{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true, "pycharm": { "name": "#%% md\n" } }, "source": [ "# Explain PyTorch MobileNetV2 using the `Partition` explainer\n", "\n", "In this example we are explaining the output of MobileNetV2 for classifying images into 1000 ImageNet classes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import json\n", "\n", "import numpy as np\n", "import torch\n", "import torchvision\n", "\n", "import shap" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%%\n" } }, "source": [ "### Loading Model and Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "model = torchvision.models.mobilenet_v2(pretrained=True, progress=False)\n", "model.to(device)\n", "model.eval()\n", "X, y = shap.datasets.imagenet50()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of ImageNet classes: 1000\n" ] } ], "source": [ "# Getting ImageNet 1000 class names\n", "url = \"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json\"\n", "with open(shap.datasets.cache(url)) as file:\n", " class_names = [v[1] for v in json.load(file).values()]\n", "print(\"Number of ImageNet classes:\", len(class_names))\n", "# print(\"Class names:\", class_names)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Prepare data transformation pipeline\n", "\n", "mean = [0.485, 0.456, 0.406]\n", "std = [0.229, 0.224, 0.225]\n", "\n", "\n", "def nhwc_to_nchw(x: torch.Tensor) -> torch.Tensor:\n", " if x.dim() == 4:\n", " x = x if x.shape[1] == 3 else x.permute(0, 3, 1, 2)\n", " elif x.dim() == 3:\n", " x = x if x.shape[0] == 3 else x.permute(2, 0, 1)\n", " return x\n", "\n", "\n", "def nchw_to_nhwc(x: torch.Tensor) -> torch.Tensor:\n", " if x.dim() == 4:\n", " x = x if x.shape[3] == 3 else x.permute(0, 2, 3, 1)\n", " elif x.dim() == 3:\n", " x = x if x.shape[2] == 3 else x.permute(1, 2, 0)\n", " return x\n", "\n", "\n", "transform = [\n", " torchvision.transforms.Lambda(nhwc_to_nchw),\n", " torchvision.transforms.Lambda(lambda x: x * (1 / 255)),\n", " torchvision.transforms.Normalize(mean=mean, std=std),\n", " torchvision.transforms.Lambda(nchw_to_nhwc),\n", "]\n", "\n", "inv_transform = [\n", " torchvision.transforms.Lambda(nhwc_to_nchw),\n", " torchvision.transforms.Normalize(\n", " mean=(-1 * np.array(mean) / np.array(std)).tolist(),\n", " std=(1 / np.array(std)).tolist(),\n", " ),\n", " torchvision.transforms.Lambda(nchw_to_nhwc),\n", "]\n", "\n", "transform = torchvision.transforms.Compose(transform)\n", "inv_transform = torchvision.transforms.Compose(inv_transform)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def predict(img: np.ndarray) -> torch.Tensor:\n", " img = nhwc_to_nchw(torch.Tensor(img))\n", " img = img.to(device)\n", " output = model(img)\n", " return output" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Classes: [132 814]: ['American_egret' 'speedboat']\n" ] } ], "source": [ "# Check that transformations work correctly\n", "Xtr = transform(torch.Tensor(X))\n", "out = predict(Xtr[1:3])\n", "classes = torch.argmax(out, axis=1).cpu().numpy()\n", "print(f\"Classes: {classes}: {np.array(class_names)[classes]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explain one image" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=4998.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Partition explainer: 2it [00:12, 6.44s/it] \n" ] } ], "source": [ "topk = 4\n", "batch_size = 50\n", "n_evals = 10000\n", "\n", "# define a masker that is used to mask out partitions of the input image.\n", "masker_blur = shap.maskers.Image(\"blur(128,128)\", Xtr[0].shape)\n", "\n", "# create an explainer with model and image masker\n", "explainer = shap.Explainer(predict, masker_blur, output_names=class_names)\n", "\n", "# feed only one image\n", "# here we explain two images using 100 evaluations of the underlying model to estimate the SHAP values\n", "shap_values = explainer(\n", " Xtr[1:2],\n", " max_evals=n_evals,\n", " batch_size=batch_size,\n", " outputs=shap.Explanation.argsort.flip[:topk],\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(torch.Size([1, 224, 224, 3]), (1, 224, 224, 3, 4))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(shap_values.data.shape, shap_values.values.shape)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "shap_values.data = inv_transform(shap_values.data).cpu().numpy()[0]\n", "shap_values.values = [val for val in np.moveaxis(shap_values.values[0], -1, 0)]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap.image_plot(\n", " shap_values=shap_values.values,\n", " pixel_values=shap_values.data,\n", " labels=shap_values.output_names,\n", " true_labels=[class_names[132]],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explain multiple images" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=4998.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\r", "Partition explainer: 33%|███▎ | 1/3 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap.image_plot(\n", " shap_values=shap_values.values,\n", " pixel_values=shap_values.data,\n", " labels=shap_values.output_names,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 1 }