{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "ChRAxw1dwMgf" }, "source": [ "**Name:** \\_\\_\\_\\_\\_\n", "\n", "**EID:** \\_\\_\\_\\_\\_" ] }, { "cell_type": "markdown", "metadata": { "id": "tFtPcXzrswic" }, "source": [ "\n", "# Tutorial 8: Deep Neural Networks - Adversarial Example Generation\n", "\n", "Research is constantly pushing ML models to be faster, more accurate, and more efficient. However, an often overlooked aspect of designing and training models is security and robustness, especially in the face of an adversary who wishes to fool the model.\n", "\n", "This tutorial will raise your awareness of the security vulnerabilities of ML models and will give insight into the hot topic of adversarial machine learning. You may be surprised to find that adding imperceptible perturbations to an image can cause drastically different model performance. Given that this is a tutorial, we will explore the topic via an example of an image classifier. Specifically, we will use one of the\n", "first and most popular attack methods, the Fast Gradient Sign Attack (FGSM), to fool an MNIST classifier.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "wL7cVHYmswif" }, "source": [ "## 1. Threat Model\n", "\n", "For context, there are many categories of adversarial attacks, each with a different goal and assumption of the attacker’s knowledge. However, in general, the overarching goal is to add the least amount of perturbation to the input data to cause the desired misclassification. There are several kinds of assumptions of the attacker’s knowledge, two of which are: **white-box** and **black-box**. A *white-box* attack assumes the attacker has full knowledge and access to the model, including architecture, inputs, outputs, and weights. A *black-box* attack assumes the attacker only has access to the inputs and outputs of the model, and knows nothing about the underlying architecture or weights. There are also several types of goals, including **misclassification** and **source/target misclassification**. A goal of *misclassification* means the adversary only wants the output classification to be wrong but does not care what the new classification is. A *source/target misclassification* means the adversary wants to alter an image that is originally of a specific source class so that it is classified as a specific target class.\n", "\n", "In this case, the FGSM attack is a *white-box* attack with the goal of *misclassification*. With this background information, we can now discuss the attack in detail.\n", "\n", "### 1.1 Fast Gradient Sign Attack\n", "\n", "One of the first and most popular adversarial attacks to date is referred to as the *Fast Gradient Sign Attack (FGSM)* and is described\n", "by Goodfellow et. al. in \"Explaining and Harnessing Adversarial Examples\". The attack is remarkably powerful, and yet intuitive. It is designed to attack neural networks by leveraging the way they learn, *gradients*. The idea is simple, rather than working to minimize the loss by adjusting the weights based on the backpropagated gradients, the attack *adjusts the input data to maximize the loss* based on the same backpropagated gradients. In other words, the attack uses the gradient of the loss w.r.t the input data, then adjusts the input data to maximize the loss.\n", "\n", "Before we jump into the code, let’s look at the famous FGSM panda example and extract some notation.\n", "\n", "From the figure, $\\mathbf{x}$ is the original input image correctly classified as a “panda”, $y$ is the ground truth label for $\\mathbf{x}$, $\\mathbf{\\theta}$ represents the model parameters, and $J(\\mathbf{\\theta}, \\mathbf{x}, y)$ is the loss that is used to train the network. The attack backpropagates the gradient back to the input data to calculate $\\nabla_{x} J(\\mathbf{\\theta}, \\mathbf{x}, y)$. Then, it adjusts the input data by a small step ($\\epsilon$ or $0.007$ in the picture) in the direction (i.e.$sign(\\nabla_{x} J(\\mathbf{\\theta}, \\mathbf{x}, y))$) that will maximize the loss. The resulting perturbed image, $x'$, is then *misclassified* by the target network as a “gibbon” when it is still clearly a “panda”.\n", "\n", "Hopefully, now the motivation for this tutorial is clear, so let's jump into the implementation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 24952, "status": "ok", "timestamp": 1697030517493, "user": { "displayName": "Hanwei", "userId": "13726710393687068958" }, "user_tz": -480 }, "id": "_IJij50iswig", "outputId": "9ebdf6f3-f866-4a1e-c01d-a49116159ef6" }, "outputs": [], "source": [ "from __future__ import print_function\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "from torchvision import datasets, transforms\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# NOTE: This is a hack to get around \"User-agent\" limitations when downloading MNIST datasets\n", "from six.moves import urllib\n", "opener = urllib.request.build_opener()\n", "opener.addheaders = [('User-agent', 'Mozilla/5.0')]\n", "urllib.request.install_opener(opener)" ] }, { "cell_type": "markdown", "metadata": { "id": "jAscSoYaswih" }, "source": [ "### 1.2 Implementation\n", "\n", "\n", "In this section, we will discuss the input parameters for the tutorial, define the model under attack, then code the attack and run some tests.