{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "efb7c0aa", "metadata": {}, "outputs": [], "source": [ "# demo using ResNet-18 model with subset of VGGFACE2 dataset \n", "import os\n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "import torch \n", "import torch.nn as nn \n", "from torch.utils.data import DataLoader\n", "from torch.autograd import grad \n", "import torchvision \n", "from torchvision import datasets, transforms \n", "from torchvision.utils import save_image \n", "import torchvision.models as models \n", "import inversefed \n", "from utils.stackeddata import StackedData\n", "\n", "# gpu \n", "device = 'cpu'\n", "if torch.cuda.is_available():\n", " device = 'cuda'" ] }, { "cell_type": "code", "execution_count": 2, "id": "391f2d8e", "metadata": {}, "outputs": [], "source": [ "data_root = 'data/vggface2' # dir to store data\n", "mean, std = [0.6094151735305786, 0.45365720987319946, 0.38019034266471863], [0.24668121337890625, 0.21547956764698029, 0.20683947205543518]\n", "dm = torch.as_tensor(mean)[:, None, None].to(device)\n", "ds = torch.as_tensor(std)[:, None, None].to(device)\n", "transform = transforms.Compose([transforms.ToTensor(),\n", " transforms.Normalize(mean, std)])\n", "dataset = datasets.ImageFolder(data_root , transform=transform) # subset 100 classes of data \n", "classes = dataset.classes\n", "data_shape = dataset[0][0].shape\n", "model_checkpoint = 'models/vggface2_models/cp_20.pth' # weights \n", "model = models.resnet18()\n", "model.fc = nn.Linear(512, len(classes))\n", "model = model.to(device)\n", "model.load_state_dict(torch.load(model_checkpoint))\n", "model.eval() \n", "criterion = nn.CrossEntropyLoss() " ] }, { "cell_type": "code", "execution_count": 3, "id": "ab5faade", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ground truth label: n000940 Ground truth model prediction: n004244\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "idx = 777 \n", "gt_data, gt_label = dataset[idx]\n", "gt_data = gt_data.unsqueeze(dim=0).to(device)\n", "with torch.no_grad(): \n", " model.zero_grad() \n", " gt_prediction = model(gt_data)\n", " \n", "# original data \n", "plt.imshow((gt_data[0].cpu() * ds.cpu() + dm.cpu()).permute(1,2,0))\n", "print('Ground truth label: {} Ground truth model prediction: {}'.format(classes[gt_label], classes[torch.max(gt_prediction, axis=1)[1]]))" ] }, { "cell_type": "code", "execution_count": 6, "id": "122e7062", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "It: 1200. Rec. loss: 0.0563.\n", "Choosing optimal result ...\n", "Optimal result score: 0.0442\n", "Total time: 108.27462267875671.\n" ] } ], "source": [ "# create stacked data\n", "stacked = StackedData(stack_size=4, model_name='resnet18', dataset_name='vggface2', dataset=dataset, save_output=True, device=device) \n", "stack_data = stacked.create_stacked_data([idx])\n", "\n", "for i in range(len(stack_data['gt_img'])): \n", " gt_img, gt_label = stack_data['gt_img'][i], stack_data['gt_label'][i]\n", " stack_pred = model(gt_img)\n", " target_loss = criterion(stack_pred, gt_label)\n", " input_grad = grad(target_loss, model.parameters())\n", " input_grad =[grad.detach() for grad in input_grad]\n", " config = dict(signed=True,\n", " boxed=False,\n", " cost_fn='sim',\n", " indices='def',\n", " norm='none',\n", " weights='equal',\n", " lr=0.1, \n", " optim='adam',\n", " restarts=1,\n", " max_iterations=1200,\n", " total_variation=0.1,\n", " init='randn',\n", " filter='none',\n", " lr_decay=True,\n", " scoring_choice='loss')\n", " \n", " # inverting gradients \n", " rec_machine = inversefed.GradientReconstructor(model, (dm, ds), config, num_images=gt_img.shape[0])\n", " results = rec_machine.reconstruct(input_grad, gt_label, gt_img ,img_shape=data_shape)\n", " output_img, stats = results" ] }, { "cell_type": "code", "execution_count": 7, "id": "1c41e813", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predictions for recontructed images: ['n000940', 'n004244', 'n000940', 'n004244']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with torch.no_grad(): \n", " rec_pred = model(output_img)\n", " print('Predictions for recontructed images: ', [classes[l] for l in torch.max(rec_pred, axis=1)[1]])\n", " stacked.grid_plot(idx, output_img, rec_pred, dm, ds)" ] }, { "cell_type": "code", "execution_count": null, "id": "f306e592", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "env1", "language": "python", "name": "env1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }