuHz5MrRaLdRqNc6cOYPy\n8nJIJBJkZ2ejpqYGarUaQ4YMwaxZszBp0iTGBvSBWE6JRIIhQ4YgLi7uvoOkSqVCQ0MDMjMzYWRk\nhLFjxw56omttbQ1vb29cuXIFUqkUw4YNg7u7O6ytrXV5oDUazWCa90A4HA4sLCxgbGyMgoICmJmZ\nYfny5TqB3Nraivz8fPj6+mLs2LFwcnLS7Zt4WBQKBdrb29He3g53d3f4+Pj8rh++efMm8vLy0Nra\nisLCQtTV1ekmAyqVCuPHj39o2yqVCjdv3sS1a9cwZswYhIWFQa1W4/bt2zh+/DhOnz6N+vp6XQiY\nh4fHoEP9urq6kJSUBKlUiuHDh+tS65qbm+tqErS0tODGjRvIz89HaWkpNBoNoqOj8eqrryIsLEx3\nDx7mPauoqMDx48d1+cQFAgHCwsLw3HPP/WEqu6amJigUCsZWke9HTU0NLl26BCsrKzg5OT2W+gRq\ntRqJiYlISUlBe3s7QkJCsHDhQjz55JOMjUsikQjFxcVwc3NDeHg4HBwcoFQqdTVWsrOzcerUKTQ2\nNiI4OBirV6/Wrbjpo0q0XC7HuXPnkJeXB7VajRdffBF+fn6MOJwZF+NtbW2oqqoCl8tFd3e3XnLy\nKpVK3LhxA19//TUaGxsRGRmJV1555R7PsEgkQn5+Pm7fvg1/f3/G8sk2NjbCysoKWq0W1dXV6Ozs\nhIODA6ytrdHQ0ABTU1PExsZizJgxjNgbYMDLYm5ujp6eHnC5XLi7u2PChAl6y+FuaWmJ4OBgPP/8\n85DL5bC1tYVGo8HcuXNRWlqKzs5ODBkyBCKRCEePHkVJSQn4fD6cnJz0nnBfrVbj5s2bOHnyJCor\nK+Hq6orY2FjGvLbZ2dkoLS2Fm5sbfHx80NjYiJ9//hlnzpy5pxDN+fPncf36dUyYMAEmJiaPPDvm\n8/kIDw+Hubk5tFotrK2t4enpCXNzc12nYmFhATs7O3z11VdISUnBmDFjGOv0ZDIZbt26hdbWVsyZ\nM+cej1p9fT0qKirg6enJaO7WgX0IJ06cwLZt21BdXQ0vLy9MmTIF8fHxCAwMhIWFxT3XdKDQAwDG\nVtyISBe+kJaWhsuXL6OxsREikUj3m1u3bmHy5MmMP9dEhN7eXiQnJ0Or1cLf3x9+fn6MeeCJCOXl\n5bhw4QK6u7vB5XLx008/obu7G62trff81sfHB7NmzUJsbCxjOaCJCJWVlbh06RIAICwsDMOHD7/v\nCt5AKE1JSQnYbDYWLFgw6KVfGxsbREdHg8/nw9zcHL6+vrCwsNAVZQGg15hqa2trBAUFQSAQoLKy\nEiUlJRgyZAiqq6tx+fJlSCQSTJ06Fa6uroNaDRkQKCwWC9OnT8fUqVN13ykUChQWFuLw4cPIyMhA\nZ2cnuru7dZPZkpISGBkZYeTIkQ+1CV+r1aK7uxtXr15FRUUFpkyZguvXr6OpqQnFxcVISkrSOWiU\nSiV4PB5MTU0Hdb2JCGKxWKctiouLUVxcjIaGBggEAp0gZ7PZaGpqQklJCYhIJ8Sjo6Mf2fbZs2dR\nV1enc0yFh4fjmWeewbRp0x74P/X19ToNZGtry7gjA7jbd5eUlKClpQWRkZGwsrJ6LDnls7Oz8c03\n36C4uBje3t545plnMHfuXEbfJ41GAwsLC2i1WtTV1UEul6OnpwdtbW24ffs2srKyUFFRAUdHRyxb\ntgyzZs3Sm/aQSqXIycnBkSNHoNFoEBwcjFmzZuneW6lUCh6P98j2GRfjJSUl2L17N9hsNnbs2AFf\nX19YWloydoHUajXKysqwd+9e1NfXIyAgAP/zP/+DsLAw3UUZ8ORlZ2frkvszlVFk7ty5AO7GIqpU\nKgwfPhzBwcGorKzEO++8Ay6Xizlz5jBiawCFQoHa2lq0traCxWLB0tISWq0WJSUlSEpKApfLhaOj\nI+Ox+TweDyEhIfetMjkgELVarc5bmZGRgevXr8PX1xfu7u56jVsTiUS4ePEiLl68CHNzc0yYMAHL\nli1j7PjZ2dno6+vD9OnT0dfXh9TUVGRnZyMwMBAhISGwtbWFTCbDnj17UFRUhK6uLri6uj5ymy0t\nLf9SiM0rr7yCb7/9Frdv34ZMJnskW7+FiCASiXD+/Hmw2Wz4+PggPz8fzs7OMDExQX5+Prq6ujBp\n0iTGqhSq1WpUVVXhl19+wUcffQQ2m40RI0Zg8eLFiI+Ph4ODw+8GFLVajZqaGhQVFekmo4MddBQK\nBerr65GamoqjR48iNzcXSqUSwN2YdltbW/T19WHnzp2YNWsWPD09Ge3s1Wo1mpubUVhYCDabjblz\n5zK6xKzRaNDY2Kjz8KtUKpSWlsLR0REODg4wNjZGW1sbACA+Ph4vv/zyoxWseAAKhQI//PADiAgC\ngQBTpky57wRSoVCgrKxMV77d1taWkU1+wN2V2qeeeuqez9RqNUQiEXp6eh66Ut7DYGlpiaCgIDz5\n5JNITk7Grl27MHnyZJw/fx55eXl4//33MWrUqEFPqnt7e9HR0QFHR0fMmzdPF6uuUqlw/fp1bNq0\nCefOnYNcLoeJiQn4fD5YLBb6+/vR2dmJ8+fP4+23334oMa7RaNDV1YW6ujpUVFTgu+++g5eXFxoa\nGkBEGDlyJF566SVYWFiguroaYrEYDg4Ogy4YZmZmhpiYGFRWVqKmpkYXi93b2wuFQgEvLy8EBgai\no6MD9fX1sLe3x6effooRI0YMym5xcTGMjIzg6uqKGTNmYMmSJRg9evQf/s+lS5d0WaCGDx+ul7CJ\n3NxcZGRkwNXVFVFRUYPKavZXGJiEbd26FcXFxTAxMcGcOXMQGxvL+MTW3t4eEydOREpKCjZu3AiF\nQgGlUgkulwulUomuri5dGPJLL72kNyE+EJ6ya9cuXLp0CRYWFnjzzTfvWX3q7e2FQCD43yPGTUxM\nMGnSJJiamqK7u/ueQPvBQv+ndPbGjRtx6NAhODo64ssvv0R4eLjOhlarxZ07d3D48GGkpqbCz88P\nkyZNYkwYDh06FP/4xz/u+ay/vx8VFRWQyWRwc3NjfNNMTU0N/vOf/+DMmTNwcHDA6NGjUVJSgqqq\nKvzrX/9Ceno6Fi9ejKioKAgEgkFnNnkY2Gw2zMzMMHHiRBQUFCAxMREsFgtr1qzRixcAuOsFyszM\nRHp6OqRSKUaMGMGIF+3X1NTUQCaTgc/nIzc3F1evXsX48ePxz3/+UzeYaLVaSCQSbNy4kTG7f8aA\nN4vJ7EASiQSFhYX45ZdfoNFo8OWXX+KHH35AXFwcvLy8UFxcjP7+fojFYkgkEmg0mkG90wPif8OG\nDTh48CAsLCwwbtw4bNy4EQEBAQ/0eHd1dWHbtm24cuUKPDw8EB8fP6jzkMlkKCoqwrZt25Ceng6J\nRAJTU1MolUqwWCzY2dnh2WefRUZGBm7duoUjR47g9ddfZ3Swk0gkyM/PR3d3N4yNjTF9+nRG310j\nIyPY29vD09MTSqUSWq0WJiYmmD9/PmQyGZydnfHvf/8bKpUKYWFhjK6yDWwI3rlzJwBg8uTJmD9/\n/j2OESKCSqVCSUkJDh48iIyMDPB4PEyYMIHxlKy/prOzEydOnEB2djZjm1TvB4fDgaurK6ZNm4bj\nx49j165dyM3NRVBQEN5//31ERkYyMvlqbGxEeXn5PfdPo9GgrKwMq1evRnl5ua468bBhw+Dt7Y3a\n2lrk5OTAyMgIZmZmD/0ucblc+Pj44N1338UHH3yAK1euIDY2FjExMeDxeAgNDcWdO3dw7NgxNDY2\nYvz48YPOsMFiseDk5IT9+/dDJpPp9tgAgFAohLu7O/h8PjIyMvDBBx+AzWZj+fLlgxbiALB8+XKY\nmJhg5MiRmDp16p+uHhER7ty5AzabDQ6HA0tLS8bDR8RiMd555x00NjbC2dkZ06ZN03sa6e7ubvz8\n889IS0uDRqPBzJkz8dRTT8HNzY1xWwOZ41paWnThRp6enggLC4NGo8GRI0dgbGyM1atX6zW5glgs\nRl5eHnJzc8Hj8TB69GgkJCTc85tBr8ozXfQnMzOTpk2bRt9//z11dXUxWqhDLBbTwYMHdRW11q5d\n+7vE9g0NDbRmzRqys7MjDw8P+uSTT0ilUjF2DvejpqaG3nvvPRIKhfTpp58yemytVks7d+6kkSNH\nUnBwMO3cuZM6Ozvp2rVrFBsbS/b29sThcIjP51NAQACdPHmSxGIx4wVS/oysrCyKj48nCwsLio2N\npaamJr3Y0Wq1dPnyZYqJiSEWi0UjR46k3bt3k0wmY9TOrFmzyMzMjFxdXUkoFFJCQgIVFhbe8xul\nUkmLFy8mNptNN27ceKTn7GEKyGi1Wvrkk0+Iz+fTW2+9xUhRGI1GQ5mZmbpKgH5+frRo0SLy9vYm\nPp9PHA5HV5jHycmJdu/ePegiLFKplM6ePat7bu/3Hv8WmUxGGRkZZGFhQTweb9AFUlQqFR05coR8\nfX1JIBDQlClTaM2aNTR37lwCQHZ2drR582YSi8V09OhR4nA45OTkRDk5OaRQKAZl+9dUV1dTfHw8\nsVgsGjJkiN6q5mk0GpLJZNTU1HRPMZ/Ozk7y8vIiY2NjunjxIqMFjaRSKR04cEBXEOXIkSO/e0f6\n+vooIyODFi5cSCwWi4yNjcnb21uvlQqJiMrLyykhIYESEhLo9u3berMjFospMTGRvL2976nIuHfv\nXkbHpfT0dJo2bRp5e3tTRkYGaTQaqq6uptDQUGKxWBQdHU0vvvgiffrpp7Rp0yY6ceIErVq1iths\nNrm7u9NHH300qD60s7OT1q5dS5mZmbr+oaurixYvXkzOzs60dOlSKi8vZ6q5D6Snp4d27dpFfn5+\nZG1tTYsWLdK7zQfR1dVFI0aMoAkTJpC7uzslJSUx2neo1WrKyMggX19fWrBgAcXFxemtau4AGo2G\nvv/+ezI3NycOh0PLli2j3NxcxsffP6O2tpbef/99srS0pJkzZ+rVllarpevXr9OsWbOIw+GQh4fH\noIqHPZYKnBqNhl577TUyMTGhhQsXMl7ytq6ujp577jldyez7DRyff/65roz22rVrGX3470d/fz8d\nOHCAgoKCaOzYsYyX7M7JyaGxY8dSTEwMJScn39MeuVxOmZmZtGrVKl0ZWCcnJ9q3bx8jFVT/Klqt\nlvbt20fBwcFkbW1Nq1ev1luVypKSEoqNjSUTExMyMTGhpUuX6sXOgBgHQDNmzKC0tLR7vlcqlXTs\n2DEyMTEhHx8famhoeKSKZy+++CI1Nzf/pd+WlJQQj8cjNzc3qqysZKTCmlqtpnPnzlFYWBi99tpr\n1N/fr/vu+vXr9MEHH5CVlRUFBQVRWloaI2JNrVZTTU0NLVmyhPbt2/env5fJZHT27FkaMmQI8Xg8\nWrBgwaCr3K5du5ZsbGzIzMyMvvjiCzp69CjFxcURj8cjgUBACxcuJIlEQkR3K8OGhIQQm82mgwcP\nUm9v76Bs/5ri4mLy8vIiPp9PW7ZsYey4f5UPP/yQeDweTZ48mTIzMxl9b/+KGE9NTdVNrI2NjcnH\nx4e2bdvG2Dncj76+PkpLS6PFixdTTk6O3uwoFAo6e/YsjRkzhpycnMjDw4Nmz55Nzs7O97xnTPBr\nMX7hwgWqqqrSlQtnsVh04sQJWrRoEX355Ze0evVqiouLo4CAAPLy8qKNGzcOeoJ9Pw4ePEhjxoyh\nNWvWUElJCePH/y0ajYZOnz5NUVFR5O7uTu+++67exemD6O7uppCQEOJyufTuu+/StWvXqK+vj1Eb\nSqWStm7dSgKBgEaNGkWXLl3Su945fvw4sdlssrOzo4iICMadE3+FgUnInDlzyMPDg3bv3q1Xe0VF\nRbRs2TLicDhkY2ND33777aAm0noX4yqVio4fP04ACAB99913usGMKQoKCnSls2tqan5nf8OGDeTh\n4UGenp60devWx1IOtrq6ml5//XUSCoW0evVqxh/ML774gtzc3Oijjz56oNdMo9FQT08PLViwgLhc\nLpmZmdEnn3zy2Mqoq9Vqevvtt8nX15dWrVpFlZWVerO1cuVKcnBwIAsLC1qxYoXebG3atImEQiEB\noIiICNq3bx+VlpZSdXU11dXV0fbt28nc3Jz4fD5dv379kZ81Jycn+uKLL/6wbLVGo6Hy8nISCoXE\nYrHoww8/ZFQQqtVqkkql9312k5KSyN7ent555x2qra1lzCbR3Xb92QpOX18fHTp0iIYMGUJ8Pp+i\noqIGPck/dOgQCQQCmjlzJp07d47Wr19PQ4cO1fUtr7322u8GzunTpxOHw2FUjHd0dNCOHTt0KwR/\nZWLCJL29vRQcHEwmJia0fft2am9vZ3RFTSQS0dSpU4nNZpOzs/M91+3GjRs6JwKPxyNjY2MKCwuj\n3Nxcva7qKZVKSkpKIl9fX5o+fTrl5eXpzdadO3do27Zt9PXXX1NmZiaJRCJSqVT09ttvU1lZGaPt\nlEqldOfOHTp27Bjt27ePtm/frhPiLBaLhg0bRsbGxiQQCMja2poiIiJo48aNlJeXpzev5oIFC0gg\nENDcuXMpMzNTLzZ+TWZmJsXExJCVlRU9++yzdOfOHb3bfBB1dXVkbGxMbDabNmzYQO3t7YzbUCqV\ntHfvXjp8+DAdPnyY0VWt+9HW1qbrJ8PDw/W2+v1nFBQU0MKFC0koFNJbb72l1/5CJBLR559/TtbW\n1mRpaUnx8fGD1nh6F+MKhYI2btxIACgmJoZaWloYv0g3btwgHo9HEREROvEjl8tp+/btNHPmTLK3\ntyc7Ozt6//33qa6ujlHb96O7u5veeustcnNzo4SEBKqqqmLcxtq1a8nBwYE+//zzPxRsREQtLS00\nYsQI4nK5FBUVRVlZWXoP0VEqlbRmzRoaOXIkeXh40EcffcS4B2CA/Px8CgwMJDabTdOnT6czZ87o\nbcJVWlpKYWFhupAoKysrcnR0JGdnZ3JzcyMLCwtyd3en77//flDX+K233qKgoCB677337jtAK5VK\nysnJoYCAAGKz2RQbGztor/DDsH79erK0tKTDhw+TWCx+bHaJiJqbm2nTpk3k6elJDg4OtGLFCmps\nbBxUv6JWq8nV1VXnqY2LiyN7e3syNjamadOmUVJSEnV0dPzu/7Zs2UI8Ho/GjRvH2HuelpZGHh4e\nxOFwKCAg4LFf3+zsbDI2Nqbw8HCqrKy8J3xlsCiVSsrLyyOhUEhsNpueffZZEolEdPXqVVqwYAG5\nurrqwqB4PB4lJCSQWCxm9BzuR1tbG23atImsrKwoPj5eb/aUSiUdPHiQgoODadasWVRYWEharZa0\nWi2dOHGCcbsKhYLOnz9PM2bMoIULF9KIESPuEeMD4WZBQUG0YsUKyszMJJlMppf2S6VSSkhIIGtr\na0pISKCMjAy9hzFUVlbSiy++SAKBgCZOnEi//PLLY3HG/RatVkutra0UERGhm4Tu2bOH8ZVqrVZL\nHR0dtGTJEkpJSdHrSrhCoaCLFy/SmDFjiMPhUFxcHJWUlOhdWzyIc+fOUUxMDAUEBND333+vV1s/\n/vgjhYaGkrW1Nb344ouMaJsHiXHGIt41Gg2ysrIAAKGhoYxWgfw1A4VJjh49CjMzM/zwww/IysqC\nWCyGUCjEyy+/jDlz5jCW9eGPuHHjBoqKimBra4vJkyfD3d2dcRuNjY3g8XgQCoUP3Dgmk8lQXl6O\n77//HnV1dWCz2QgNDYWLi8ugNzVIJBLU19eDxWLBz89P97lSqcS5c+ewf/9+5OTkQCQS4fXXX8fi\nxYv1UnCgp6cHW7duRX19PRwcHDB79mxMmDBBbxlbhg0bBjc3N9y+fRt2dnb3FDTi8XgYOXIkZs6c\nieDg4EFd4yVLlqC8vBw//PADGhoaMG/ePHh7ewO4uzs7PT1dd1+joqKwZcsWve+W/zXt7e0wNjaG\nra0tIwWlurq6cOfOHbi5uf1h1o6CggJs374dycnJUKvViIiIwBtvvAFnZ+dB9SuHDx9Ge3s7iAhv\nvfUWuru7YWRkhKVLl2LRokXw8/O778b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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "# recognize digits from local fonts\n", "probabilities = model.predict(font_digits, steps=1)\n", "predicted_labels = np.argmax(probabilities, axis=1)\n", "display_digits(font_digits, predicted_labels,\n", " font_labels,\n", " 'predictions from local fonts (bad predictions in red)', N)\n", "\n", "# recognize validation digits\n", "probabilities = model.predict(validation_digits, steps=1)\n", "predicted_labels = np.argmax(probabilities, axis=1)\n", "display_top_unrecognized(validation_digits, predicted_labels,\n", " validation_labels, N, 7)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4JJYLIIg_jyK" }, "source": [ "## Let's add dropout again" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "colab_type": "code", "executionInfo": { "elapsed": 1051, "status": "ok", "timestamp": 1586341704994, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "fUimAh8J_jYY", "outputId": "6d0c9967-7238-492a-f5d5-c1023c4ca71f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_8\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "reshape_1 (Reshape) (None, 28, 28, 1) 0 \n", "_________________________________________________________________\n", "conv2d_3 (Conv2D) (None, 28, 28, 12) 120 \n", "_________________________________________________________________\n", "conv2d_4 (Conv2D) (None, 14, 14, 24) 10392 \n", "_________________________________________________________________\n", "conv2d_5 (Conv2D) (None, 7, 7, 32) 27680 \n", "_________________________________________________________________\n", "flatten_1 (Flatten) (None, 1568) 0 \n", "_________________________________________________________________\n", "dense_23 (Dense) (None, 200) 313800 \n", "_________________________________________________________________\n", "dropout_3 (Dropout) (None, 200) 0 \n", "_________________________________________________________________\n", "dense_24 (Dense) (None, 10) 2010 \n", "=================================================================\n", "Total params: 354,002\n", "Trainable params: 354,002\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Reshape(input_shape=(28*28,), target_shape=(28, 28, 1)),\n", " tf.keras.layers.Conv2D(kernel_size=3, filters=12,\n", " activation='relu', padding='same'),\n", " tf.keras.layers.Conv2D(kernel_size=6, filters=24,\n", " activation='relu', padding='same', strides=2),\n", " tf.keras.layers.Conv2D(kernel_size=6, filters=32,\n", " activation='relu', padding='same', strides=2),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(200, activation='relu'),\n", " tf.keras.layers.Dropout(0.4),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# print model layers\n", "model.summary()\n", "\n", "# utility callback that displays training curves\n", "plot_training = PlotTraining(sample_rate=10, zoom=16)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461 }, "colab_type": "code", "executionInfo": { "elapsed": 280, "status": "ok", "timestamp": 1586341780567, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "r0Qvui6q_jNt", "outputId": "5285d322-dc21-40bf-846e-c60e7bc488da" }, "outputs": [ { "data": { "image/png": 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+9hwfzdCQRtPxAatMIalo+5P2uNtRP80K5ZQ+HfVLmFCd/wJFFJr8UhxO6/GL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\nD18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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 7s 14ms/step - loss: 0.0023 - accuracy: 0.9994 - val_loss: 0.0325 - val_accuracy: 0.9922 - lr: 1.0078e-04\n" ] } ], "source": [ "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "q4ocIU5kjKPi" }, "source": [ "## Batch normalization\n", "\n", "![](https://lh5.googleusercontent.com/zmr3jO6E-N5hGCeor77HnMAv4mLn4XM4wHnVFGBkdXg_An-zc98Elxx5WpyzizAxl6s1uf6WY246mUjosC8bR75lf2MELcLPRT_StiNWZ3CCnQj4KMyu7dgv__PHLaHoKoQ71waRyQ)\n", "\n", "![](https://lh4.googleusercontent.com/elT17KcIiCOqDJ6qhIJv4Szn6UNA0x-Rgt5S04msp4ge6mRWaD-SKp0ks9bnEl-bbYc_NGfzL77c9CGxneE23jaY5BLsLo0JP63lIMTygBK3LQAFYNJv64qDgkaIEVnhuiAZwBlkmQ)\n", "\n", "![](https://lh4.googleusercontent.com/10YpnDuAXOuDbBFhR0YzIL9tko_9JcACgBZI_gq7lKE1qCDeRr75b4pcJv5Ucl6GQqcmk9Vv_2z8lo8qv2X6l139v5T0yhgxHKhwDyEBC5sq7PbAcfjXBdj7Z02trb5pl22wzZE9hQ)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 694 }, "colab_type": "code", "executionInfo": { "elapsed": 1036, "status": "ok", "timestamp": 1586341807408, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "qPXKH96-_i4V", "outputId": "2503258b-6380-4385-edf0-2a3d95130431" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_9\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "reshape_2 (Reshape) (None, 28, 28, 1) 0 \n", "_________________________________________________________________\n", "conv2d_6 (Conv2D) (None, 28, 28, 12) 108 \n", "_________________________________________________________________\n", "batch_normalization (BatchNo (None, 28, 28, 12) 36 \n", "_________________________________________________________________\n", "activation (Activation) (None, 28, 28, 12) 0 \n", "_________________________________________________________________\n", "conv2d_7 (Conv2D) (None, 14, 14, 24) 10368 \n", "_________________________________________________________________\n", "batch_normalization_1 (Batch (None, 14, 14, 24) 72 \n", "_________________________________________________________________\n", "activation_1 (Activation) (None, 14, 14, 24) 0 \n", "_________________________________________________________________\n", "conv2d_8 (Conv2D) (None, 7, 7, 32) 27648 \n", "_________________________________________________________________\n", "batch_normalization_2 (Batch (None, 7, 7, 32) 96 \n", "_________________________________________________________________\n", "activation_2 (Activation) (None, 7, 7, 32) 0 \n", "_________________________________________________________________\n", "flatten_2 (Flatten) (None, 1568) 0 \n", "_________________________________________________________________\n", "dense_25 (Dense) (None, 200) 313600 \n", "_________________________________________________________________\n", "batch_normalization_3 (Batch (None, 200) 600 \n", "_________________________________________________________________\n", "activation_3 (Activation) (None, 200) 0 \n", "_________________________________________________________________\n", "dropout_4 (Dropout) (None, 200) 0 \n", "_________________________________________________________________\n", "dense_26 (Dense) (None, 10) 2010 \n", "=================================================================\n", "Total params: 354,538\n", "Trainable params: 354,002\n", "Non-trainable params: 536\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Reshape(input_shape=(28*28,), target_shape=(28, 28, 1)),\n", " \n", " tf.keras.layers.Conv2D(kernel_size=3, filters=12,\n", " use_bias=False, padding='same'),\n", " tf.keras.layers.BatchNormalization(center=True, scale=False),\n", " tf.keras.layers.Activation('relu'),\n", " \n", " tf.keras.layers.Conv2D(kernel_size=6, filters=24,\n", " use_bias=False, padding='same', strides=2),\n", " tf.keras.layers.BatchNormalization(center=True, scale=False),\n", " tf.keras.layers.Activation('relu'),\n", " \n", " tf.keras.layers.Conv2D(kernel_size=6, filters=32,\n", " use_bias=False, padding='same', strides=2),\n", " tf.keras.layers.BatchNormalization(center=True, scale=False),\n", " tf.keras.layers.Activation('relu'),\n", " \n", " tf.keras.layers.Flatten(),\n", " \n", " tf.keras.layers.Dense(200, use_bias=False),\n", " tf.keras.layers.BatchNormalization(center=True, scale=False),\n", " tf.keras.layers.Activation('relu'),\n", " \n", " tf.keras.layers.Dropout(0.3),\n", " tf.keras.layers.Dense(10, activation='softmax')\n", " ])\n", "\n", "model.compile(optimizer=tf.keras.optimizers.Adam(lr=0.01),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "\n", "# print model layers\n", "model.summary()\n", "\n", "# utility callback that displays training curves\n", "plot_training = PlotTraining(sample_rate=10, zoom=16)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 461 }, "colab_type": "code", "executionInfo": { "elapsed": 314, "status": "ok", "timestamp": 1586341888191, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "il4Qi3Jy_it9", "outputId": "3eab31c5-ae46-4398-c1ea-968731be49b0" }, "outputs": [ { "data": { "image/png": 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Qc7upSTuS1w2lQ06ZTD0/2+PElOCeztfpdKid1ojOL7/Cx9MuhyAAJ//0PlgH1GDvK6/h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\nH4BQ29w7qG3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"text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "468/468 [==============================] - 7s 16ms/step - loss: 0.0028 - accuracy: 0.9994 - val_loss: 0.0181 - val_accuracy: 0.9943 - lr: 1.0078e-04\n" ] } ], "source": [ "training_dataset = get_training_dataset(training_images_file,\n", " training_labels_file,\n", " BATCH_SIZE)\n", "validation_dataset = get_validation_dataset(validation_images_file,\n", " validation_labels_file)\n", "\n", "history = model.fit(training_dataset,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=EPOCHS,\n", " validation_data=validation_dataset,\n", " validation_steps=1,\n", " callbacks=[plot_training, lr_decay_callback])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 561 }, "colab_type": "code", "executionInfo": { "elapsed": 3679, "status": "ok", "timestamp": 1586341902832, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "Ob89Ebms_ii3", "outputId": "88216fa1-bdb3-435b-88c9-df2a2be0fc3a" }, "outputs": [ { "data": { "image/png": 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l5WTnzp2kT58+BAAZNmwYuXv37h+9L89k3rx55LXXXiObN28mV65cIZ999hnp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\ns2cZHh7GZDIRHx+v/AQx8f/Pbrc/8BhXlwzjQgg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QU2dmZkZDQwPx8fHk5ORw+vRpwc0nk8mwt7dn5syZHVLG6+vrOXz4MDk5OYJi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\nvorG1To7OzNgwAD2799PeXm5vPthiVn29/fntddes6ozfuH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2thZr1qxhbQNhQ0MDzp8/z6ToFAqFCAwMxIIFC2BgYIA9e/YgNzcXjx49YsXe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\nBjo22wwbNgyWlpZdOpSnidnVFvLoy3f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4c+YM9u/fj+bmZkyYMAFbtmzBkCFDVJ59SqUBnFpaWli7di1OnjwJ4PkLce/e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\nhRBCCCGEMMj/AVkbgajjWCkgAAAAAElFTkSuQmCC\n", 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S7e3t8Pf3B4/HQ0FBAQYMGABdXd0XXve+vLj7R9LT0xEVFYX09HRoa2vD29sb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\n+/ZhNpvJzs5m3rx52h9N3a6npwdvb288PDyUF3W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GTEwMBAIBTp48ieTkZFRVVaG5uRmNjY1QKBTs7zkcDo4ePYpPPvkEgwYN6lbn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\nW1ZmW1KMb9iwAb/fz/DwMH19fRw7dowVK1ZYETU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FxWXAG1jodDqqq6v57LPPAFi+fHm/vuPg4GBeeuklenp6CAgIYOjQoTg4OHDl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\nqx/XODg44OvXrz989uXLFzg6OiqSX1FRgdWrV8P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t2sWWLVu4ePEiUqmUSZMmMWHChN+Ea90MbG1tGTVqFG+88QY6ne53DWp/xoYN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\nTRlvbW1lw4YNFBUVMWzYMB577DEcHBz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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "# recognize digits from local fonts\n", "probabilities = model.predict(font_digits, steps=1)\n", "predicted_labels = np.argmax(probabilities, axis=1)\n", "display_digits(font_digits, predicted_labels, font_labels,\n", " 'predictions from local fonts (bad predictions in red)', N)\n", "\n", "# recognize validation digits\n", "probabilities = model.predict(validation_digits, steps=1)\n", "predicted_labels = np.argmax(probabilities, axis=1)\n", "display_top_unrecognized(validation_digits, predicted_labels,\n", " validation_labels, N, 7)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 998 }, "colab_type": "code", "executionInfo": { "elapsed": 807, "status": "ok", "timestamp": 1586342020805, "user": { "displayName": "Dario Malchiodi", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GiELCr-zUeJWuHT3llF5XfHH7B3tmxiSDlls6hF=s64", "userId": "00228704477903575446" }, "user_tz": -120 }, "id": "MGkbV9RHCt9u", "outputId": "919de962-3d18-4304-9e82-549320548cd3" }, "outputs": [ { "data": { "text/html": [ "\n", "
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clickX.length; i++) {\n", " context.beginPath();\n", " if(clickDrag[i] && i){\n", " context.moveTo(clickX[i-1], clickY[i-1]);\n", " }else{\n", " context.moveTo(clickX[i]-1, clickY[i]);\n", " }\n", " context.lineTo(clickX[i], clickY[i]);\n", " context.closePath();\n", " context.stroke();\n", " }\n", "}\n", "\n", "function callback(msg){\n", " console.log(msg);\n", " res = msg.content.data[\"text/plain\"];\n", " document.getElementById(\"resultDiv-pp\").innerHTML = res.substr(1, res.length-2);\n", " console.log(res);\n", "}\n", "\n", "\n", "function get_image_pp() {\n", " console.log('in get_image_pp');\n", " var canvas = document.getElementById('canvas-pp');\n", " var ctx = canvas.getContext('2d');\n", " image_url = canvas.toDataURL();\n", " console.log(image_url);\n", "};\n", "\n", "\n", "function clear_image() {\n", " context.clearRect(0, 0, context.canvas.width, context.canvas.height);\n", " clickX = new Array();\n", " clickY = new Array();\n", " clickDrag = new Array();\n", "};\n", "\n", "\n", "document.querySelector('#button').onclick = () => {\n", " google.colab.kernel.invokeFunction('notebook.classify', [canvas.toDataURL()], {});\n", " };\n", "\n" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" }, { "data": { "image/png": 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function(e){\n", " if(paint){\n", " var pos = getMousePos(canvas, e);\n", " var mouseX = pos.x;\n", " var mouseY = pos.y;\n", " addClick(mouseX, mouseY, true);\n", " redraw();\n", " }\n", "});\n", "\n", "canvas.addEventListener('mouseup', function(e){\n", " paint = false;\n", "});\n", "\n", "canvas.addEventListener('mouseleave', function(e){\n", " paint = false;\n", "});\n", "\n", "\n", "var clickX = new Array();\n", "var clickY = new Array();\n", "var clickDrag = new Array();\n", "var paint;\n", "\n", "\n", "function addClick(x, y, dragging)\n", "{\n", " clickX.push(x);\n", " clickY.push(y);\n", " clickDrag.push(dragging);\n", "}\n", "\n", "function redraw(){\n", " context.clearRect(0, 0, context.canvas.width, context.canvas.height);\n", " \n", " context.strokeStyle = \"#111111\";\n", " context.lineJoin = \"round\";\n", " context.lineWidth = 13;\n", "\n", " for(var i=0; i < clickX.length; i++) {\n", " context.beginPath();\n", " if(clickDrag[i] && i){\n", " context.moveTo(clickX[i-1], clickY[i-1]);\n", " }else{\n", " context.moveTo(clickX[i]-1, clickY[i]);\n", " }\n", " context.lineTo(clickX[i], clickY[i]);\n", " context.closePath();\n", " context.stroke();\n", " }\n", "}\n", "\n", "function callback(msg){\n", " console.log(msg);\n", " res = msg.content.data[\"text/plain\"];\n", " document.getElementById(\"resultDiv-{0}\").innerHTML = res.substr(1, res.length-2);\n", " console.log(res);\n", "}\n", "\n", "\n", "function get_image_{0}() {\n", " console.log('in get_image_{0}');\n", " var canvas = document.getElementById('canvas-{0}');\n", " var ctx = canvas.getContext('2d');\n", " image_url = canvas.toDataURL();\n", " console.log(image_url);\n", "};\n", "\n", "\n", "function clear_image() {\n", " context.clearRect(0, 0, context.canvas.width, context.canvas.height);\n", " clickX = new Array();\n", " clickY = new Array();\n", " clickDrag = new Array();\n", "};\n", "\n", "\n", "document.querySelector('#button').onclick = () => {\n", " google.colab.kernel.invokeFunction('notebook.classify', [canvas.toDataURL()], {});\n", " };\n", "\n", "'''\n", "\n", "display(HTML(base_html.replace('{0}', 'pp')))\n", "display(Javascript(base_js.replace('{0}', 'pp')))\n", "\n", "def classify(data):\n", "\n", " im = Image.open(io.BytesIO(base64.b64decode(data.split(',')[1])))\n", " im_28x28 = im.convert('L').resize([28, 28]) #, resample=PIL.Image.ANTIALIAS)\n", " \n", " im_flat = list(im_28x28.getdata())\n", " result = model.predict([im_flat])\n", " \n", " #clear_output()\n", " plt.bar(range(10), result[0])\n", " plt.xticks(range(10))\n", " plt.show()\n", "\n", "\n", "output.register_callback('notebook.classify', classify)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "id": "tKPTv-3B0KvF" }, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "deep-learning-tutorial.ipynb", "provenance": [] }, "kernelspec": { 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