{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CS-109B Introduction to Data Science\n",
"## Lab 5: Convolutional Neural Networks\n",
"\n",
"**Harvard University** \n",
"**Spring 2020** \n",
"**Instructors:** Mark Glickman, Pavlos Protopapas, and Chris Tanner \n",
"**Lab Instructors:** Chris Tanner and Eleni Angelaki Kaxiras \n",
"**Content:** Eleni Angelaki Kaxiras, Pavlos Protopapas, Patrick Ohiomoba, and David Sondak\n",
"\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# RUN THIS CELL TO PROPERLY HIGHLIGHT THE EXERCISES\n",
"import requests\n",
"from IPython.core.display import HTML\n",
"styles = requests.get(\"https://raw.githubusercontent.com/Harvard-IACS/2019-CS109B/master/content/styles/cs109.css\").text\n",
"HTML(styles)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Learning Goals\n",
"\n",
"In this lab we will look at Convolutional Neural Networks (CNNs), and their building blocks.\n",
"\n",
"By the end of this lab, you should:\n",
"\n",
"- have a good undertanding on how images, a common type of data for a CNN, are represented in the computer and how to think of them as arrays of numbers. \n",
"- be familiar with preprocessing images with `tf.keras` and `scipy`.\n",
"- know how to put together the building blocks used in CNNs - such as convolutional layers and pooling layers - in `tensorflow.keras` with an example. \n",
"- run your first CNN."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.rcParams[\"figure.figsize\"] = (5,5)\n",
"\n",
"import numpy as np\n",
"from scipy.optimize import minimize\n",
"from sklearn.utils import shuffle\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"from tensorflow.keras.models import Sequential, Model\n",
"from tensorflow.keras.layers import Dense, Dropout, Flatten, Activation, Input\n",
"from tensorflow.keras.layers import Conv2D, Conv1D, MaxPooling2D, MaxPooling1D,\\\n",
" GlobalAveragePooling1D, GlobalMaxPooling1D\n",
"from tensorflow.keras.optimizers import Adam, SGD, RMSprop\n",
"from tensorflow.keras.utils import to_categorical\n",
"from tensorflow.keras.metrics import AUC, Precision, Recall, FalsePositives, FalseNegatives, \\\n",
" TruePositives, TrueNegatives\n",
"from tensorflow.keras.regularizers import l2"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.1.0\n"
]
}
],
"source": [
"from __future__ import absolute_import, division, print_function, unicode_literals\n",
"\n",
"# TensorFlow and tf.keras\n",
"import tensorflow as tf\n",
"\n",
"tf.keras.backend.clear_session() # For easy reset of notebook state.\n",
"\n",
"print(tf.__version__) # You should see a > 2.0.0 here!\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 0: Running on SEAS JupyterHub\n",
"\n",
"**PLEASE READ**: [Instructions for Using SEAS JupyterHub](https://canvas.harvard.edu/courses/65462/pages/instructions-for-using-seas-jupyterhub?module_item_id=638544)\n",
"\n",
"SEAS and FAS are providing you with a platform in AWS to use for the class (accessible from the 'Jupyter' menu link in Canvas). These are AWS p2 instances with a GPU, 10GB of disk space, and 61 GB of RAM, for faster training for your networks. Most of the libraries such as keras, tensorflow, pandas, etc. are pre-installed. If a library is missing you may install it via the Terminal.\n",
"\n",
"**NOTE : The AWS platform is funded by SEAS and FAS for the purposes of the class. It is not running against your individual credit.**\n",
"\n",
"**NOTE NOTE NOTE: You are not allowed to use it for purposes not related to this course.**\n",
"\n",
"**Help us keep this service: Make sure you stop your instance as soon as you do not need it.**\n",
"\n",
"\n",
"*source:CS231n Stanford: Google Cloud Tutorial*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 1: Parts of a Convolutional Neural Net\n",
"\n",
"We can have \n",
"- 1D CNNs which are useful for time-series or 1-Dimensional data, \n",
"- 2D CNNs used for 2-Dimensional data such as images, and also \n",
"- 3-D CNNs used for video.\n",
"\n",
"### a. Convolutional Layers.\n",
"\n",
"Convolutional layers are comprised of **filters** and **feature maps**. The filters are essentially the **neurons** of the layer. They have the weights and produce the input for the next layer. The feature map is the output of one filter applied to the previous layer. \n",
"\n",
"Convolutions operate over 3D tensors, called feature maps, with two spatial axes (height and width) as well as a depth axis (also called the channels axis). For an RGB image, the dimension of the depth axis is 3, because the image has three color channels: red, green, and blue. For a black-and-white picture, like the MNIST digits, the depth is 1 (levels of gray). The convolution operation extracts patches from its input feature map and applies the same transformation to all of these patches, producing an output feature map. This output feature map is still a 3D tensor: it has a width and a height. Its depth can be arbitrary, because the output depth is a parameter of the layer, and the different channels in that depth axis no longer stand for specific colors as in RGB input; rather, they stand for filters. Filters encode specific aspects of the input data: at a high level, a single filter could encode the concept “presence of a face in the input,” for instance.\n",
"\n",
"In the MNIST example that we will see, the first convolution layer takes a feature map of size (28, 28, 1) and outputs a feature map of size (26, 26, 32): it computes 32 filters over its input. Each of these 32 output channels contains a 26×26 grid of values, which is a response map of the filter over the input, indicating the response of that filter pattern at different locations in the input. \n",
"\n",
"Convolutions are defined by two key parameters:\n",
"- Size of the patches extracted from the inputs. These are typically 3×3 or 5×5 \n",
"- The number of filters computed by the convolution. \n",
"\n",
"**Padding**: One of \"valid\", \"causal\" or \"same\" (case-insensitive). \"valid\" means \"no padding\". \"same\" results in padding the input such that the output has the same length as the original input. \"causal\" results in causal (dilated) convolutions,"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1D Convolutional Network\n",
"\n",
"In `tf.keras` see [1D convolutional layers](https://www.tensorflow.org/api_docs/python/tf/keras/layers/Conv1D)\n",
"\n",
"\n",
"\n",
"*image source: Deep Learning with Python by François Chollet*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2D Convolutional Network\n",
"\n",
"In `tf.keras` see [2D convolutional layers](https://www.tensorflow.org/api_docs/python/tf/keras/layers/Conv2D)\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**keras.layers.Conv2D** (filters, kernel_size, strides=(1, 1), padding='valid', activation=None, use_bias=True, \n",
" kernel_initializer='glorot_uniform', data_format='channels_last', \n",
" bias_initializer='zeros')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### b. Pooling Layers.\n",
"\n",
"Pooling layers are also comprised of filters and feature maps. Let's say the pooling layer has a 2x2 receptive field and a stride of 2. This stride results in feature maps that are one half the size of the input feature maps. We can use a max() operation for each receptive field. \n",
"\n",
"In `tf.keras` see [2D pooling layers](https://www.tensorflow.org/api_docs/python/tf/keras/layers/MaxPool2D)\n",
"\n",
"**keras.layers.MaxPooling2D**(pool_size=(2, 2), strides=None, padding='valid', data_format=None)\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### c. Dropout Layers.\n",
"\n",
"Dropout consists in randomly setting a fraction rate of input units to 0 at each update during training time, which helps prevent overfitting. \n",
"\n",
"In `tf.keras` see [Dropout layers](https://www.tensorflow.org/api_docs/python/tf/keras/layers/Dropout)\n",
"\n",
"tf.keras.layers.Dropout(rate, seed=None)\n",
"\n",
"rate: float between 0 and 1. Fraction of the input units to drop. \n",
"seed: A Python integer to use as random seed.\n",
"\n",
"References\n",
"\n",
"[Dropout: A Simple Way to Prevent Neural Networks from Overfitting](http://www.jmlr.org/papers/volume15/srivastava14a/srivastava14a.pdf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### d. Fully Connected Layers.\n",
"\n",
"A fully connected layer flattens the square feature map into a vector. Then we can use a sigmoid or softmax activation function to output probabilities of classes. \n",
"\n",
"In `tf.keras` see [Fully Connected layers](https://www.tensorflow.org/api_docs/python/tf/keras/layers/Dense)\n",
"\n",
"**keras.layers.Dense**(units, activation=None, use_bias=True, \n",
" kernel_initializer='glorot_uniform', bias_initializer='zeros')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 2: Preprocessing the data"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PHOTO: height = 252, width = 261, number of channels = 4, image datatype = uint8\n"
]
}
],
"source": [
"img = plt.imread('../images/cat.1700.jpg')\n",
"height, width, channels = img.shape\n",
"print(f'PHOTO: height = {height}, width = {width}, number of channels = {channels}, \\\n",
"image datatype = {img.dtype}')"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(252, 261, 4)"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img.shape"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# let's look at the image\n",
"imgplot = plt.imshow(img)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Visualizing the different channels"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"colors = [plt.cm.Reds, plt.cm.Greens, plt.cm.Blues, plt.cm.Greys]\n",
"subplots = np.arange(221,224)\n",
"for i in range(3):\n",
" plt.subplot(subplots[i])\n",
" plt.imshow(img[:,:,i], cmap=colors[i])\n",
"plt.subplot(224)\n",
"plt.imshow(img) \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to learn more: [Image Processing with Python and Scipy](http://prancer.physics.louisville.edu/astrowiki/index.php/Image_processing_with_Python_and_SciPy)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Part 3: Putting the Parts together to make a small ConvNet Model\n",
"\n",
"Let's put all the parts together to make a convnet for classifying our good old MNIST digits."
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(60000, 28, 28)"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load data and preprocess\n",
"(train_images, train_labels), (test_images, test_labels) = tf.keras.datasets.mnist.load_data(\n",
" path='mnist.npz') # load MNIST data\n",
"train_images.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Notice:** These photos do not have a third dimention channel because they are B&W."
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(255, 0)"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_images.max(), train_images.min()"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"train_images = train_images.reshape((60000, 28, 28, 1)) # Reshape to get third dimension\n",
"test_images = test_images.reshape((10000, 28, 28, 1)) \n",
"\n",
"train_images = train_images.astype('float32') / 255 # Normalize between 0 and 1\n",
"test_images = test_images.astype('float32') / 255 \n",
"\n",
"# Convert labels to categorical data \n",
"train_labels = to_categorical(train_labels)\n",
"test_labels = to_categorical(test_labels)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"mnist_cnn_model = Sequential() # Create sequential model\n",
"\n",
"# Add network layers\n",
"mnist_cnn_model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(28, 28, 1)))\n",
"mnist_cnn_model.add(MaxPooling2D((2, 2)))\n",
"mnist_cnn_model.add(Conv2D(64, (3, 3), activation='relu')) \n",
"mnist_cnn_model.add(MaxPooling2D((2, 2)))\n",
"mnist_cnn_model.add(Conv2D(64, (3, 3), activation='relu'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to feed the last output tensor (of shape (3, 3, 64)) into a densely connected classifier network like those you’re already familiar with: a stack of Dense layers. These classifiers process vectors, which are 1D, whereas the output of the last conv layer is a 3D tensor. First we have to flatten the 3D outputs to 1D, and then add a few Dense layers on top."
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 26, 26, 32) 320 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 13, 13, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 11, 11, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 5, 5, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_2 (Conv2D) (None, 3, 3, 64) 36928 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 576) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 32) 18464 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 10) 330 \n",
"=================================================================\n",
"Total params: 74,538\n",
"Trainable params: 74,538\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"mnist_cnn_model.add(Flatten())\n",
"mnist_cnn_model.add(Dense(32, activation='relu'))\n",
"mnist_cnn_model.add(Dense(10, activation='softmax'))\n",
"mnist_cnn_model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Discussion Compare validation accuracy and test accuracy? Comment on whether we have overfitting.
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Preprocessing : Meet the `ImageDataGenerator` class in `keras` \n",
"\n",
"\n",
"[(keras ImageGenerator documentation)](https://keras.io/preprocessing/image/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The MNIST and other pre-loaded dataset are formatted in a way that is almost ready for feeding into the model. What about plain images? They should be formatted into appropriately preprocessed floating-point tensors before being fed into the network.\n",
"\n",
"The Dogs vs. Cats dataset that you’ll use isn’t packaged with Keras. It was made available by Kaggle as part of a computer-vision competition in late 2013, back when convnets weren’t mainstream. The data has been downloaded for you from https://www.kaggle.com/c/dogs-vs-cats/data The pictures are medium-resolution color JPEGs. "
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total training cat images: 1000\n",
"total training dog images: 1000\n",
"total validation cat images: 500\n",
"total validation dog images: 500\n",
"total test cat images: 500\n",
"total test dog images: 500\n"
]
}
],
"source": [
"# TODO: set your base dir to your correct local location\n",
"base_dir = '../data/cats_and_dogs_small'\n",
"\n",
"import os, shutil\n",
"\n",
"# Set up directory information\n",
"\n",
"train_dir = os.path.join(base_dir, 'train')\n",
"validation_dir = os.path.join(base_dir, 'validation')\n",
"test_dir = os.path.join(base_dir, 'test')\n",
"\n",
"train_cats_dir = os.path.join(train_dir, 'cats')\n",
"train_dogs_dir = os.path.join(train_dir, 'dogs')\n",
"\n",
"validation_cats_dir = os.path.join(validation_dir, 'cats')\n",
"validation_dogs_dir = os.path.join(validation_dir, 'dogs')\n",
"\n",
"test_cats_dir = os.path.join(test_dir, 'cats')\n",
"test_dogs_dir = os.path.join(test_dir, 'dogs')\n",
"\n",
"print('total training cat images:', len(os.listdir(train_cats_dir))) \n",
"print('total training dog images:', len(os.listdir(train_dogs_dir))) \n",
"print('total validation cat images:', len(os.listdir(validation_cats_dir)))\n",
"print('total validation dog images:', len(os.listdir(validation_dogs_dir)))\n",
"print('total test cat images:', len(os.listdir(test_cats_dir))) \n",
"print('total test dog images:', len(os.listdir(test_dogs_dir))) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So you do indeed have 2,000 training images, 1,000 validation images, and 1,000 test images. Each split contains the same number of samples from each class: this is a balanced binary-classification problem, which means classification accuracy will be an appropriate measure of success."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Discussion Should you always do your own splitting of the data How about shuffling? Does it always make sense?
"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 150, 150, 3)\n"
]
}
],
"source": [
"img_path = '../data/cats_and_dogs_small/train/cats/cat.70.jpg'\n",
"\n",
"# We preprocess the image into a 4D tensor\n",
"from keras.preprocessing import image\n",
"import numpy as np\n",
"\n",
"img = image.load_img(img_path, target_size=(150, 150))\n",
"img_tensor = image.img_to_array(img)\n",
"img_tensor = np.expand_dims(img_tensor, axis=0)\n",
"# Remember that the model was trained on inputs\n",
"# that were preprocessed in the following way:\n",
"img_tensor /= 255.\n",
"\n",
"# Its shape is (1, 150, 150, 3)\n",
"print(img_tensor.shape)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(img_tensor[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Why do we need an extra dimension here?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Building the network"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_3 (Conv2D) (None, 148, 148, 32) 896 \n",
"_________________________________________________________________\n",
"max_pooling2d_2 (MaxPooling2 (None, 74, 74, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_4 (Conv2D) (None, 72, 72, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d_3 (MaxPooling2 (None, 36, 36, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_5 (Conv2D) (None, 34, 34, 128) 73856 \n",
"_________________________________________________________________\n",
"max_pooling2d_4 (MaxPooling2 (None, 17, 17, 128) 0 \n",
"_________________________________________________________________\n",
"conv2d_6 (Conv2D) (None, 15, 15, 128) 147584 \n",
"_________________________________________________________________\n",
"max_pooling2d_5 (MaxPooling2 (None, 7, 7, 128) 0 \n",
"_________________________________________________________________\n",
"flatten_1 (Flatten) (None, 6272) 0 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 128) 802944 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 1) 129 \n",
"=================================================================\n",
"Total params: 1,043,905\n",
"Trainable params: 1,043,905\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model = Sequential()\n",
"model.add(Conv2D(32, (3, 3), activation='relu',\n",
" input_shape=(150, 150, 3)))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(64, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(128, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(128, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Flatten())\n",
"\n",
"model.add(Dense(128, activation='relu'))\n",
"model.add(Dense(1, activation='sigmoid'))\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the compilation step, you’ll go with the RMSprop optimizer. Because you ended the network with a single sigmoid unit, you’ll use binary crossentropy as the loss."
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"loss = tf.keras.losses.binary_crossentropy\n",
"#optimizer = Adam(lr=0.001)\n",
"\n",
"optimizer = RMSprop(lr=1e-2)\n",
"\n",
"metrics = ['accuracy'] \n",
"\n",
"# Compile model\n",
"model.compile(optimizer=optimizer,\n",
" loss=loss,\n",
" metrics=metrics)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The steps for getting it into the network are roughly as follows:\n",
"\n",
"1. Read the picture files.\n",
"2. Convert the JPEG content to RGB grids of pixels. \n",
"3. Convert these into floating-point tensors.\n",
"4. Rescale the pixel values (between 0 and 255) to the [0, 1] interval (as you know, neural networks prefer to deal with small input values).\n",
"\n",
"It may seem a bit daunting, but fortunately Keras has utilities to take care of these steps automatically with the class `ImageDataGenerator`, which lets you quickly set up Python generators that can automatically turn image files on disk into batches of preprocessed tensors. This is what you’ll use here."
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 2000 images belonging to 2 classes.\n",
"Found 1000 images belonging to 2 classes.\n"
]
}
],
"source": [
"from keras.preprocessing.image import ImageDataGenerator\n",
"\n",
"train_datagen = ImageDataGenerator(rescale=1./255)\n",
"test_datagen = ImageDataGenerator(rescale=1./255)\n",
"\n",
"train_generator = train_datagen.flow_from_directory(\n",
" train_dir,\n",
" target_size=(150, 150),\n",
" batch_size=20,\n",
" class_mode='binary')\n",
"\n",
"validation_generator = test_datagen.flow_from_directory(\n",
" validation_dir,\n",
" target_size=(150, 150),\n",
" batch_size=20,\n",
" class_mode='binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let’s look at the output of one of these generators: it yields batches of 150×150 RGB images (shape (20, 150, 150, 3)) and binary labels (shape (20,)). There are 20 samples in each batch (the batch size). Note that the generator yields these batches indefinitely: it loops endlessly over the images in the target folder. For this reason, you need to break the iteration loop at some point:"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data batch shape: (20, 150, 150, 3)\n",
"labels batch shape: (20,)\n"
]
}
],
"source": [
"for data_batch, labels_batch in train_generator:\n",
" print('data batch shape:', data_batch.shape)\n",
" print('labels batch shape:', labels_batch.shape)\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let’s fit the model to the data using the generator. You do so using the `.fit_generator` method, the equivalent of `.fit` for data generators like this one. It expects as its first argument a Python generator that will yield batches of inputs and targets indefinitely, like this one does. \n",
"\n",
"Because the data is being generated endlessly, the Keras model needs to know how many samples to draw from the generator before declaring an epoch over. This is the role of the `steps_per_epoch` argument: after having drawn steps_per_epoch batches from the generator—that is, after having run for steps_per_epoch gradient descent steps - the fitting process will go to the next epoch. In this case, batches are 20 samples, so it will take 100 batches until you see your target of 2,000 samples.\n",
"\n",
"When using fit_generator, you can pass a validation_data argument, much as with the fit method. It’s important to note that this argument is allowed to be a data generator, but it could also be a tuple of Numpy arrays. If you pass a generator as validation_data, then this generator is expected to yield batches of validation data endlessly; thus you should also specify the validation_steps argument, which tells the process how many batches to draw from the validation generator for evaluation"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From :9: Model.fit_generator (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use Model.fit, which supports generators.\n",
"WARNING:tensorflow:sample_weight modes were coerced from\n",
" ...\n",
" to \n",
" ['...']\n",
"WARNING:tensorflow:sample_weight modes were coerced from\n",
" ...\n",
" to \n",
" ['...']\n",
"Train for 100 steps, validate for 50 steps\n",
"Epoch 1/5\n",
"100/100 [==============================] - 41s 411ms/step - loss: 149.8046 - accuracy: 0.4885 - val_loss: 0.6931 - val_accuracy: 0.5000\n",
"Epoch 2/5\n",
"100/100 [==============================] - 38s 382ms/step - loss: 0.6939 - accuracy: 0.4960 - val_loss: 0.6932 - val_accuracy: 0.5000\n",
"Epoch 3/5\n",
"100/100 [==============================] - 38s 376ms/step - loss: 0.6937 - accuracy: 0.4830 - val_loss: 0.6931 - val_accuracy: 0.5000\n",
"Epoch 4/5\n",
"100/100 [==============================] - 37s 371ms/step - loss: 0.6933 - accuracy: 0.5010 - val_loss: 0.6935 - val_accuracy: 0.5000\n",
"Epoch 5/5\n",
"100/100 [==============================] - 39s 392ms/step - loss: 0.6937 - accuracy: 0.4940 - val_loss: 0.6932 - val_accuracy: 0.5000\n",
"CPU times: user 13min 32s, sys: 3min 34s, total: 17min 7s\n",
"Wall time: 3min 13s\n"
]
}
],
"source": [
"%%time \n",
"# Fit the model <--- always a good idea to time it \n",
"verbose, epochs, batch_size, steps_per_epoch = 1, 5, 64, 100\n",
"\n",
"history = model.fit_generator(\n",
" train_generator,\n",
" steps_per_epoch=steps_per_epoch,\n",
" epochs=5, # TODO: should be 100\n",
" validation_data=validation_generator,\n",
" validation_steps=50)\n",
"\n",
"\n",
"# It’s good practice to always save your models after training.\n",
"model.save('cats_and_dogs_small_1.h5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let’s plot the loss and accuracy of the model over the training and validation data during training:"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])\n",
"0.5\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(history.history.keys())\n",
"print(history.history['val_accuracy'][-1])\n",
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('model accuracy')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'val'], loc='upper left')\n",
"plt.show()\n",
"# summarize history for loss\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('model loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'val'], loc='upper left')\n",
"plt.show()\n",
"plt.savefig('../images/batch8.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's try data augmentation"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"datagen = ImageDataGenerator(\n",
" rotation_range=40,\n",
" width_shift_range=0.2,\n",
" height_shift_range=0.2,\n",
" shear_range=0.2,\n",
" zoom_range=0.2,\n",
" horizontal_flip=True,\n",
" fill_mode='nearest')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These are just a few of the options available (for more, see the Keras documentation). \n",
"Let’s quickly go over this code:\n",
"\n",
"- rotation_range is a value in degrees (0–180), a range within which to randomly rotate pictures.\n",
"- width_shift and height_shift are ranges (as a fraction of total width or height) within which to randomly translate pictures vertically or horizontally.\n",
"- shear_range is for randomly applying shearing transformations.\n",
"- zoom_range is for randomly zooming inside pictures.\n",
"- horizontal_flip is for randomly flipping half the images horizontally—relevant when there are no assumptions of - horizontal asymmetry (for example, real-world pictures).\n",
"- fill_mode is the strategy used for filling in newly created pixels, which can appear after a rotation or a width/height shift. \n",
"\n",
"Let’s look at the augmented images"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from keras.preprocessing import image\n",
"fnames = [os.path.join(train_dogs_dir, fname) for\n",
" fname in os.listdir(train_dogs_dir)]\n",
"img_path = fnames[3] # Chooses one image to augment\n",
"img = image.load_img(img_path, target_size=(150, 150))\n",
"# Reads the image and resizes it\n",
"x = image.img_to_array(img) # Converts it to a Numpy array with shape (150, 150, 3) \n",
"x = x.reshape((1,) + x.shape) # Reshapes it to (1, 150, 150, 3)\n",
"i=0\n",
"for batch in datagen.flow(x, batch_size=1):\n",
" plt.figure(i)\n",
" imgplot = plt.imshow(image.array_to_img(batch[0]))\n",
" i += 1\n",
" if i % 4 == 0:\n",
" break\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you train a new network using this data-augmentation configuration, the network will never see the same input twice. But the inputs it sees are still heavily intercorrelated, because they come from a small number of original images—you can’t produce new information, you can only remix existing information. As such, this may not be enough to completely get rid of overfitting. To further fight overfitting, you’ll also add a **Dropout** layer to your model right before the densely connected classifier."
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_2\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_7 (Conv2D) (None, 148, 148, 32) 896 \n",
"_________________________________________________________________\n",
"max_pooling2d_6 (MaxPooling2 (None, 74, 74, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_8 (Conv2D) (None, 72, 72, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d_7 (MaxPooling2 (None, 36, 36, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_9 (Conv2D) (None, 34, 34, 128) 73856 \n",
"_________________________________________________________________\n",
"max_pooling2d_8 (MaxPooling2 (None, 17, 17, 128) 0 \n",
"_________________________________________________________________\n",
"conv2d_10 (Conv2D) (None, 15, 15, 128) 147584 \n",
"_________________________________________________________________\n",
"max_pooling2d_9 (MaxPooling2 (None, 7, 7, 128) 0 \n",
"_________________________________________________________________\n",
"flatten_2 (Flatten) (None, 6272) 0 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 6272) 0 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (None, 512) 3211776 \n",
"_________________________________________________________________\n",
"dense_5 (Dense) (None, 1) 513 \n",
"=================================================================\n",
"Total params: 3,453,121\n",
"Trainable params: 3,453,121\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model = Sequential()\n",
"model.add(Conv2D(32, (3, 3), activation='relu',\n",
" input_shape=(150, 150, 3)))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(64, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(128, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Conv2D(128, (3, 3), activation='relu'))\n",
"model.add(MaxPooling2D((2, 2)))\n",
"model.add(Flatten())\n",
"model.add(Dropout(0.5))\n",
"model.add(Dense(512, activation='relu'))\n",
"model.add(Dense(1, activation='sigmoid'))\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"loss = tf.keras.losses.binary_crossentropy\n",
"optimizer = RMSprop(lr=1e-4)\n",
"metrics = ['acc', 'accuracy'] \n",
"\n",
"# Compile model\n",
"model.compile(loss=loss,\n",
" optimizer=optimizer,\n",
" metrics=metrics)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 2000 images belonging to 2 classes.\n",
"Found 1000 images belonging to 2 classes.\n",
"WARNING:tensorflow:sample_weight modes were coerced from\n",
" ...\n",
" to \n",
" ['...']\n",
"WARNING:tensorflow:sample_weight modes were coerced from\n",
" ...\n",
" to \n",
" ['...']\n",
"Train for 100 steps, validate for 50 steps\n",
"Epoch 1/5\n",
" 63/100 [=================>............] - ETA: 22s - loss: 0.6958 - acc: 0.5100 - accuracy: 0.5100WARNING:tensorflow:Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches (in this case, 500 batches). You may need to use the repeat() function when building your dataset.\n"
]
}
],
"source": [
"# Let’s train the network using data augmentation and dropout.\n",
"train_datagen = ImageDataGenerator(\n",
" rescale=1./255,\n",
" rotation_range=40,\n",
" width_shift_range=0.2,\n",
" height_shift_range=0.2,\n",
" shear_range=0.2,\n",
" zoom_range=0.2,\n",
" horizontal_flip=True,)\n",
"\n",
"test_datagen = ImageDataGenerator(rescale=1./255)\n",
"\n",
"# Note that the validation data shouldn’t be augmented!\n",
"train_generator = train_datagen.flow_from_directory(\n",
" train_dir,\n",
" target_size=(150, 150),\n",
" batch_size=32,\n",
" class_mode='binary')\n",
"\n",
"validation_generator = test_datagen.flow_from_directory(\n",
" validation_dir,\n",
" target_size=(150, 150),\n",
" batch_size=32,\n",
" class_mode='binary')\n",
"\n",
"history = model.fit_generator(\n",
" train_generator,\n",
" steps_per_epoch=100,\n",
" epochs=5, # TODO: should be 100\n",
" validation_data=validation_generator,\n",
" validation_steps=50)\n",
"\n",
"# save model if needed\n",
"model.save('cats_and_dogs_small_2.h5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And let’s plot the results again. Thanks to data augmentation and dropout, you’re no longer overfitting: the training curves are closely tracking the validation curves. You now reach an accuracy of 82%, a 15% relative improvement over the non-regularized model. (Note: these numbers are for 100 epochs..)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['val_loss', 'val_acc', 'val_accuracy', 'loss', 'acc', 'accuracy'])\n",
"0.6040608882904053\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(history.history.keys())\n",
"print(history.history['val_accuracy'][-1])\n",
"plt.plot(history.history['accuracy'])\n",
"plt.plot(history.history['val_accuracy'])\n",
"plt.title('Accuracy with data augmentation')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'val'], loc='upper left')\n",
"plt.show()\n",
"# summarize history for loss\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('Loss with data augmentation')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'val'], loc='upper left')\n",
"plt.show()\n",
"#plt.savefig('../images/batch8.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By using regularization techniques even further, and by tuning the network’s parameters (such as the number of filters per convolution layer, or the number of layers in the network), you may be able to get an even better accuracy, likely up to 86% or 87%. But it would prove difficult to go any higher just by training your own convnet from scratch, because you have so little data to work with. As a next step to improve your accuracy on this problem, you’ll have to use a pretrained model."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}