{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Counterfactual explanation on ImageNet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an example of `CounterfactualExplainer` on ImageNet. `CounterfactualExplainer` is an optimization based method for generating counterfactual examples, supporting classification tasks only. If using this explainer, please cite the paper \"Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR, Sandra Wachter, Brent Mittelstadt, Chris Russell, https://arxiv.org/abs/1711.00399\"." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n", "import plotly.io as pio\n", "pio.renderers.default = \"png\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import json\n", "import torch\n", "from torchvision import models, transforms\n", "from PIL import Image as PilImage\n", "\n", "from omnixai.data.image import Image\n", "from omnixai.explainers.vision import CounterfactualExplainer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We recommend using `Image` to represent a batch of images. `Image` can be constructed from a numpy array or a Pillow image. In this example, we load one image for testing purpose." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 224, 224, 3)\n" ] } ], "source": [ "# Load a test image\n", "img = Image(PilImage.open('../data/images/camera.jpg').convert('RGB'))\n", "# Load class names corresponding to the labels\n", "with open('../data/images/imagenet_class_index.json', 'r') as read_file:\n", " class_idx = json.load(read_file)\n", " idx2label = [class_idx[str(k)][1] for k in range(len(class_idx))]\n", "print(img.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To initialize `CounterfactualExplainer`, we need to set the following parameters:\n", " \n", " - `model`: The ML model to explain, e.g., `torch.nn.Module` or `tf.keras.Model`.\n", " - `preprocess_function`: The preprocessing function that converts the raw data (a `image` instance) into the inputs of `model`.\n", " - \"optimization parameters\": e.g., `binary_search_steps`, `num_iterations`. Please refer to the docs for more details.\n", " \n", "The model considered here is a ResNet model pretrained on ImageNet. The preprocessing function takes an `Image` instance as its input and outputs the processed features that the ML model consumes. In this example, the `Image` object is converted into a torch tensor via the defined `transform`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# A ResNet model to explain\n", "model = models.resnet50(pretrained=True)\n", "transform = transforms.Compose([\n", " transforms.Resize(256),\n", " transforms.CenterCrop(224),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n", "])\n", "# The preprocessing function\n", "preprocess = lambda ims: torch.stack([transform(im.to_pil()) for im in ims])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Initialize a `CounterfactualExplainer`\n", "explainer = CounterfactualExplainer(\n", " model=model,\n", " preprocess_function=preprocess,\n", " binary_search_steps=2,\n", " num_iterations=100\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can simply call `explainer.explain` to generate counterfactual examples for this classification task. `ipython_plot` plots the generated explanations in IPython. Parameter `index` indicates which instance to plot, e.g., `index = 0` means plotting the first instance in `img`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Binary step: 2 |███████████████████████████████████████-| 99.0% " ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate explanations\n", "explanations = explainer.explain(img)\n", "explanations.ipython_plot(index=0, class_names=idx2label)" ] } ], "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }