{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "bukochgPFg7s" }, "source": [ "# Explore different explanation wrappers\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/understandable-machine-intelligence-lab/Quantus/main?labpath=tutorials%2FTutorial_Explore_Explanation_Wrappers.ipynb)\n", "\n", "\n", "This notebook shows how to use the wrappers around different explanation libraries built into Quantus. \n", "\n", "For this purpose, we use a pre-trained ResNet-18 model and ImageNet dataset. A description for how to download the dataset can be found here: https://image-net.org/download.php.\n", "\n", "- Make sure to have GPUs enabled to speed up computation.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "mGhP4bTuoWYF" }, "source": [ "## 1) Preliminaries" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "JsPM8Lx2qFgn" }, "outputs": [], "source": [ "from IPython.display import clear_output\n", "!pip install torch torchvision captum quantus zennit\n", "clear_output()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "MuA8v9jLp-pf" }, "outputs": [], "source": [ "import sys\n", "import os\n", "import cv2\n", "import json\n", "import random\n", "from PIL import Image\n", "import pathlib\n", "import numpy as np\n", "import pandas as pd\n", "import quantus\n", "import torch\n", "import torchvision\n", "from captum.attr import *\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import zennit\n", "sns.set()\n", "\n", "# Enable GPU.\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") \n", "clear_output()" ] }, { "cell_type": "markdown", "metadata": { "id": "XqKzag4VFjHT" }, "source": [ "### 1.1 Load datasets\n", "\n", "We have prepared a small subset of ImageNet images which can be downloaded at: . Please make sure to download the contents of the folder, that are, the inputs `x_batch.pt`, outputs `y_batch.pt` and segmentation masks `s_batch.pt`. (A description for how to download the full dataset can be found here: .)\n", "\n", "If you use Google Colab, you might want to add the following:\n", "\n", "```python\n", "# Mount Google Drive.\n", "from google.colab import drive\n", "drive.mount('/content/drive', force_remount=True)\n", "````" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 7445, "status": "ok", "timestamp": 1665235039728, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "Q084kW_dvhXh", "outputId": "0563653c-c589-45d5-d9d5-f37ef137327d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "17 matches found.\n" ] } ], "source": [ "# Adjust this path.\n", "path_to_files = \"drive/MyDrive/Projects/quantus/tutorials/assets/imagenet_samples\"\n", "\n", "# Load test data and make loaders.\n", "x_batch = torch.load(f'{path_to_files}/x_batch.pt')\n", "y_batch = torch.load(f'{path_to_files}/y_batch.pt')\n", "s_batch = torch.load(f'{path_to_files}/s_batch.pt')\n", "x_batch, s_batch, y_batch = x_batch.to(device), s_batch.to(device), y_batch.to(device)\n", "print(f\"{len(x_batch)} matches found.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 191 }, "executionInfo": { "elapsed": 1484, "status": "ok", "timestamp": 1665235071917, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "aAR67-cnOS67", "outputId": "940203ef-7278-4f0f-c1b8-f340453e24a1" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot some inputs!\n", "\n", "nr_images = 5\n", "fig, axes = plt.subplots(nrows=1, ncols=nr_images, figsize=(nr_images*3, int(nr_images*2/3)))\n", "for i in range(nr_images):\n", " axes[i].imshow((np.moveaxis(quantus.normalise_func.denormalise(x_batch[i].cpu().numpy(), mean=np.array([0.485, 0.456, 0.406]), std=np.array([0.229, 0.224, 0.225])), 0, -1) * 255).astype(np.uint8), vmin=0.0, vmax=1.0, cmap=\"gray\")\n", " axes[i].title.set_text(f\"ImageNet class - {y_batch[i].item()}\")\n", " axes[i].axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "vmccxpA0n6MY" }, "source": [ "### 1.2 Load a pre-trained model\n", "\n", "In this example we load a pre-trained ResNet-18 model but it goes without saying that any model works." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 156, "referenced_widgets": [ "0f0106f6513240a0a7d91c3f0b602f62", "a70eebed81fb4d3f940aab42d5cc3a7f", "a73919954d094260be863c8846f81f3f", "83dc73fbc1c849a9afab62b2a5158477", "03314db96eca4760a7b549fff5818c1e", "38e792cd15d84eec8c2e13b9c7e04d63", "fc6fbb7807ce491e813f1e3d63a1ca6e", "c0a027c2c35045b586132dc4d5b5703c", "a8201ad81ed04a95ab6f17086160e68c", "d80271dc266d4074b8f6a3f1e1845a4e", "e5b3f273c4c44e7aab4e37bf6f31be76" ] }, "executionInfo": { "elapsed": 847, "status": "ok", "timestamp": 1665235076624, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "CUghaOhXddLU", "outputId": "c091c6a8-e832-42d7-9d4d-9877054f4c4d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/torchvision/models/_utils.py:209: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n", " f\"The parameter '{pretrained_param}' is deprecated since 0.13 and will be removed in 0.15, \"\n", "/usr/local/lib/python3.7/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n", "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f0106f6513240a0a7d91c3f0b602f62", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0.00/44.7M [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = random.randint(0, len(x_batch)-1)\n", "\n", "# Plot examplary explanations!\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 5))\n", "axes[0].imshow(np.moveaxis(quantus.normalise_func.denormalise(x_batch_tmp[index], mean=np.array([0.485, 0.456, 0.406]), std=np.array([0.229, 0.224, 0.225])), 0, -1), vmin=0.0, vmax=1.0)\n", "axes[0].title.set_text(f\"ImageNet class {y_batch_tmp[index].item()}\")\n", "exp = axes[1].imshow(a_batch[index].reshape(224, 224), cmap=\"seismic\") \n", "fig.colorbar(exp, fraction=0.03, pad=0.05); \n", "axes[0].axis(\"off\"); axes[1].axis(\"off\"); plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "vV93cvsuLX37" }, "source": [ "### 2.2. Zennit\n", "\n", "Define the XAI method that should be used to generate explanations. For the `zennit` wrapper, this is defined through a triple of canonizer, composite, and attributor. For example, the parameters for generating Integrated Gradient explanations look like the following." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "CfLlP4k1LX38" }, "outputs": [], "source": [ "# The canonizer can be a zennit.canonizers.Canonizer subclass or None.\n", "canonizer = None \n", "\n", "# The composite can be a zennit.core.Composite subclass, a string mapping to a composite, or None.\n", "composite = None\n", "\n", "# The attributor can be any zennit.attribution.Attributor subclass.\n", "attributor = zennit.attribution.IntegratedGradients \n", "\n", "# In case both captum and zennit are installed, this kwarg also needs to be set to \"zennit\"\n", "xai_lib = \"zennit\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 180, "status": "ok", "timestamp": 1665235668970, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "j6hVzifbsNW_", "outputId": "0fe59e58-6154-4a11-be72-c8324e0ea13c" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/quantus/helpers/explanation_func.py:49: UserWarning: Using quantus 'explain' function as an explainer without specifying 'method' (str) in kwargs will produce a vanilla 'Gradient' explanation.\n", "\n", " category=UserWarning,\n", "/usr/local/lib/python3.7/dist-packages/captum/_utils/gradient.py:59: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", " \"required_grads has been set automatically.\" % index\n" ] } ], "source": [ "# Generate Integrated Gradients attributions of the first batch of the test set.\n", "a_batch = quantus.explain(\n", " model, \n", " x_batch, \n", " y_batch, \n", " canonizer=canonizer,\n", " composite=composite,\n", " attributor=attributor,\n", ")\n", "\n", "# Save x_batch and y_batch as numpy arrays that will be used to call metric instances.\n", "x_batch_tmp, y_batch_tmp = x_batch.cpu().numpy(), y_batch.cpu().numpy()\n", "\n", "# Quick assert.\n", "assert [isinstance(obj, np.ndarray) for obj in [x_batch, y_batch, a_batch]]" ] }, { "cell_type": "markdown", "metadata": { "id": "GqjAvbSsLX39" }, "source": [ "Visualize attributions given model and paris of input-output." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 250 }, "executionInfo": { "elapsed": 896, "status": "ok", "timestamp": 1665235675758, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "4OWuD0idLX39", "outputId": "f442f31b-db42-4ce0-a045-2d3a935940f7" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = random.randint(0, len(x_batch)-1)\n", "\n", "# Plot examplary explanations!\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 5))\n", "axes[0].imshow(np.moveaxis(quantus.normalise_func.denormalise(x_batch_tmp[index], mean=np.array([0.485, 0.456, 0.406]), std=np.array([0.229, 0.224, 0.225])), 0, -1), vmin=0.0, vmax=1.0)\n", "axes[0].title.set_text(f\"ImageNet class {y_batch_tmp[index].item()}\")\n", "exp = axes[1].imshow(a_batch[index].reshape(224, 224), cmap=\"seismic\") \n", "fig.colorbar(exp, fraction=0.03, pad=0.05); \n", "axes[0].axis(\"off\"); axes[1].axis(\"off\"); plt.show();" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "nm589PQxx9je" }, "outputs": [], "source": [] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", 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