\n", "\n", "#### Inputs\n", "There are only three inputs for this tutorial, and are defined as follows:\n", "\n", "- **epsilons** - List of epsilon values to use for the run. It is important to keep 0 in the list because it represents the model performance on the original test set. Also, intuitively we would expect the larger the epsilon, the more noticeable the perturbations but the more effective the attack in terms of degrading model accuracy. Since the data range here is $[0,1]$, no epsilon value should exceed 1.\n", "\n", "- **pretrained_model** - path to the pretrained MNIST model.\n", "\n", "- **use_cuda** - boolean flag to use CUDA if desired and available. Note, a GPU with CUDA is not critical for this tutorial as a CPU will not take much time." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "C-DQ9yURswih" }, "outputs": [], "source": [ "epsilons = [0, .05, .1, .15, .2, .25, .3]\n", "pretrained_model = \"data/lenet_mnist_model.pth\"\n", "use_cuda=True" ] }, { "cell_type": "markdown", "metadata": { "id": "iWjChBiEswii" }, "source": [ "### 1.3 Model Under Attack\n", "This section is to define the model and dataloader, then initialize the model and load the pretrained weights." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "referenced_widgets": [ "1abb1b33c3c04675903222be85781acd", "ca6089a916db44979eeddb0ba63f6373", "9d95dd83a8f248be8e5f73ed6048fc61", "a55e09c5d62642d79cf8ddf0cf4a1696" ] }, "executionInfo": { "elapsed": 2200, "status": "ok", "timestamp": 1690898492965, "user": { "displayName": "Hanwei", "userId": "13726710393687068958" }, "user_tz": -480 }, "id": "ZBCwQAxXswii", "outputId": "e4308068-127b-49e0-cc13-d3c8ecb5ac2f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", "Failed to download (trying next):\n", "HTTP Error 403: Forbidden\n", "\n", "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz\n", "Downloading https://ossci-datasets.s3.amazonaws.com/mnist/train-images-idx3-ubyte.gz to ../data\\MNIST\\raw\\train-images-idx3-ubyte.gz\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4c94709f39e74c3f8678eca51cf0c0fa", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/9912422 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "plt.plot(epsilons, accuracies, \"*-\")\n", "plt.yticks(np.arange(0, 1.1, step=0.1))\n", "plt.xticks(np.arange(0, .35, step=0.05))\n", "plt.title(\"Accuracy vs Epsilon\")\n", "plt.xlabel(\"Epsilon\")\n", "plt.ylabel(\"Accuracy\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "W5c71Nlnswim" }, "source": [ "### 3.2 Sample Adversarial Examples\n", "\n", "Remember the idea of no free lunch? In this case, as epsilon increases the test accuracy decreases **BUT** the perturbations become more easily perceptible. In reality, there is a tradeoff between accuracy degredation and perceptibility that an attacker must consider. Here, we\n", "show some examples of successful adversarial examples at each epsilon value. Each row of the plot shows a different epsilon value. The first\n", "row is the $\\epsilon=0$ examples which represent the original \"clean\" images with no perturbation. The title of each image shows the \"original classification -> adversarial classification.\" Notice, the perturbations start to become evident at $\\epsilon=0.15$ and are quite evident at $\\epsilon=0.3$. However, in all cases humans are still capable of identifying the correct class despite the added noise." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "executionInfo": { "elapsed": 2628, "status": "ok", "timestamp": 1690898969517, "user": { "displayName": "Hanwei", "userId": "13726710393687068958" }, "user_tz": -480 }, "id": "-oajLNjRswim", "outputId": "53d81c37-ae7b-4913-f2f7-439eacbe18b8" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot several examples of adversarial samples at each epsilon\n", "cnt = 0\n", "plt.figure(figsize=(8,10))\n", "for i in range(len(epsilons)):\n", " for j in range(len(examples[i])):\n", " cnt += 1\n", " plt.subplot(len(epsilons),len(examples[0]),cnt)\n", " plt.xticks([], [])\n", " plt.yticks([], [])\n", " if j == 0:\n", " plt.ylabel(\"Eps: {}\".format(epsilons[i]), fontsize=14)\n", " orig,adv,ex = examples[i][j]\n", " plt.title(\"{} -> {}\".format(orig, adv))\n", " plt.imshow(ex, cmap=\"gray\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "4tKZjorEswim" }, "source": [ "## 4. Where to go next?\n", "\n", "\n", "Hopefully, this tutorial gives some insight into the topic of adversarial machine learning. There are many potential directions to go from here. This attack represents the very beginning of adversarial attack research and there have been many subsequent ideas for how to attack and defend ML models from an adversary. In fact, at NIPS 2017 there was an adversarial attack and defense competition and many of the methods used in the competition are described in this paper: \"Adversarial Attacks and Defences Competition\". The work on defense also leads to the idea of making machine learning models more *robust* in general, to both naturally perturbed and adversarially crafted inputs.\n", "\n", "Another direction to go is adversarial attacks and defense in different domains. Adversarial research is not limited to the image domain, it can also attack speech-to-text models. But perhaps the best way to learn more about adversarial machine learning is to get your hands dirty. Try to implement a different attack from the NIPS 2017 competition, and see how it differs from FGSM. Then, try to defend the model from your own attacks." ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }