{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Integrated-gradient for image classification (PyTorch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an example of the integrated-gradient method on image classification with a PyTorch model. If using this explainer, please cite the original work: https://github.com/ankurtaly/Integrated-Gradients." ] }, { "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 IntegratedGradientImage" ] }, { "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. The following code loads one test image and the class names on ImageNet." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the test image\n", "img = Image(PilImage.open('../data/images/dog_cat.png').convert('RGB'))\n", "# Load the class names\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))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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": [ "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "model = models.inception_v3(pretrained=True).to(device)\n", "transform = transforms.Compose([\n", " transforms.Resize((256, 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", "preprocess = lambda ims: torch.stack([transform(im.to_pil()) for im in ims])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To initialize `IntegratedGradientImage`, we need to set the following parameters:\n", "\n", " - `model`: The ML model to explain, e.g., `tf.keras.Model` or `torch.nn.Module`.\n", " - `preprocess`: The preprocessing function converting the raw data (a `Image` instance) into the inputs of `model`.\n", " - `mode`: The task type, e.g., \"classification\" or \"regression\"." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explainer = IntegratedGradientImage(\n", " model=model,\n", " preprocess_function=preprocess\n", ")\n", "# Explain the top label\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 }