{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "rg6hMnlC3tdi" }, "source": [ "\n", "\n", "# NeurIPS 2023 Machine Unlearning Challenge Starting Kit\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/unlearning-challenge/starting-kit/blob/main/unlearning-CIFAR10.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/unlearning-challenge/starting-kit/main/unlearning-CIFAR10.ipynb)\n", "\n", "\n", "This notebook is part of the starting kit for the [NeurIPS 2023 Machine Unlearning Challenge](https://unlearning-challenge.github.io/). This notebook explains the pipeline of the challenge and contains sample unlearning and evaluation code.\n", "\n", "\n", "This notebook has 3 sections:\n", "\n", " * 💾 In the first section we'll load a sample dataset (CIFAR10) and pre-trained model (ResNet18).\n", "\n", " * 🎯 In the second section we'll develop the unlearning algorithm. We start by splitting the original training set into a retain set and a forget set. The goal of an unlearning algorithm is to update the pre-trained model so that it approximates as much as possible a model that has been trained on the retain set but not on the forget set. We provide a simple unlearning algorithm as a starting point for participants to develop their own unlearning algorithms.\n", "\n", " * 🏅 In the third section we'll score our unlearning algorithm using a simple membership inference attacks (MIA). Note that this is a different evaluation than the one that will be used in the competition's submission.\n", " \n", "\n", "We emphasize that this notebook is provided for convenience to help participants quickly get started. Submissions will be scored using a different method than the one provided in this notebook on a different (private) dataset of human faces. To run the notebook, the requirement is to have installed an up-to-date version of Python and Pytorch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V6YXq1oMM3bj", "outputId": "eb1d1857-20e9-4bf1-e849-87d953ed74ac" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on device: CUDA\n" ] } ], "source": [ "import os\n", "import requests\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import linear_model, model_selection\n", "\n", "import torch\n", "from torch import nn\n", "from torch import optim\n", "from torch.utils.data import DataLoader\n", "\n", "import torchvision\n", "from torchvision import transforms\n", "from torchvision.utils import make_grid\n", "from torchvision.models import resnet18\n", "\n", "DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "print(\"Running on device:\", DEVICE.upper())\n", "\n", "# manual random seed is used for dataset partitioning\n", "# to ensure reproducible results across runs\n", "RNG = torch.Generator().manual_seed(42)" ] }, { "cell_type": "markdown", "metadata": { "id": "CF7zXiGLM3bk" }, "source": [ "# 💾 Download dataset and pre-trained model\n", "\n", "In this section, we'll load a sample dataset (CIFAR-10), a pre-trained model (ResNet18) trained on CIFAR-10, plot some images and compute the accuracy of the model on the test set." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "g5G7DBCoM3bl", "outputId": "9c9ad7ff-a02e-45b1-e3d9-e1f41843a5cb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n", "Files already downloaded and verified\n" ] } ], "source": [ "# download and pre-process CIFAR10\n", "normalize = transforms.Compose(\n", " [\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)),\n", " ]\n", ")\n", "\n", "train_set = torchvision.datasets.CIFAR10(\n", " root=\"./data\", train=True, download=True, transform=normalize\n", ")\n", "train_loader = DataLoader(train_set, batch_size=128, shuffle=True, num_workers=2)\n", "\n", "# we split held out data into test and validation set\n", "held_out = torchvision.datasets.CIFAR10(\n", " root=\"./data\", train=False, download=True, transform=normalize\n", ")\n", "test_set, val_set = torch.utils.data.random_split(held_out, [0.5, 0.5], generator=RNG)\n", "test_loader = DataLoader(test_set, batch_size=128, shuffle=False, num_workers=2)\n", "val_loader = DataLoader(val_set, batch_size=128, shuffle=False, num_workers=2)\n", "\n", "# download the forget and retain index split\n", "local_path = \"forget_idx.npy\"\n", "if not os.path.exists(local_path):\n", " response = requests.get(\n", " \"https://storage.googleapis.com/unlearning-challenge/\" + local_path\n", " )\n", " open(local_path, \"wb\").write(response.content)\n", "forget_idx = np.load(local_path)\n", "\n", "# construct indices of retain from those of the forget set\n", "forget_mask = np.zeros(len(train_set.targets), dtype=bool)\n", "forget_mask[forget_idx] = True\n", "retain_idx = np.arange(forget_mask.size)[~forget_mask]\n", "\n", "# split train set into a forget and a retain set\n", "forget_set = torch.utils.data.Subset(train_set, forget_idx)\n", "retain_set = torch.utils.data.Subset(train_set, retain_idx)\n", "\n", "forget_loader = torch.utils.data.DataLoader(\n", " forget_set, batch_size=128, shuffle=True, num_workers=2\n", ")\n", "retain_loader = torch.utils.data.DataLoader(\n", " retain_set, batch_size=128, shuffle=True, num_workers=2, generator=RNG\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "WiwASOO1wzsx" }, "source": [ "We'll now download the weights of the model trained in CIFAR-10 and load them in a Pytorch model. This model has been trained using SGD with a learning rate of 0.1, momentum of 0.9 and weight decay of 5e-4. It was also trained using data augmentation. In particular, the transforms used to the data were:\n", "\n", "```python\n", "transform_train = transforms.Compose([\n", " transforms.RandomCrop(32, padding=4),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)),\n", "])\n", "```\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "5Rn6UKX_M3bl" }, "outputs": [], "source": [ "# download pre-trained weights\n", "local_path = \"weights_resnet18_cifar10.pth\"\n", "if not os.path.exists(local_path):\n", " response = requests.get(\n", " \"https://storage.googleapis.com/unlearning-challenge/weights_resnet18_cifar10.pth\"\n", " )\n", " open(local_path, \"wb\").write(response.content)\n", "\n", "weights_pretrained = torch.load(local_path, map_location=DEVICE)\n", "\n", "# load model with pre-trained weights\n", "model = resnet18(weights=None, num_classes=10)\n", "model.load_state_dict(weights_pretrained)\n", "model.to(DEVICE)\n", "model.eval();" ] }, { "cell_type": "markdown", "metadata": { "id": "0OhF8zu1M3bl" }, "source": [ "Let us show some of the training images, just for fun." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 369 }, "id": "ASG-8jPEM3bl", "outputId": "61bd1212-c845-460f-9c49-1a2745a05da3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a temporary data loader without normalization, just to show the images\n", "tmp_dl = DataLoader(\n", " torchvision.datasets.CIFAR10(\n", " root=\"./data\", train=True, download=True, transform=transforms.ToTensor()\n", " ),\n", " batch_size=16 * 5,\n", " shuffle=False,\n", ")\n", "images, labels = next(iter(tmp_dl))\n", "\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "plt.title(\"Sample images from CIFAR10 dataset\")\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.imshow(make_grid(images, nrow=16).permute(1, 2, 0))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "cZWK7sDSatvj" }, "source": [ "We'll now compute the model's accuracy on the train and test set.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X2hegPagM3bl", "outputId": "2678bf07-3af5-4029-81eb-339e7c1f9436" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train set accuracy: 99.5%\n", "Test set accuracy: 88.3%\n" ] } ], "source": [ "def accuracy(net, loader):\n", " \"\"\"Return accuracy on a dataset given by the data loader.\"\"\"\n", " correct = 0\n", " total = 0\n", " for inputs, targets in loader:\n", " inputs, targets = inputs.to(DEVICE), targets.to(DEVICE)\n", " outputs = net(inputs)\n", " _, predicted = outputs.max(1)\n", " total += targets.size(0)\n", " correct += predicted.eq(targets).sum().item()\n", " return correct / total\n", "\n", "\n", "print(f\"Train set accuracy: {100.0 * accuracy(model, train_loader):0.1f}%\")\n", "print(f\"Test set accuracy: {100.0 * accuracy(model, test_loader):0.1f}%\")" ] }, { "cell_type": "markdown", "metadata": { "id": "kXEWkDTTn4iO" }, "source": [ "# 🎯 Unlearning Algorithm\n", "\n", "In this section we develop the unlearning algorithm.\n", "\n", "In the previous section we created a split of the original training set into a retain set and a forget set. Typically, the retain set is much larger than the forget set. Here, we produce a split that is 10% forget set, and 90% retain set.\n", "\n", "The goal of an unlearning algorithm is to produce a model that approximates as much as possible the model trained solely on the retain set.\n", "\n", "Below is a simple unlearning algorithm provided for illustration purposes. We call this algorithm _unlearning by fine-tuning_. It starts from the pre-trained model and optimizes it for a few epochs on the retain set. This is a very simple unlearning algorithm, but it is not very computationally efficient, and we don't expect it to work very well for most metrics.\n", "\n", "To make a new entry in the competition, participants will submit an unlearning function with the same API as the one below. Note that the unlearning function takes as input a pre-trained model, a retain set, a forget set and an evaluation set (even though the fine-tuning algorithm below only uses the retain set and ignores the other datasets)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "dvLkBLisM3bm" }, "outputs": [], "source": [ "def unlearning(net, retain, forget, validation):\n", " \"\"\"Unlearning by fine-tuning.\n", "\n", " Fine-tuning is a very simple algorithm that trains using only\n", " the retain set.\n", "\n", " Args:\n", " net : nn.Module.\n", " pre-trained model to use as base of unlearning.\n", " retain : torch.utils.data.DataLoader.\n", " Dataset loader for access to the retain set. This is the subset\n", " of the training set that we don't want to forget.\n", " forget : torch.utils.data.DataLoader.\n", " Dataset loader for access to the forget set. This is the subset\n", " of the training set that we want to forget. This method doesn't\n", " make use of the forget set.\n", " validation : torch.utils.data.DataLoader.\n", " Dataset loader for access to the validation set. This method doesn't\n", " make use of the validation set.\n", " Returns:\n", " net : updated model\n", " \"\"\"\n", " epochs = 5\n", "\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = optim.SGD(net.parameters(), lr=0.1, momentum=0.9, weight_decay=5e-4)\n", " scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=epochs)\n", " net.train()\n", "\n", " for _ in range(epochs):\n", " for inputs, targets in retain:\n", " inputs, targets = inputs.to(DEVICE), targets.to(DEVICE)\n", " optimizer.zero_grad()\n", " outputs = net(inputs)\n", " loss = criterion(outputs, targets)\n", " loss.backward()\n", " optimizer.step()\n", " scheduler.step()\n", "\n", " net.eval()\n", " return net" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "o27hc1HOM3bm" }, "outputs": [], "source": [ "ft_model = resnet18(weights=None, num_classes=10)\n", "ft_model.load_state_dict(weights_pretrained)\n", "ft_model.to(DEVICE)\n", "\n", "# Execute the unlearing routine. This might take a few minutes.\n", "# If run on colab, be sure to be running it on an instance with GPUs\n", "ft_model = unlearning(ft_model, retain_loader, forget_loader, test_loader)" ] }, { "cell_type": "markdown", "metadata": { "id": "1--PInKr9-6B" }, "source": [ "We have now an unlearned model `ft_model`. Besides the forgetting quality (which we'll discuss in the next section), a good unlearning algorithm should retain as much as possible the accuracy on the retain and test set.\n", "\n", "To quantify this potential loss of utility, we'll now compute the retain and test accuracies using the unlearned model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Wqp7rN2E9-6B", "outputId": "8f328932-a5ca-4d92-b83a-8332f430a12b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Retain set accuracy: 98.3%\n", "Test set accuracy: 84.0%\n" ] } ], "source": [ "print(f\"Retain set accuracy: {100.0 * accuracy(ft_model, retain_loader):0.1f}%\")\n", "print(f\"Test set accuracy: {100.0 * accuracy(ft_model, test_loader):0.1f}%\")" ] }, { "cell_type": "markdown", "metadata": { "id": "xccyUQcuM3bl" }, "source": [ "# 🏅 Evaluation\n", "\n", "In this section, we'll quantify the quality of the unlearning algorithm through a simple membership inference attack (MIA). We provide this simple MIA for convenience so that participants can quickly obtain a metric for their unlearning algorithm, but submissions will be scored using a different method.\n", "\n", "This MIA consists of a [logistic regression model](https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression) that predicts whether the model was trained on a particular sample from that sample's loss. To get an idea on the difficulty of this problem, we first plot below a histogram of the losses of the pre-trained model on the train and test set" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "fWUxHD3EM3bm" }, "outputs": [], "source": [ "def compute_losses(net, loader):\n", " \"\"\"Auxiliary function to compute per-sample losses\"\"\"\n", "\n", " criterion = nn.CrossEntropyLoss(reduction=\"none\")\n", " all_losses = []\n", "\n", " for inputs, targets in loader:\n", " inputs, targets = inputs.to(DEVICE), targets.to(DEVICE)\n", "\n", " logits = net(inputs)\n", " losses = criterion(logits, targets).numpy(force=True)\n", " for l in losses:\n", " all_losses.append(l)\n", "\n", " return np.array(all_losses)\n", "\n", "\n", "train_losses = compute_losses(model, train_loader)\n", "test_losses = compute_losses(model, test_loader)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 477 }, "id": "j2t4sYtZM3bm", "outputId": "582a3a8e-f2ee-42c3-a60d-70e27e4af104" }, "outputs": [ { "data": { "image/png": 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OHTqkEPwq5+hUatGihcIpjyZNmuDPP/+Uvs7KykLbtm0V+inb9jVx/fp1CIKAdu3aKV1eefqnVatWiIqKwvLly/HLL78gICAAAwcOxL/+9S9pcKqpjz/+GAcPHoSPjw/atm2Lfv36YdSoUfDz8wPw7OeloKAA8fHxiI+PVzpGXl5erdb9Isq2R/v27fH777/LtRkZGaFFixZybdevX0dhYSGaNWumdOzKmgsLC/HPP/9I242NjeX+yKiOsv39wYMHiImJwW+//aawXZ7f55R5/mcTUNzfr1+/jj///FPh56JS5XqzsrLg5OSkED5rur8+X1PlvtayZUuFdtk6s7Ky4OzsDEtLS7l+HTt2lC6v/NfAwEDhtOXzdWpqXxQE4aWcCM9wRBrTq1cv/P3339i+fTv279+P77//Hl999RXi4uLw/vvvA3j2101oaCi2bduGffv2Ye7cuYiNjcWhQ4fw6quvSidIrlu3TmnIMTL63y77orE0paorwoTnJknW1PNHjYBnl0PPnTsXY8eOxWeffQZbW1sYGBhg6tSpKl3NVtur1woKCtC7d29YWVlhwYIFaNOmDUxNTXHu3Dl8/PHHCuuuq22iioqKCohEIuzZs0dpHbK/3JYtW4bw8HDpPjl58mTExsbi1KlTCgFBFR07dsTVq1fxxx9/YO/evdi8eTNWr16N6OhoxMTESLfTv/71ryrnqlT+sVBTdnZ2KC8vx6NHjxR+gdaE7NHJShUVFWjWrBl++eUXpe+pDBZTpkzBTz/9JG3v3bu3yjfzVLa/Dx8+HCdOnMDMmTPh6ekJCwsLVFRUoH///mrt77L7YUVFBd544w3MmjVLad/27durVL+qqqpJWXtd/rxoal98+PChdM7fy4ThiKrVtGlTNG7cGFevXlVYduXKFRgYGMj9RWRra4uIiAhERESguLgYvXr1wvz586XhCHg2UXP69OmYPn06rl+/Dk9PTyxbtgz/+c9/pH8NNWvWTOGqHGWqG0uZyvukVPV57O3t5Y4aqaM2f21t2rQJffr0wQ8//CDXXlBQUKf/QR0+fBj379/Hli1b0KtXL2l7RkZGrcd0dXXFpUuXFP7yVLbtlalq+7Vp0waCIKBVq1Yq/WLr0qULunTpgk8//RQnTpyAn58f4uLi8Pnnn1e7nqqYm5tjxIgRGDFiBMrKyjB06FAsXLgQc+bMkV49JJFIXrj/1nS9HTp0APDse6Lsl5qy09nXrl2r9uKESm3atMHBgwfh5+enNMRUmjVrltzp1MqjqEDNP8/Dhw+RmJiImJgYREdHS9urOi1fW23atEFxcfELvx+urq5ITExEcXGxXMBWdX9Vl6urKw4ePKgQfitPaVf+3+Xq6oqKigr8/fffckeLnq+zJvtidTIyMuDh4VHr9+sqzjmiahkaGqJfv37Yvn273GW0ubm5+PXXX+Hv7y89tfT85bcWFhZo27at9NLtx48f48mTJ3J92rRpA0tLS2mf4OBgWFlZ4YsvvsDTp08V6snPz1d5LGWcnJzg6emJn376Se4S3UuXLmH//v148803X7BFVGdubq7SqQFZhoaGCn9Nbty4EdnZ2Rqrq6r1AvJ/yZaVlWH16tW1HvPNN9/E3bt3sWnTJmnb48ePqzzE/7zKkPr8pdRDhw6FoaEhYmJiFLaVIAjS/bCoqAjl5eVyy7t06QIDAwO5fcTc3Fzly7Wf38eNjY3h7u4OQRDw9OlTGBoa4u2338bmzZsVLqMH/rf/Vvf5qtKjRw8AqPJu9tu2bZPbT06fPo2UlBTp1YPVGT58OCQSCT777DOFZeXl5dIa3d3dERQUJP3y8vKS+zw1uWGnsn0OgMZvnDp8+HCcPHkS+/btU1hWUFAg3UfefPNNlJeXY82aNdLlEokEK1eu1Gg9VXnzzTchkUiwatUqufavvvoKIpFI+n2s/Pebb76R6/f8dqvJvliVwsJC/P3339VeRamveOSIADy78+7evXsV2qdMmYLPP/8cBw4cgL+/P/7973/DyMgI3377LUpLS+XubePu7o7AwEB4eXnB1tYWqamp2LRpEyZNmgTg2V+xffv2xfDhw+Hu7g4jIyNs3boVubm5GDlyJIBnc4rWrFmD0aNH47XXXsPIkSPRtGlT3Lp1C7t27YKfnx9WrVql0lhVWbp0KUJCQtCjRw+MGzdOeim/tbV1rZ5LVBUvLy9s2LABUVFR6NatGywsLBAaGlrte9566y0sWLAAERER6NmzJy5evIhffvlFbjJ8XejZsyeaNGmCsLAwTJ48GSKRCOvWrVPrsP/48eOxatUqjBkzBmfPnoWTkxPWrVsnvXT8RSp/8X7yyScYOXIkGjVqhNDQULRp0waff/455syZg8zMTAwePBiWlpbIyMjA1q1bMWHCBMyYMQOHDh3CpEmT8M4776B9+/YoLy/HunXrpL80ZNdz8OBBLF++HM7OzmjVqlWVz5Tq168fHB0d4efnBwcHB/z1119YtWoVBgwYIP1rf9GiRUhKSoKvry/Gjx8Pd3d3PHjwAOfOncPBgwfx4MEDAM/CvI2NDeLi4mBpaQlzc3P4+voqnZsDAK1bt0bnzp1x8OBBjB07VmF527Zt4e/vjw8//BClpaVYsWIF7OzsqjydJKt3796YOHEiYmNjkZaWhn79+qFRo0a4fv06Nm7ciK+//lpuYn1V3y9VtyPw7Ge9V69eWLJkCZ4+fYrmzZtj//79ah2tVGbmzJnYsWMH3nrrLell/iUlJbh48SI2bdqEzMxM2NvbIzQ0FH5+fpg9ezYyMzPh7u6OLVu21PgPnNoKDQ1Fnz598MknnyAzMxMeHh7Yv38/tm/fjqlTp0qPqnt6euLdd9/F6tWrUVhYiJ49eyIxMRE3btxQGFPVfbEqBw8elN7i4KVTn5fGUcNTeflpVV+3b98WBEEQzp07JwQHBwsWFhZC48aNhT59+ggnTpyQG+vzzz8XfHx8BBsbG8HMzEzo0KGDsHDhQqGsrEwQBEG4d++eEBkZKXTo0EEwNzcXrK2tBV9fX7lLvSslJSUJwcHBgrW1tWBqaiq0adNGCA8PF1JTU2s8ljIHDx4U/Pz8BDMzM8HKykoIDQ0V0tPT5fpUXoKcn5+vdJs9f4n584qLi4VRo0YJNjY2AgDpZf2Vl/Iru8T8yZMnwvTp0wUnJyfBzMxM8PPzE06ePCn07t1b7rLfqi7lNzc3Vxiz8nO8yPHjx4Xu3bsLZmZmgrOzszBr1ixh3759Cpfd9+7dW+nl7GFhYQq3LsjKyhIGDhwoNG7cWLC3txemTJkivTz8RZfyC8Kzy7CbN28uGBgYKGzzzZs3C/7+/oK5ublgbm4udOjQQYiMjBSuXr0qCIIg3Lx5Uxg7dqzQpk0bwdTUVLC1tRX69OkjHDx4UG4dV65cEXr16iWYmZkJAKq9rP/bb78VevXqJdjZ2QkmJiZCmzZthJkzZwqFhYVy/XJzc4XIyEihZcuWQqNGjQRHR0ehb9++Qnx8vFy/7du3C+7u7oKRkZFKl4svX75csLCwkLsEvnJfWLp0qbBs2TKhZcuWgomJiRAQECBcuHBB7v1V7SOV4uPjBS8vL8HMzEywtLQUunTpIsyaNUu4e/dutXUJQtXbsaqfI0EQhDt37ghDhgwRbGxsBGtra+Gdd94R7t69q3BJelWX8iu7dcjzPyuC8OwWIXPmzBHatm0rGBsbC/b29kLPnj2FL7/8Uvr/kyAIwv3794XRo0cLVlZWgrW1tTB69GjpLSFUvZT/+duiVPX5lX0vHj16JEybNk1wdnYWGjVqJLRr105YunSp3K0BBEEQ/vnnH2Hy5MmCnZ2dYG5uLoSGhgq3b99W2G6CoNq+WNWl/CNGjBD8/f2r/dz6SiQI9TCDkoiI1FZYWIjWrVtjyZIl0kvDMzMz0apVKyxduhQzZszQcoWkL3JyctCqVSv89ttvL+WRI845IiLSEdbW1pg1axaWLl1ao2fxEdXUihUr0KVLl5cyGAEAjxwREekwHjki0jweOSIiIiKSwSNHRERERDJ45IiIiIhIBsMRERERkQyGo1oQBAFFRUX18hwpIiIiql8MR7Xw6NEjWFtb49GjR9ouhYiIiDSM4YiIiIhIBsMRERERkQyGIyIiIiIZL204GjJkCJo0afLCJ00TERHRy+WlDUdTpkzBzz//rO0yiIiIqIF5acNRYGAgLC0ttV0GERERNTA6GY6Sk5MRGhoKZ2dniEQibNu2TaGPWCyGm5sbTE1N4evri9OnT9d/oURERKRzdDIclZSUwMPDA2KxWOnyDRs2ICoqCvPmzcO5c+fg4eGB4OBg5OXl1XOlREREpGuMtF1AbYSEhCAkJKTK5cuXL8f48eMREREBAIiLi8OuXbuwdu1azJ49u8brKy0tRWlpqfR1UVFRzYsmIiIinaCTR46qU1ZWhrNnzyIoKEjaZmBggKCgIJw8ebJWY8bGxsLa2lr61bJlS02VS0RERA2M3oWje/fuQSKRwMHBQa7dwcEBOTk50tdBQUF45513sHv3brRo0aLa4DRnzhwUFhZKv27fvl1n9RMREZF26eRpNU04ePCgyn1NTExgYmJSh9UQERFRQ6F3R47s7e1haGiI3Nxcufbc3Fw4OjqqNbZYLIa7uzu6deum1jhERETUcOldODI2NoaXlxcSExOlbRUVFUhMTESPHj3UGjsyMhLp6ek4c+aMumUSERFRA6WTp9WKi4tx48YN6euMjAykpaXB1tYWLi4uiIqKQlhYGLy9veHj44MVK1agpKREevUaERERUVV0MhylpqaiT58+0tdRUVEAgLCwMCQkJGDEiBHIz89HdHQ0cnJy4Onpib179ypM0iYiIiJ6nkgQBEHbRegKsVgMsVgMiUSCa9euoXBnNKzMTf/Xoc8c7RVHREREGsFwVAtFRUWwtrZmOCIiItJDOnlajYiI9MtXB65pu4QqTXujfa3fKxKJatRf08cr5s+fj5iYGCQlJSEwMFCjY+tDPVVhOCIiIqoj8+bNU2hbsWIFCgsLlS6jhoHhqAZk5xwRERG9yPz58xXaEhISUFhYqHQZNQx6d5+jusT7HBERUV0pKyvD8uXL8dprr8Hc3ByWlpYICAjAjh07FPoWFhYiOjoa7u7usLCwgJWVFdq2bYuwsDBkZWUBAAIDAxETEwMA6NOnD0QiEUQiEdzc3F5YiyrjVxIEAWvXroWfnx+srKzQuHFjeHt7Y+3atXL91KmnvvHIERERkZaVlpaif//+OHz4MDw9PTFu3Dg8ffoUu3btwqBBg7By5UpMmjQJwLMwEhwcjJSUFPj5+aF///4wMDBAVlYWduzYgdGjR8PV1RXh4eEAgCNHjiAsLEwaQmxsbKqtRdXxK/u+9957WL9+Pdq1a4dRo0bB2NgYBw4cwLhx45Ceno4vv/wSAGpdjzYwHBEREWnZggULcPjwYcydOxcxMTHSidyPHj3C66+/junTp2Po0KFwdnbGpUuXkJKSgsGDB2Pr1q1y45SWluLp06cAnoWRzMxMHDlyBOHh4SpPgFZ1fAD4/vvvsX79ekRERODbb79Fo0aNADw7CjZs2DAsW7YM7777Lry8vGpdjzbwtBoREZEWVVRUYM2aNWjTpo1cMAIAS0tLREdHo6ysDFu2bJF7n5mZmcJYJiYmsLCw0Ehdqoy/atUqmJubQywWS4MR8OxRXgsXLgQArF+/XiP11CceOaoBTsgmIiJNu3r1Kh4+fAhnZ2fpnBxZ+fn5AIArV64AADp27IiuXbti/fr1uHPnDgYPHozAwEB4enrCwED9Yx6qjv/48WNcvHgRzs7OWLx4scI4lUeYKuvWJQxHNRAZGYnIyEjpTSCJiIjU9eDBAwDA5cuXcfny5Sr7lZSUAACMjIxw6NAhzJ8/H5s3b8b06dMBAE2bNsWkSZPwySefwNDQsNb1qDr+w4cPIQgCsrOzlYa65+vWJTytRkREpEVWVlYAgLfffhuCIFT59eOPP0rfY2dnh5UrVyI7Oxvp6elYtWoVbG1tMW/ePCxZskTtmlQZv7JuLy+vautOSkpSu576xnBERESkRR07doSVlRVSU1PlJjurQiQSoWPHjoiMjMSBAwcAQO7S/8ojSLWdDlLd+JaWlujYsSP++usvFBQUqDSeuvXUF4YjIiIiLTIyMsKHH36IrKwszJgxQ2lAunTpEvLy8gAAmZmZyMzMVOiTm5sLADA1/d8zP21tbQEAt2/fVrmemow/efJkPH78GOPHj1d6+iwjI0NurNrUow2cc0RERKRlMTExOHfuHL755hvs2rULvXr1QrNmzZCdnY2LFy/iwoULOHnyJJo1a4a0tDQMHToUPj4+cHd3h6OjI7Kzs7Ft2zYYGBhg2rRp0nErb7b4f//3f7h8+TKsra1hY2MjvWeSMjUZf+LEiTh16hR++uknHD9+HEFBQXB2dkZubi6uXLmClJQU/Prrr9J7GtWmHm0QCZp+yp0ek71a7dq1ayjcGQ0r8/8laPSZo73iiIh0mL4+eFYZNzc3ZGVlKTxkViKR4IcffsDPP/+MixcvorS0FA4ODnB3d8egQYMwevRomJub486dOxCLxTh8+DBu3ryJgoICODo6wtvbGzNnzkT37t3lxv3pp5+wbNkyXLt2DaWlpXB1dVV6ZKhSTccHgN9//x3fffcdzp49i+LiYjRr1gzt2rVDaGgoxowZA3t7+1rXow0MR7VQebUawxEREZH+4ZwjIiIiIhkMR0REREQyGI6IiIiIZDAcEREREclgOCIiIiKSwXBUA2KxGO7u7ujWrZu2SyEiIqI6wkv5a4GX8hMREekvHjkiIiIiksHHh6jhdOYDmJuZSF+fKle8w6um76xKREREdYtHjoiIiIhkMBwRERERyWA4IiIiIpLBcEREREQkg+GoBnifIyIi0hUikQiBgYHaLkMn8Wq1GoiMjERkZKT0PkdERKQhSbHarqBqatzDTiQS1ag/bz34bJv17t0bhw8f1loNDEdERER1ZN68eQptK1asQGFhodJlmvTXX3+hcePGdboOfcVwREREVEfmz5+v0JaQkIDCwkKlyzSpQ4cOdTq+PuOcIyIiIi3LzMyESCRCeHg4/vrrLwwZMgR2dnYQiUTIzMwEAGzduhXvvvsu2rZti8aNG8Pa2hoBAQHYvHmz0jGVzTkKDw+HSCRCRkYGvvnmG3To0AEmJiZwdXVFTEwMKioqVK45KSkJISEhcHZ2homJCRwcHBAQEID4+HiFvhkZGXj//ffh4uICExMTODk5ITw8HFlZWdI+hw8flp6GPHLkCEQikfQrISFB5bo0gUeOiIiIGogbN26ge/fu6NKlC8LDw3H//n0YGxsDAObMmQNjY2P4+/vDyckJ+fn52LFjB4YNG4ZvvvkGH330kcrrmTlzJo4cOYK33noLwcHB2LZtG+bPn4+ysjIsXLjwhe/ftWsXQkNDYWNjg0GDBknruXDhAtatW4cJEyZI+6akpCA4OBglJSV466230K5dO2RmZuKXX37Bnj17cPLkSbRu3Rpubm6YN28eYmJi4OrqivDwcOkYnp6eKn82TeCDZ2uhckL2gZWT5B8f4jJBoS8fH0JEpAI9nZCtjJubG7KysuQmX2dmZqJVq1YAgOjoaMTExCi87+bNm2jdurVcW3FxMXr27Ilbt27h7t27cnOMlE1sDg8Px08//YRWrVrh+PHjcHJyAgDcu3cP7dq1g0Qiwb1796SBrCpvv/02tmzZgrS0NHh4eMgtu3//Puzs7AAAT58+Rfv27XH//n0cOXIEr776qrTfsWPHEBgYiJCQEOzcubPauusbT6sRERE1EI6Ojvjkk0+ULns+GAGAhYUFwsPDUVhYiDNnzqi8nrlz50qDEQDY29tj0KBBePToEa5evaryOGZmZgptlcEIAP744w9kZmZi5syZcsEIAPz9/TFo0CDs3r0bRUVFKq+zPvC0GhERUQPh4eFR5VGbvLw8LFq0CHv27EFWVhb++ecfueV3795VeT1eXl4KbS1atAAAFBQUvPD9I0eOxJYtW9C9e3eMGjUKffv2RUBAAOzt7eX6nTp1CgBw9epVpRPQc3JyUFFRgWvXrsHb21vl+usawxEREVED4eDgoLT9wYMH6NatG27dugU/Pz8EBQXBxsYGhoaGSEtLw/bt21FaWqryeqysrBTajIyeRQKJRPLC97/zzjvYtm0bli9fjri4OIjFYohEIvTp0wfLli2TzhF68OABAOCXX36pdrySkhKVa68PDEdEREQNRFU3jfzhhx9w69YtfPbZZ/j000/lli1atAjbt2+vj/LkDBo0SHoq7vjx49iyZQt++OEH9O/fH1euXIGNjY00hO3cuRNvvfVWvddYW5xzRERE1MD9/fffAJ4FkucdPXq0vsuRY2lpif79+yM+Ph7h4eHIzc1FSkoKAMDX1xcAcPLkSZXHMzAwUOnoVV1iOCIiImrgXF1dATy7wkvWr7/+it27d9d7PcnJyUoDTF5eHgDA1NQUwLMw5+LiguXLlyM5OVmh/9OnTxU+k62tLe7cuVMHVauOp9VqQCwWQywWaz3REhHRy2X06NFYvHgxPvroIyQlJcHV1RUXLlxAYmIihg4dii1bttRrPZMnT8bdu3fh7+8PNzc3iEQiHDt2DKdPn0b37t3h7+8PADAxMcGmTZsQEhKC3r174/XXX0eXLl0gEomQlZWFo0ePws7ODleuXJGO/frrr+P333/H4MGD8eqrr8LQ0BADBw5E165d6+3zMRzVAB88S0RURzR8LyF906JFCxw5cgSzZs3CwYMHUV5ejtdeew379+/H7du36z0czZkzB1u2bMHZs2exb98+NGrUCG5ubli8eDH+/e9/w9DQUNq3W7duuHDhApYuXYrdu3fj+PHjMDExQfPmzTF48GC8++67cmN//fXXAIBDhw5h586dqKioQIsWLeo1HPEmkLXAm0ASERHpL845IiIiIpLBcEREREQkg+GIiIiISAbDEREREZEMhiMiIiIiGQxHRERERDIYjoiIiIhkMBwRERERyWA4IiIiIpLBcEREREQkg+GIiIiISAbDEREREZEMhiMiIiIiGS9tOPrjjz/wyiuvoF27dvj++++1XQ4RERE1EEbaLkAbysvLERUVhaSkJFhbW8PLywtDhgyBnZ2dtksjIiIiLXspjxydPn0anTp1QvPmzWFhYYGQkBDs379f22URERFRA6CT4Sg5ORmhoaFwdnaGSCTCtm3bFPqIxWK4ubnB1NQUvr6+OH36tHTZ3bt30bx5c+nr5s2bIzs7uz5KJyIiogZOJ8NRSUkJPDw8IBaLlS7fsGEDoqKiMG/ePJw7dw4eHh4IDg5GXl5ePVdKREREukYnw1FISAg+//xzDBkyROny5cuXY/z48YiIiIC7uzvi4uLQuHFjrF27FgDg7Owsd6QoOzsbzs7OVa6vtLQURUVFcl9ERESkn3QyHFWnrKwMZ8+eRVBQkLTNwMAAQUFBOHnyJADAx8cHly5dQnZ2NoqLi7Fnzx4EBwdXOWZsbCysra2lXy1btqzzz0FERETaoXfh6N69e5BIJHBwcJBrd3BwQE5ODgDAyMgIy5YtQ58+feDp6Ynp06dXe6XanDlzUFhYKP26fft2nX4GIiIi0p6X8lJ+ABg4cCAGDhyoUl8TExOYmJjUcUVERETUEOjdkSN7e3sYGhoiNzdXrj03NxeOjo5qjS0Wi+Hu7o5u3bqpNQ4RERE1XHoXjoyNjeHl5YXExERpW0VFBRITE9GjRw+1xo6MjER6ejrOnDmjbplERETUQOnkabXi4mLcuHFD+jojIwNpaWmwtbWFi4sLoqKiEBYWBm9vb/j4+GDFihUoKSlBRESEFqsmIiIiXaCT4Sg1NRV9+vSRvo6KigIAhIWFISEhASNGjEB+fj6io6ORk5MDT09P7N27V2GSNhEREdHzRIIgCNouQleIxWKIxWJIJBJcu3YNB1ZOgrnZ/yZqn3KZoPCeaW+0r88SiYiISE16N+eoLnHOERERkf5jOCIiIiKSwXBEREREJIPhqAZ4nyMiIiL9x3BUA5xzREREpP8YjoiIiIhkMBwRERERyWA4IiIiIpLBcFQDnJBNRESk/xiOaoATsomIiPQfwxERERGRDIYjIiIiIhkMR0REREQyGI5qgBOyiYiI9B/DUQ1wQjYREZH+YzgiIiIiksFwRERERCSD4YiIiIhIBsMRERERkQyGIyIiIiIZDEc1wEv5iYiI9B/DUQ3wUn4iIiL9x3BEREREJIPhiIiIiEgGwxERERGRDIYjIiIiIhkMR0REREQyGI6IiIiIZDAcEREREclgOKoB3gSSiIhI/zEc1QBvAklERKT/GI6IiIiIZDAcEREREclgOCIiIiKSwXBEREREJIPhiIiIiEgGwxERERGRDIYjIiIiIhkMR0REREQyGI6IiIiIZDAcEREREclgOCIiIiKSwXBUA3zwLBERkf5jOKoBPniWiIhI/zEcEREREclgOCIiIiKSwXBEREREJIPhiIiIiEiGWuGotLRUU3UQERERNQhqhSNnZ2dMmTIFFy9e1FQ9RERERFqlVjiytLTEypUr4enpiR49emDt2rV4/PixpmojIiIiqndqhaOMjAzs2bMHQ4cOxfnz5zF+/Hg4OTnhgw8+QGpqqqZqJCIiIqo3aoUjkUiE4OBgbNy4EXfu3MGSJUvQvHlzxMfHw9fXF6+++irWrFmDoqIiTdVLREREVKc0drWavb09pk+fjvT0dBw9ehRhYWG4ceMGJk2aBGdnZ0REROD06dOaWh0RERFRnaiTS/ktLS3RuHFjGBkZQRAESCQS/PTTT+jRowcGDBiAvLy8ulgtERERkdo0Fo6Ki4sRHx8PHx8fvPrqq1i9ejXat2+PH374AQ8ePMDp06cxbNgw7NmzBxMnTtTUaomIiIg0ykjdAU6dOoXvvvsOGzduRHFxMSwsLDBhwgRMnDgRnp6e0n7e3t7YsGEDjI2NsWPHDnVXS0RERFQn1Dpy1KVLF/j5+eHHH39Eu3btEBcXh7t372LNmjVywUhWp06d8OjRI3VWqxFDhgxBkyZNMGzYMG2XQkRERA2IWuHo5s2biIiIQEpKCs6ePYsJEybAwsKi2ve89957SEpKUme1GjFlyhT8/PPP2i6DiIiIGhi1Tqv997//hZWVVY3e07JlS7Rs2VKd1WpEYGAgDh8+rO0yiIiIqIFR68iRubk5ioqKUFFRoXR5RUUFioqKIJFIajRucnIyQkND4ezsDJFIhG3btin0EYvFcHNzg6mpKXx9fXmbACIiItIItcJRTEwMmjVrhvv37ytdfv/+fTg4OGDhwoU1GrekpAQeHh4Qi8VKl2/YsAFRUVGYN28ezp07Bw8PDwQHB8vdIsDT0xOdO3dW+Lp7926NaiEiIqKXi1qn1f744w/07dsXTZs2Vbq8adOmCAoKwvbt2xEdHa3yuCEhIQgJCaly+fLlyzF+/HhEREQAAOLi4rBr1y6sXbsWs2fPBgCkpaWp/kFeoLS0FKWlpdLXvOM3ERGR/lJ7QnaHDh2q7fPKK68gIyNDndXIKSsrw9mzZxEUFCRtMzAwQFBQEE6ePKmx9ciKjY2FtbW19KshzJkiIiKiuqHWkaOnT5/CwKD6fCUSifDkyRN1ViPn3r17kEgkcHBwkGt3cHDAlStXVB4nKCgIFy5cQElJCVq0aIGNGzeiR48eSvvOmTMHUVFR0tdFRUVKA1L3W/FK3v2lyjURERGR9qkVjtq2bYtDhw5V2+fQoUNo1aqVOqupEwcPHlS5r4mJCUxMTOqwGiIiImoo1ApHQ4cOxYIFCxAdHY158+bB0NBQukwikWD+/PlIS0vD3Llz1S60kr29PQwNDZGbmyvXnpubC0dHR42tR1O+OnBNpX7T3mhfx5UQERGRKtQKR9OnT8dvv/2GhQsX4rfffkOfPn3QvHlzZGdnIykpCX///Tc6duyIGTNmaKpeGBsbw8vLC4mJiRg8eDCAZ7cMSExMxKRJkzS2HmXEYjHEYnGNb01AREREukOtcGRhYYHk5GR8+OGH2Lp1K27cuCFdZmBggGHDhmH16tUvvGv284qLi+XGysjIQFpaGmxtbeHi4oKoqCiEhYXB29sbPj4+WLFiBUpKSqRXr9WVyMhIREZGoqioCNbW1nW6LiIiItIOtR8827RpU2zatAm5ublITU1FYWEhbGxs4O3tjWbNmtVqzNTUVPTp00f6unIydFhYGBISEjBixAjk5+cjOjoaOTk58PT0xN69exUmaRMRERHVlEgQBEHbRegK2dNq165dw4GVk2BuVv1E7VMuE1Qam3OOiIiIGga17nP0somMjER6ejrOnDmj7VKIiIiojqh9Wi09PR2rVq3CmTNnUFBQoHSyskgkwt9//63uqoiIiIjqnFrh6MiRI+jfvz9KS0thZGQEBwcHGBkpDskzd0RERKQr1ApHs2fPRnl5Ob7//nuEhYXJ3eeIiIiISBepNefowoULGDlyJMaOHftSBCOxWAx3d3d069ZN26UQERFRHVErHJmbm9f6cn1dxAnZRERE+k+tcPTmm2/i6NGjmqqFiIiISOvUCkdLly5FQUEBJk+ejMePH2uqJiIiIiKtUWtC9siRI2FhYQGxWIyEhAS0b98eVlZWCv1EIhESExPVWVWDwGerERER6T+17pBtYKDagSeRSKRXgaLy2Wq8QzYREZH+UevIUUVFhabqICIiImoQ+PgQIiIiIhlqPz6kUnFxMa5du4aSkhIEBARoalgiIiKieqV2OMrMzMSUKVOwe/duVFRUQCQSoby8HABw/PhxjB8/HqtXr0ZgYKC6q9JrXx24plI/zk0iIiKqW2qdVrt16xa6d++O3bt3Y9CgQejRo4fcc9R8fX1x7949rF+/Xu1CGwLeIZuIiEj/qRWO5s2bh4cPH+LIkSPYtGkT3njjDbnlRkZGCAgIwPHjx9UqsqHgHbKJiIj0n1rhaN++fRgyZAh69uxZZR9XV1dkZ2ersxoiIiKieqNWOHrw4AHc3Nyq7SMIAkpLS9VZDREREVG9USscOTg44Pr169X2uXjxIlxcXNRZDREREVG9UetqtTfeeAPr1q3Dn3/+ia5duyosP3r0KA4dOoSpU6eqsxqd1v1WvEKbqnfNJiIiovqn1pGjTz/9FGZmZujVqxcWLlyIGzduAAD27NmDuXPnon///rC3t8fMmTM1UiwRERFRXVPryJGbmxv27duHkSNHYu7cuRCJRBAEAW+99RYEQYCLiws2bdoEJycnTdWrVXzwLBERkf5T68GzlcrLy7Fz506kpKTgwYMHsLKygq+vLwYNGgRjY2NN1Nmg1OTBs8qoc1pNkzeB5I0niYiIFGnk8SFGRkYYMmQIhgwZoonhiIiIiLRGY89Wo/qhytEeHukhIiKqPbXC0YIFC1TqJxKJMHfuXHVWRURERFQv1ApH8+fPr3Z55QRthiMiIiLSFWqFo6SkJKXthYWFOHfuHL755hsEBQUhMjJSndVQDak60ZqIiIgUqRWOevfuXeWygQMH4r333sNrr72Gt99+W53VkI7g1W9ERKQP1LoJ5Iu0a9cOQ4YMwaJFi+pyNUREREQaU6fhCACaNWuGq1ev1vVq6oVYLIa7uzu6deum7VKIiIiojtRpOCotLcXevXthY2NTl6upN5GRkUhPT8eZM2e0XQoRERHVEbXmHP38889K28vLy5GdnY3ffvsNV65cweTJk9VZDWkZJ3gTEdHLRK1wFB4eDpFIpNBe+UQSkUiEd999l3OOiIiISGeoFY5+/PFHpe0GBgZo0qQJvLy89Oahs0RERPRyUCschYWFaaoOIiIiogahzq9WIyIiItIlah05Sk5OrvV7e/Xqpc6qiYiIiOqEWuEoMDBQ6YRsVUgkEnVWTURERFQn1ApH0dHRSElJwb59+9CuXTv4+fnBwcEBubm5OHHiBK5du4bg4GB0795dU/Xqhe634hXaTrlM0EIlRERE9Dy1wlHfvn2xaNEixMfHY9y4cXJHkQRBwHfffYcpU6bgk08+gb+/v9rFEhEREdU1kVB5U6JaCAwMhJ2dHTZv3lxln6FDh+Lhw4dISkqq7WoanKKiIlhbW+PAykkwNzPRyJgv05EjPniWiIgaMrWOHJ09exZTpkyptk/Hjh3xzTffqLMa0jOq3nG7oYcoTX8OVcZr6NuEiEgfqBWOjI2Ncf78+Wr7nD9/HsbGxuqspsEQi8UQi8WcTN7ANPSwxcevEBHpFrXuc9SvXz/s3bsXixYtQllZmdyysrIyxMbGYt++fQgODlaryIaCD54lIiLSf2odOVq6dCmOHj2KTz75BF9//TW8vb3RrFkz5OXlITU1FXl5eXB2dsaSJUs0VS+9RHjEhYiItEGtcNSiRQukpqZi9uzZ+P3337Fr1y7pMlNTU4wePRqLFi2Co6Oj2oUSqauhn37TB9zGRKQP1ApHAODo6IiEhAR89913uHr1KgoLC2FtbY327dvrzVwjIiIienmoHY4qNWrUCJ07d9bUcERaw9N5REQvN42Eo5ycHGzZsgVXrlzB48eP8f333wMA8vPzkZGRgS5dusDMzEwTq9JbvGs2ERFRw6B2OFq9ejWmT5+O0tJSAIBIJJKGo7y8PPTo0QNxcXEYP368uqsiIiIiqnNqhaOdO3di0qRJ8Pb2RnR0NPbs2YO4uDjp8k6dOqFr167Ytm0bwxFRA6StCdScuE1EDZnal/K7uLggKSkJ5ubmOHv2rEKfLl264OjRo+qshoiIiKjeqHUTyLS0NAwYMADm5uZV9mnevDlyc3PVWQ0RERFRvVErHFVUVKBRo0bV9snLy4OJiWYezkpERERU19Q6rfbKK69Ue8qsvLwcycnJ6NKlizqrIaL/j3N1iIjqnlpHjt577z2cP38eMTExCsskEglmzJiBmzdvYsyYMeqshoiIiKjeqHXk6KOPPsLOnTuxYMEC/PLLLzA1NQUADB8+HKmpqcjMzES/fv0wbtw4jRRLRKrhjSyJiGpPrSNHjRo1wr59+zB79mzcv38fly5dgiAI2LRpEx48eICPP/4YO3bsgEgk0lS9GnH79m0EBgbC3d0dXbt2xcaNG7VdEhERETUQat8E0tjYGAsXLsTnn3+Oq1ev4sGDB7CyskLHjh1haGioiRo1zsjICCtWrICnpydycnLg5eWFN998s9qr7oiIaotzxYh0i1rhqHXr1ggJCYFYLIZIJEKHDh00VVedcnJygpOTE4BnD861t7fHgwcPGI6IiIhIvdNq9+7dg5WVlaZqkUpOTkZoaCicnZ0hEomwbds2hT5isRhubm4wNTWFr68vTp8+Xat1nT17FhKJBC1btlSzaiIiItIHah056tq1K65d0/zEz5KSEnh4eGDs2LEYOnSowvINGzYgKioKcXFx8PX1xYoVKxAcHIyrV6+iWbNmAABPT0+Ul5crvHf//v1wdnYGADx48ABjxozBd999p/HPoAl8GC0REVH9Uyscffzxx3j77beRlJSEPn36aKomhISEICQkpMrly5cvx/jx4xEREQEAiIuLw65du7B27VrMnj0bwLO7d1entLQUgwcPxuzZs9GzZ88X9q18sC4AFBUVqfhJiIiISNeoFY4ePnyIfv36oV+/fhg8eDC6desGBwcHpVenaepeR2VlZTh79izmzJkjbTMwMEBQUBBOnjyp0hiCICA8PByvv/46Ro8e/cL+sbGxSu/lRES6RdO3OOAEaiL9pFY4Cg8Ph0gkgiAI2Lx5MzZv3gwAcuFIEASIRCKNhaN79+5BIpHAwcFBrt3BwQFXrlxRaYzjx49jw4YN6Nq1q3Q+07p166q8k/ecOXMQFRUlfV1UVMQ5SkRERHqqxuGoqKgIpqamMDY2xo8//lgXNdU5f39/VFRUqNzfxMSEz4cjasB400si0qQah6MmTZpg/vz5mDt3LsLCwgAAKSkpSElJweTJkzVe4PPs7e1haGiI3Nxcufbc3Fw4OjrW6brFYjHEYjEkEkmdrqc6nKRNRERUt2p8Kb8gCBAEQa5t7969mDZtmsaKqo6xsTG8vLyQmJgobauoqEBiYiJ69OhRp+uOjIxEeno6zpw5U6frISIiIu1R+w7ZdaG4uBg3btyQvs7IyEBaWhpsbW3h4uKCqKgohIWFwdvbGz4+PlixYgVKSkqkV68RkX7g6TIi0oYGGY5SU1Plbg1QORk6LCwMCQkJGDFiBPLz8xEdHY2cnBx4enpi7969CpO0iYiIiGqqQYajwMBAhVN3z5s0aRImTZpUTxU90xDmHBEREVHdUuvxIS8bzjkiIiLSf7U6cvSf//wHp06dkr6unB/05ptvKu0vEomwa9eu2qyKiBoAzv2pH6psZ954kqju1Soc3bhxQ27CdKW9e/cq7a/sjtlEREREDVGNw1FGRkZd1KETOOeIiIhI/9U4HLm6utZFHTohMjISkZGRKCoqgrW1tbbLISIiojrACdlEREREMhiOiIiIiGQwHBERERHJaJA3gWyoOCGbiLRN1dsq8JJ/otrjkaMa4E0giYiI9B+PHOmB7rfilbafcplQz5UQERHpPh45IiIiIpLBcEREREQkg6fViIjohRr6RPCGXh/pFh45qgGxWAx3d3d069ZN26UQERFRHWE4qgFerUZERKT/GI6IiIiIZHDOkR5Tdom/ssv7Ve1HRET0MmA4eslUdU8kIiIieobhiIiollS9Qqoh0/Rn4FVjpA8454iIiIhIBsNRDfBSfiIiIv3HcFQDvJSfiIhI/zEcEREREclgOCIiIiKSwXBEREREJIOX8hMR6SF9uM0AoD+fg3QLjxwRERERyeCRI1KKjxQhIqKXFY8cEREREclgOKoB3gSSiIhI/zEc1QBvAklERKT/GI6IiIiIZDAcEREREclgOCIiIiKSwUv5iYjopaHpm0pOe6O9Rsej2lP1e6vK94xHjoiIiIhkMBwRERERyWA4IiIiIpLBcEREREQkg+GIiIiISAbDEREREZEMhqMa4LPViIiI9B/DUQ3w2WpERET6j+GIiIiISAbvkE0q634rXqHtlMsELVRCRERUd3jkiIiIiEgGjxwRERHVkiaf56XJsUg9PHJEREREJIPhiIiIiEgGwxERERGRDIYjIiIiIhmckE1qUXZ5v6rUvQ0Aby1ARER1gUeOiIiIiGQwHBERERHJYDgiIiIiksFwRERERCSD4YiIiIhIxksZjgoKCuDt7Q1PT0907twZ3333nbZLIiIiogbipbyU39LSEsnJyWjcuDFKSkrQuXNnDB06FHZ2dtoujYiIiLTspTxyZGhoiMaNGwMASktLIQgCBEHQclVERETUEDTIcJScnIzQ0FA4OztDJBJh27ZtCn3EYjHc3NxgamoKX19fnD59ukbrKCgogIeHB1q0aIGZM2fC3t5eQ9UTERGRLmuQ4aikpAQeHh4Qi8VKl2/YsAFRUVGYN28ezp07Bw8PDwQHByMvL0/ap3I+0fNfd+/eBQDY2NjgwoULyMjIwK+//orc3Nx6+WxERETUsDXIOUchISEICQmpcvny5csxfvx4REREAADi4uKwa9curF27FrNnzwYApKWlqbQuBwcHeHh44OjRoxg2bJjSPqWlpSgtLZW+LioqUvGTEBERka5pkOGoOmVlZTh79izmzJkjbTMwMEBQUBBOnjyp0hi5ublo3LgxLC0tUVhYiOTkZHz44YdV9o+NjUVMTIzatZM8VZ/LxmewERFRfWqQp9Wqc+/ePUgkEjg4OMi1Ozg4ICcnR6UxsrKyEBAQAA8PDwQEBOCjjz5Cly5dquw/Z84cFBYWSr9u376t1mcgIiKihkvnjhxpgo+Pj8qn3QDAxMQEJiYmdVcQERERNRg6d+TI3t4ehoaGChOoc3Nz4ejoWKfrFovFcHd3R7du3ep0PURERKQ9OheOjI2N4eXlhcTERGlbRUUFEhMT0aNHjzpdd2RkJNLT03HmzJk6XQ8RERFpT4M8rVZcXIwbN25IX2dkZCAtLQ22trZwcXFBVFQUwsLC4O3tDR8fH6xYsQIlJSXSq9eIiKhh++rANW2XUK80+XlVHWvaG+01ts6XTYMMR6mpqejTp4/0dVRUFAAgLCwMCQkJGDFiBPLz8xEdHY2cnBx4enpi7969CpO0iYiIiGqqQYajwMDAFz7OY9KkSZg0aVI9VfSMWCyGWCyGRCKp1/USERFR/dG5OUfaxDlHRERE+o/hiIiIiEgGwxERERGRDIajGuB9joiIiPQfw1ENcM4RERGR/muQV6sRyVL1AbU17avJ8fggWyIi/cEjR0REREQyGI6IiIiIZDAc1QAnZBMREek/hqMa4IRsIiIi/cdwRERERCSD4YiIiIhIBsMRERERkQyGoxrghGwiIiL9x3BUA5yQTUREpP8YjoiIiIhkMBwRERERyWA4IiIiIpLBcEREREQkg+GIiIiISAbDUQ3wUn4iIiL9x3BUA7yUn4iISP8xHBERERHJYDgiIiIiksFwRERERCSD4YiIiIhIhpG2CyBqKLrfiq/z8U65TNDoOhriuomIdB2PHBERERHJYDgiIiIiksFwVAO8CSQREZH+YziqAd4EkoiISP8xHBERERHJYDgiIiIiksFwRERERCSD4YiIiIhIBsMRERERkQyGIyIiIiIZDEdEREREMhiOiIiIiGQwHBERERHJYDgiIiIiksFwRERERCSD4agG+OBZIiIi/cdwVAN88CwREZH+YzgiIiIiksFwRERERCSD4YiIiIhIBsMRERERkQwjbRdApA3db8U36PHqYj2qvveUywSNr0OdMbVFnz4LEdUMjxwRERERyWA4IiIiIpLBcEREREQkg+GIiIiISAbDEREREZEMhiMiIiIiGQxHRERERDIYjoiIiIhkMBwRERERyXipw9Hjx4/h6uqKGTNmaLsUIiIiaiBe6nC0cOFCdO/eXdtlEBERUQPy0oaj69ev48qVKwgJCdF2KURERNSANMhwlJycjNDQUDg7O0MkEmHbtm0KfcRiMdzc3GBqagpfX1+cPn26RuuYMWMGYmNjNVQxERER6QsjbRegTElJCTw8PDB27FgMHTpUYfmGDRsQFRWFuLg4+Pr6YsWKFQgODsbVq1fRrFkzAICnpyfKy8sV3rt//36cOXMG7du3R/v27XHixIkX1lNaWorS0lLp66KiIjU+HRERETVkDTIchYSEVHu6a/ny5Rg/fjwiIiIAAHFxcdi1axfWrl2L2bNnAwDS0tKqfP+pU6fw22+/YePGjSguLsbTp09hZWWF6Ohopf1jY2MRExNT+w9EREREOqNBhqPqlJWV4ezZs5gzZ460zcDAAEFBQTh58qRKY8TGxkpPqSUkJODSpUtVBiMAmDNnDqKioqSvCwsL4eLigpJ/ymr5Kehl9aSkWK33l/xT+uJOalKnxqrqU/dza4M+fRZ6Ob1sZzlU/dksKiqCpaUlRCJRlX10Lhzdu3cPEokEDg4Ocu0ODg64cuVKnazTxMQEJiYmcjUAwOBZ8XWyPtJnq7RdgArqokZd+Nyq0qfPQvrs/7RdQAP1f3h2kMPKyqrKPjoXjjQtPDy8xu+xtbUFANy6dQvW1tYarujlU1RUhJYtW+L27dvV7qykGm5PzeL21CxuT83i9qwdS0vLapfrXDiyt7eHoaEhcnNz5dpzc3Ph6OhYLzUYGDy7yM/a2po7owZZWVlxe2oQt6dmcXtqFrenZnF7alaDvJS/OsbGxvDy8kJiYqK0raKiAomJiejRo4cWKyMiIiJ90CCPHBUXF+PGjRvS1xkZGUhLS4OtrS1cXFwQFRWFsLAweHt7w8fHBytWrEBJSYn06jUiIiKi2mqQ4Sg1NRV9+vSRvq68UiwsLAwJCQkYMWIE8vPzER0djZycHHh6emLv3r0Kk7TriomJCebNmyc3SZtqj9tTs7g9NYvbU7O4PTWL27NuiARBELRdBBEREVFDoXNzjoiIiIjqEsMRERERkQyGIyIiIiIZDEdEREREMhiOakgsFsPNzQ2mpqbw9fXF6dOntV2SToqNjUW3bt1gaWmJZs2aYfDgwbh69aq2y9IbixYtgkgkwtSpU7Vdis7Kzs7Gv/71L9jZ2cHMzAxdunRBamqqtsvSSRKJBHPnzkWrVq1gZmaGNm3a4LPPPgOvB1JdcnIyQkND4ezsDJFIhG3btsktFwQB0dHRcHJygpmZGYKCgnD9+nXtFKsHGI5qYMOGDYiKisK8efNw7tw5eHh4IDg4GHl5edouTeccOXIEkZGROHXqFA4cOICnT5+iX79+KCkp0XZpOu/MmTP49ttv0bVrV22XorMePnwIPz8/NGrUCHv27EF6ejqWLVuGJk2aaLs0nbR48WKsWbMGq1atwl9//YXFixdjyZIlWLlypbZL0xklJSXw8PCAWCxWunzJkiX45ptvEBcXh5SUFJibmyM4OBhPnjyp50r1hEAq8/HxESIjI6WvJRKJ4OzsLMTGxmqxKv2Ql5cnABCOHDmi7VJ02qNHj4R27doJBw4cEHr37i1MmTJF2yXppI8//ljw9/fXdhl6Y8CAAcLYsWPl2oYOHSq89957WqpItwEQtm7dKn1dUVEhODo6CkuXLpW2FRQUCCYmJsL69eu1UKHu45EjFZWVleHs2bMICgqSthkYGCAoKAgnT57UYmX6obCwEMD/HupLtRMZGYkBAwbI7adUczt27IC3tzfeeecdNGvWDK+++iq+++47bZels3r27InExERcu3YNAHDhwgUcO3YMISEhWq5MP2RkZCAnJ0fu597a2hq+vr78/VRLDfIO2Q3RvXv3IJFIFO7C7eDggCtXrmipKv1QUVGBqVOnws/PD507d9Z2OTrrt99+w7lz53DmzBltl6Lzbt68iTVr1iAqKgr/93//hzNnzmDy5MkwNjZGWFiYtsvTObNnz0ZRURE6dOgAQ0NDSCQSLFy4EO+99562S9MLOTk5AKD091PlMqoZhiPSusjISFy6dAnHjh3Tdik66/bt25gyZQoOHDgAU1NTbZej8yoqKuDt7Y0vvvgCAPDqq6/i0qVLiIuLYziqhd9//x2//PILfv31V3Tq1AlpaWmYOnUqnJ2duT2pQeJpNRXZ29vD0NAQubm5cu25ublwdHTUUlW6b9KkSfjjjz+QlJSEFi1aaLscnXX27Fnk5eXhtddeg5GREYyMjHDkyBF88803MDIygkQi0XaJOsXJyQnu7u5ybR07dsStW7e0VJFumzlzJmbPno2RI0eiS5cuGD16NKZNm4bY2Fhtl6YXKn8H8feT5jAcqcjY2BheXl5ITEyUtlVUVCAxMRE9evTQYmW6SRAETJo0CVu3bsWhQ4fQqlUrbZek0/r27YuLFy8iLS1N+uXt7Y333nsPaWlpMDQ01HaJOsXPz0/h1hLXrl2Dq6urlirSbY8fP4aBgfyvG0NDQ1RUVGipIv3SqlUrODo6yv1+KioqQkpKCn8/1RJPq9VAVFQUwsLC4O3tDR8fH6xYsQIlJSWIiIjQdmk6JzIyEr/++iu2b98OS0tL6Xlxa2trmJmZabk63WNpaakwX8vc3Bx2dnacx1UL06ZNQ8+ePfHFF19g+PDhOH36NOLj4xEfH6/t0nRSaGgoFi5cCBcXF3Tq1Annz5/H8uXLMXbsWG2XpjOKi4tx48YN6euMjAykpaXB1tYWLi4umDp1Kj7//HO0a9cOrVq1wty5c+Hs7IzBgwdrr2hdpu3L5XTNypUrBRcXF8HY2Fjw8fERTp06pe2SdBIApV8//vijtkvTG7yUXz07d+4UOnfuLJiYmAgdOnQQ4uPjtV2SzioqKhKmTJkiuLi4CKampkLr1q2FTz75RCgtLdV2aTojKSlJ6f+ZYWFhgiA8u5x/7ty5goODg2BiYiL07dtXuHr1qnaL1mEiQeAtSomIiIgqcc4RERERkQyGIyIiIiIZDEdEREREMhiOiIiIiGQwHBERERHJYDgiIiIiksFwRERERCSD4YiIiIhIBsMREem8zMxMiEQi9O/fX9ulEJEeYDgiIiIiksFwRERERCSD4YiIXipZWVkYN24cmjdvDmNjY7Ro0QLjxo3DrVu3FPr+97//xZQpU9CuXTuYmZnBxsYGHTt2xAcffIDCwkJpv8LCQkRHR8Pd3R0WFhawsrJC27ZtERYWhqysrPr8eESkAXzwLBHpvMzMTLRq1QrBwcHYu3dvlf2uXbsGf39/5OfnIzQ0FJ06dcKlS5fwxx9/oGnTpjh27Bjat28PAHj8+DE6d+6MzMxM9OvXD127dkVZWRkyMjJw8OBBXLhwAW3btoUgCOjRowdSUlLg5+cHHx8fGBgYICsrCwcPHsTGjRsRFBRUX5uCiDTASNsFEBHVlw8++AD5+fn49ttvMWHCBGn76tWrERkZiQ8//BCJiYkAgMTERGRkZGDq1Kn46quv5MYpLi5Go0aNAACXLl1CSkoKBg8ejK1bt8r1Ky0txdOnT+v4UxGRpvG0GhG9FG7duoWkpCS4u7tj/Pjxcss++OADdOjQAYcOHcLt27fllpmZmSmMZWFhARMTkxf2MzExgYWFhQaqJ6L6xHBERC+FtLQ0AEDv3r0hEonklhkYGKBXr15y/Xr16gUnJycsWrQIAwYMwJo1a5Ceno7nZyJ07NgRXbt2xfr169GrVy8sX74c586dQ0VFRZ1/JiKqGwxHRPRSKCoqAgA4ODgoXe7k5CTXz9raGqdOncKYMWNw6tQp/Pvf/0anTp3g6uqK1atXS99nZGSEQ4cOYdKkSbhx4wamT58OLy8vODo6YsGCBZBIJHX8yYhI0xiOiOilYGVlBQDIzc1VujwnJ0euHwC4uLggISEB+fn5OH/+PBYvXoyKigpERkZi/fr10n52dnZYuXIlsrOzkZ6ejlWrVsHW1hbz5s3DkiVL6vBTEVFdYDgiopeCp6cnACA5OVnh1JggCEhOTpbrJ8vAwACenp6YNWuWNBTt2LFDoZ9IJELHjh0RGRmJAwcOVNmPiBo2hiMieim4uLigT58+uHz5MtauXSu3LD4+Hn/99Rdef/11tGzZEgBw+fJlpUeZKttMTU0BPLuNQGZm5gv7EZHu4KX8RKQ3Ll68iPDwcKXLOnTogDVr1sDf3x/jx4/Hzp074e7ujsuXL2PHjh1o2rQp1qxZI+1/4MABzJw5E35+fmjfvj3s7Oxw8+ZN7NixA6ampoiMjATwbAL30KFD4ePjA3d3dzg6OiI7Oxvbtm2DgYEBpk2bVh8fnYg0iDeBJCKdV3kTyOr07t0bhw8fRlZWFmJiYrB3717k5+ejadOm6N+/P+bNmwdXV1dp/7/++gvffvstkpOTcevWLRQXF6N58+YICAjArFmz4O7uDgC4c+cOxGIxDh8+jJs3b6KgoACOjo7w9vbGzJkz0b179zr97ESkeQxHRERERDI454iIiIhIBsMRERERkQyGIyIiIiIZDEdEREREMhiOiIiIiGQwHBERERHJYDgiIiIiksFwRERERCSD4YiIiIhIBsMRERERkQyGIyIiIiIZDEdEREREMhiOiIiIiGT8P0CTNGG0AdE9AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot losses on train and test set\n", "plt.title(\"Losses on train and test set (pre-trained model)\")\n", "plt.hist(test_losses, density=True, alpha=0.5, bins=50, label=\"Test set\")\n", "plt.hist(train_losses, density=True, alpha=0.5, bins=50, label=\"Train set\")\n", "plt.xlabel(\"Loss\", fontsize=14)\n", "plt.ylabel(\"Frequency\", fontsize=14)\n", "plt.xlim((0, np.max(test_losses)))\n", "plt.yscale(\"log\")\n", "plt.legend(frameon=False, fontsize=14)\n", "ax = plt.gca()\n", "ax.spines[\"top\"].set_visible(False)\n", "ax.spines[\"right\"].set_visible(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ApxbefWMM3bm" }, "source": [ "As per the above plot, the distributions of losses are quite different between the train and test sets, as expected. In what follows, we will define an MIA that leverages the fact that examples that were trained on have smaller losses compared to examples that weren't. Using this fact, the simple MIA defined below will aim to infer whether the forget set was in fact part of the training set.\n", "\n", "This MIA is defined below. It takes as input the per-sample losses of the unlearned model on forget and test examples, and a membership label (0 or 1) indicating which of those two groups each sample comes from. It then returns the cross-validation accuracy of a linear model trained to distinguish between the two classes.\n", "\n", "Intuitively, an unlearning algorithm is successful with respect to this simple metric if the attacker isn't able to distinguish the forget set from the test set any better than it would for the ideal unlearning algorithm (retraining from scratch without the retain set); see the last section of this notebook for additional discussion and for computing that reference point." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "6gBtdz7AM3bm" }, "outputs": [], "source": [ "def simple_mia(sample_loss, members, n_splits=10, random_state=0):\n", " \"\"\"Computes cross-validation score of a membership inference attack.\n", "\n", " Args:\n", " sample_loss : array_like of shape (n,).\n", " objective function evaluated on n samples.\n", " members : array_like of shape (n,),\n", " whether a sample was used for training.\n", " n_splits: int\n", " number of splits to use in the cross-validation.\n", " Returns:\n", " scores : array_like of size (n_splits,)\n", " \"\"\"\n", "\n", " unique_members = np.unique(members)\n", " if not np.all(unique_members == np.array([0, 1])):\n", " raise ValueError(\"members should only have 0 and 1s\")\n", "\n", " attack_model = linear_model.LogisticRegression()\n", " cv = model_selection.StratifiedShuffleSplit(\n", " n_splits=n_splits, random_state=random_state\n", " )\n", " return model_selection.cross_val_score(\n", " attack_model, sample_loss, members, cv=cv, scoring=\"accuracy\"\n", " )" ] }, { "cell_type": "markdown", "metadata": { "id": "p0uxLiyO9-6C" }, "source": [ "As a reference point, we first compute the accuracy of the MIA on the original model to distinguish between the forget set and the test set." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ekuEyHlUM3bm", "outputId": "b4429f14-7cf4-4f09-9798-e9b4c6662dad" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The MIA has an accuracy of 0.579 on forgotten vs unseen images\n" ] } ], "source": [ "forget_losses = compute_losses(model, forget_loader)\n", "\n", "# Since we have more forget losses than test losses, sub-sample them, to have a class-balanced dataset.\n", "np.random.shuffle(forget_losses)\n", "forget_losses = forget_losses[: len(test_losses)]\n", "\n", "samples_mia = np.concatenate((test_losses, forget_losses)).reshape((-1, 1))\n", "labels_mia = [0] * len(test_losses) + [1] * len(forget_losses)\n", "\n", "mia_scores = simple_mia(samples_mia, labels_mia)\n", "\n", "print(\n", " f\"The MIA has an accuracy of {mia_scores.mean():.3f} on forgotten vs unseen images\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "12Ek9x4zM3bm" }, "source": [ "We'll now compute the accuracy of the MIA on the unlearned model. We expect the MIA to be less accurate on the unlearned model than on the original model, since the original model has not undergone a procedure to unlearn the forget set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "wYgYXRvPM3bm" }, "outputs": [], "source": [ "ft_forget_losses = compute_losses(ft_model, forget_loader)\n", "ft_test_losses = compute_losses(ft_model, test_loader)\n", "\n", "# make sure we have a balanced dataset for the MIA\n", "assert len(ft_test_losses) == len(ft_forget_losses)\n", "\n", "ft_samples_mia = np.concatenate((ft_test_losses, ft_forget_losses)).reshape((-1, 1))\n", "labels_mia = [0] * len(ft_test_losses) + [1] * len(ft_forget_losses)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BWvzT3cPGvYs", "outputId": "f93e24d2-de6d-41d1-df70-e6625be74898" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The MIA has an accuracy of 0.512 on forgotten vs unseen images\n" ] } ], "source": [ "ft_mia_scores = simple_mia(ft_samples_mia, labels_mia)\n", "\n", "print(\n", " f\"The MIA has an accuracy of {ft_mia_scores.mean():.3f} on forgotten vs unseen images\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "vyTh5ej49-6C" }, "source": [ "From the score above, the MIA is indeed less accurate on the unlearned model than on the original model, as expected. Finally, we'll plot the histogram of losses of the unlearned model on the train and test set. From the below figure, we can observe that the distributions of forget and test losses are more similar under the unlearned model compared to the original model, as expected." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 515 }, "id": "bJ8JI-GDM3bn", "outputId": "f952d6a8-f39d-4297-d60f-3db076c03e1b" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "ax1.set_title(f\"Pre-trained model.\\nAttack accuracy: {mia_scores.mean():0.2f}\")\n", "ax1.hist(test_losses, density=True, alpha=0.5, bins=50, label=\"Test set\")\n", "ax1.hist(forget_losses, density=True, alpha=0.5, bins=50, label=\"Forget set\")\n", "\n", "ax2.set_title(\n", " f\"Unlearned by fine-tuning.\\nAttack accuracy: {ft_mia_scores.mean():0.2f}\"\n", ")\n", "ax2.hist(ft_test_losses, density=True, alpha=0.5, bins=50, label=\"Test set\")\n", "ax2.hist(ft_forget_losses, density=True, alpha=0.5, bins=50, label=\"Forget set\")\n", "\n", "ax1.set_xlabel(\"Loss\")\n", "ax2.set_xlabel(\"Loss\")\n", "ax1.set_ylabel(\"Frequency\")\n", "ax1.set_yscale(\"log\")\n", "ax2.set_yscale(\"log\")\n", "ax1.set_xlim((0, np.max(test_losses)))\n", "ax2.set_xlim((0, np.max(test_losses)))\n", "for ax in (ax1, ax2):\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", "ax1.legend(frameon=False, fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "qqeUwUVO-NjD" }, "source": [ "## Comparison with a re-trained model\n", "\n", "One might ask, how good are the scores above? What is the best score? Since our goal is to approximate the model that has been trained only on the retain set, we'll consider that the gold standard is the score achieved by this model. Intuitively, we expect the MIA accuracy to be around 0.5, since for such a model, both the forget and test set are unseen samples from the same distribution. However, a number of factors such as distribution shift or class imbalance can make this number vary.\n", "\n", "We'll now compute this score. We'll first download the weights for a model trained exclusively on the retain set and then compute the accuracy of the simple MIA." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "44XEVh4-_Fz5", "outputId": "97a66783-755d-40e2-8098-009f61195293" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Retain set accuracy: 99.5%\n", "Forget set accuracy: 88.2%\n" ] } ], "source": [ "# download weights of a model trained exclusively on the retain set\n", "local_path = \"retrain_weights_resnet18_cifar10.pth\"\n", "if not os.path.exists(local_path):\n", " response = requests.get(\n", " \"https://storage.googleapis.com/unlearning-challenge/\" + local_path\n", " )\n", " open(local_path, \"wb\").write(response.content)\n", "\n", "weights_pretrained = torch.load(local_path, map_location=DEVICE)\n", "\n", "# load model with pre-trained weights\n", "rt_model = resnet18(weights=None, num_classes=10)\n", "rt_model.load_state_dict(weights_pretrained)\n", "rt_model.to(DEVICE)\n", "rt_model.eval()\n", "\n", "# print its accuracy on retain and forget set\n", "print(f\"Retain set accuracy: {100.0 * accuracy(rt_model, retain_loader):0.1f}%\")\n", "print(f\"Forget set accuracy: {100.0 * accuracy(rt_model, forget_loader):0.1f}%\")" ] }, { "cell_type": "markdown", "metadata": { "id": "qnqSz58yG92l" }, "source": [ "As expected, the model trained exclusively on the retain set has a higher accuracy on the retain set than on the forget set (whose accuracy is similar than on the test set)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "PqGSYyuE_GtI" }, "outputs": [], "source": [ "rt_test_losses = compute_losses(rt_model, test_loader)\n", "rt_forget_losses = compute_losses(rt_model, forget_loader)\n", "\n", "rt_samples_mia = np.concatenate((rt_test_losses, rt_forget_losses)).reshape((-1, 1))\n", "labels_mia = [0] * len(rt_test_losses) + [1] * len(rt_forget_losses)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YLedO-Ps_q8n", "outputId": "b45a9d12-b909-4783-aa2c-ebd12c01831b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The MIA has an accuracy of 0.502 on forgotten vs unseen images\n" ] } ], "source": [ "rt_mia_scores = simple_mia(rt_samples_mia, labels_mia)\n", "\n", "print(\n", " f\"The MIA has an accuracy of {rt_mia_scores.mean():.3f} on forgotten vs unseen images\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "z9vbFFPZDP-W" }, "source": [ "As we expect, the accuracy of the MIA attack is roughly 0.5. Finally, as we've done before, let's compare the histograms of this ideal algorithm (re-trained model) vs the model obtain from" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 515 }, "id": "okhS6CSOAT1N", "outputId": "bc278e8e-93af-4b57-db84-6b0f908592d6" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "ax1.set_title(f\"Re-trained model.\\nAttack accuracy: {rt_mia_scores.mean():0.2f}\")\n", "ax1.hist(rt_test_losses, density=True, alpha=0.5, bins=50, label=\"Test set\")\n", "ax1.hist(rt_forget_losses, density=True, alpha=0.5, bins=50, label=\"Forget set\")\n", "\n", "ax2.set_title(\n", " f\"Unlearned by fine-tuning.\\nAttack accuracy: {ft_mia_scores.mean():0.2f}\"\n", ")\n", "ax2.hist(ft_test_losses, density=True, alpha=0.5, bins=50, label=\"Test set\")\n", "ax2.hist(ft_forget_losses, density=True, alpha=0.5, bins=50, label=\"Forget set\")\n", "\n", "ax1.set_xlabel(\"Loss\")\n", "ax2.set_xlabel(\"Loss\")\n", "ax1.set_ylabel(\"Frequency\")\n", "ax1.set_yscale(\"log\")\n", "ax2.set_yscale(\"log\")\n", "ax1.set_xlim((0, np.max(test_losses)))\n", "ax2.set_xlim((0, np.max(test_losses)))\n", "for ax in (ax1, ax2):\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", "ax1.legend(frameon=False, fontsize=14)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "CYTGGV56EEMN" }, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 0 }