{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "bukochgPFg7s" }, "source": [ "# ImageNet Quantification with Quantus\n", "[](https://mybinder.org/v2/gh/understandable-machine-intelligence-lab/Quantus/main?labpath=tutorials%2FTutorial_ImageNet_Quantification_with_Quantus.ipynb)\n", "\n", "\n", "This notebook shows some different types of analysis that can be conducted with Quantus, going from qualitative analysis to quantitative analysis and sensitivity analysis.\n", "\n", "For this purpose, we use a pre-trained PyTorch MobileNet V3 model and ImageNet dataset.\n", "\n", "- Make sure to have GPUs enabled to speed up computation." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "4mOgIFSaieij" }, "outputs": [], "source": [ "from IPython.display import clear_output\n", "!pip install torch torchvision captum quantus\n", "clear_output()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "RKdDGxYLkIS3" }, "outputs": [], "source": [ "import pathlib\n", "import random\n", "import copy\n", "import gc\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import torch\n", "import torchvision\n", "from captum.attr import *\n", "import quantus\n", "sns.set() \n", "\n", "# Enable GPU. \n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "markdown", "metadata": { "id": "mGhP4bTuoWYF" }, "source": [ "## 1) Preliminaries" ] }, { "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: <https://github.com/understandable-machine-intelligence-lab/Quantus/tree/main/tutorials/assets/imagenet_samples/>. 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: <https://image-net.org/download.php>.)\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": 3686, "status": "ok", "timestamp": 1665236176800, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "fJBgQGAVzNo9", "outputId": "e84b45ea-4f78-4e83-97b4-df1d13d3ba7a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "# Mount Google Drive.\n", "from google.colab import drive\n", "drive.mount('/content/drive', force_remount=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 3, "status": "ok", "timestamp": 1665236238909, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "g_uHdc9Pg2ra", "outputId": "d9eb1ef8-fe30-4e6d-870f-e7c9a04288a3" }, "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": 1678, "status": "ok", "timestamp": 1665236263568, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "aAR67-cnOS67", "outputId": "18a2f80c-71fc-4883-ebc0-9c047dfb43b2" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x216 with 5 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot some inputs!\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 MobileNet V3 model but it goes without saying that any model works." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 292, "status": "ok", "timestamp": 1665237859447, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "s5jVhWiPPnlW", "outputId": "f17e9d5e-8575-4415-c994-533f9e313b27" }, "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=MobileNet_V3_Small_Weights.IMAGENET1K_V1`. You can also use `weights=MobileNet_V3_Small_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] } ], "source": [ "def evaluate_model(model, data, device):\n", " \"\"\"Evaluate accuracy of torch model.\"\"\"\n", " model.eval()\n", " logits = torch.Tensor().to(device)\n", " targets = torch.LongTensor().to(device)\n", "\n", " with torch.no_grad():\n", " for images, _, labels in data:\n", " images, labels = images.to(device), labels.to(device)\n", " logits = torch.cat([logits, model(images)])\n", " targets = torch.cat([targets, labels])\n", " \n", " return np.mean(np.argmax(logits.cpu().numpy(), axis=1) == targets.cpu().numpy())\n", " \n", "# Load pre-trained MobileNet V3 model.\n", "model = torchvision.models.mobilenet_v3_small(pretrained=True)\n", "model = model.to(device)" ] }, { "cell_type": "markdown", "metadata": { "id": "4vY9mZQanaxr" }, "source": [ "### 1.3 Write own explainer functions to use with Quantus\n", "\n", "There exist multiple ways to generate explanations for neural network models e.g., using `captum` or `innvestigate` libraries. In this example, we rely completely customised explainer functions. All necessary source code is pasted below." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "gNxAtc2Co1pL" }, "outputs": [], "source": [ "def explainer_wrapper(**kwargs):\n", " \"\"\"Wrapper for explainer functions.\"\"\"\n", " if kwargs[\"method\"] == \"Saliency\":\n", " return saliency_explainer(**kwargs)\n", " elif kwargs[\"method\"] == \"IntegratedGradients\":\n", " return intgrad_explainer(**kwargs)\n", " elif kwargs[\"method\"] == \"FusionGrad\":\n", " return fusiongrad_explainer(**kwargs)\n", " elif kwargs[\"method\"] == \"GradientShap\":\n", " return gradshap_explainer(**kwargs)\n", " else:\n", " raise ValueError(\"Pick an explaination function that exists.\")\n", "\n", "\n", "def saliency_explainer(\n", " model, inputs, targets, abs=False, normalise=False, *args, **kwargs\n", ") -> np.array:\n", " \"\"\"Wrapper aorund captum's Saliency implementation.\"\"\"\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " # Set model in evaluate mode.\n", " model.to(kwargs.get(\"device\", None))\n", " model.eval()\n", "\n", " if not isinstance(inputs, torch.Tensor):\n", " inputs = (\n", " torch.Tensor(inputs)\n", " .reshape(\n", " -1,\n", " kwargs.get(\"nr_channels\", 3),\n", " kwargs.get(\"img_size\", 224),\n", " kwargs.get(\"img_size\", 224),\n", " )\n", " .to(kwargs.get(\"device\", None))\n", " )\n", " if not isinstance(targets, torch.Tensor):\n", " targets = (\n", " torch.as_tensor(targets).long().to(kwargs.get(\"device\", None))\n", " ) # inputs = inputs.reshape(-1, 3, 224, 224)\n", "\n", " assert (\n", " len(np.shape(inputs)) == 4\n", " ), \"Inputs should be shaped (nr_samples, nr_channels, img_size, img_size) e.g., (1, 3, 224, 224).\"\n", "\n", " explanation = (\n", " Saliency(model)\n", " .attribute(inputs, targets, abs=abs)\n", " .sum(axis=1)\n", " .reshape(-1, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224))\n", " .cpu()\n", " .data\n", " )\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " if normalise:\n", " explanation = quantus.normalise_func.normalise_by_negative(explanation)\n", "\n", " if isinstance(explanation, torch.Tensor):\n", " if explanation.requires_grad:\n", " return explanation.cpu().detach().numpy()\n", " return explanation.cpu().numpy()\n", "\n", " return explanation\n", "\n", "\n", "def intgrad_explainer(\n", " model, inputs, targets, abs=False, normalise=False, *args, **kwargs\n", ") -> np.array:\n", " \"\"\"Wrapper aorund captum's Integrated Gradients implementation.\"\"\"\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " # Set model in evaluate mode.\n", " model.to(kwargs.get(\"device\", None))\n", " model.eval()\n", "\n", " if not isinstance(inputs, torch.Tensor):\n", " inputs = (\n", " torch.Tensor(inputs)\n", " .reshape(\n", " -1,\n", " kwargs.get(\"nr_channels\", 3),\n", " kwargs.get(\"img_size\", 224),\n", " kwargs.get(\"img_size\", 224),\n", " )\n", " .to(kwargs.get(\"device\", None))\n", " )\n", " if not isinstance(targets, torch.Tensor):\n", " targets = torch.as_tensor(targets).long().to(kwargs.get(\"device\", None))\n", "\n", " assert (\n", " len(np.shape(inputs)) == 4\n", " ), \"Inputs should be shaped (nr_samples, nr_channels, img_size, img_size) e.g., (1, 3, 224, 224).\"\n", "\n", " explanation = (\n", " IntegratedGradients(model)\n", " .attribute(\n", " inputs=inputs,\n", " target=targets,\n", " baselines=torch.zeros_like(inputs),\n", " n_steps=10,\n", " method=\"riemann_trapezoid\",\n", " )\n", " .sum(axis=1)\n", " .reshape(-1, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224))\n", " .cpu()\n", " .data\n", " )\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " if normalise:\n", " explanation = quantus.normalise_func.normalise_by_negative(explanation)\n", "\n", " if isinstance(explanation, torch.Tensor):\n", " if explanation.requires_grad:\n", " return explanation.cpu().detach().numpy()\n", " return explanation.cpu().numpy()\n", "\n", " return explanation\n", "\n", "\n", "def gradshap_explainer(\n", " model, inputs, targets, abs=False, normalise=False, *args, **kwargs\n", ") -> np.array:\n", " \"\"\"Wrapper aorund captum's GradShap implementation.\"\"\"\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " # Set model in evaluate mode.\n", " model.to(kwargs.get(\"device\", None))\n", " model.eval()\n", "\n", " if not isinstance(inputs, torch.Tensor):\n", " inputs = (\n", " torch.Tensor(inputs)\n", " .reshape(\n", " -1,\n", " kwargs.get(\"nr_channels\", 3),\n", " kwargs.get(\"img_size\", 224),\n", " kwargs.get(\"img_size\", 224),\n", " )\n", " .to(kwargs.get(\"device\", None))\n", " )\n", "\n", " if not isinstance(targets, torch.Tensor):\n", " targets = torch.as_tensor(targets).long().to(kwargs.get(\"device\", None))\n", "\n", " assert (\n", " len(np.shape(inputs)) == 4\n", " ), \"Inputs should be shaped (nr_samples, nr_channels, img_size, img_size) e.g., (1, 3, 224, 224).\"\n", "\n", " baselines = torch.zeros_like(inputs).to(kwargs.get(\"device\", None))\n", " explanation = (\n", " GradientShap(model)\n", " .attribute(inputs=inputs, target=targets, baselines=baselines)\n", " .sum(axis=1)\n", " .reshape(-1, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224))\n", " .cpu()\n", " .data\n", " )\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " if normalise:\n", " explanation = quantus.normalise_func.normalise_by_negative(explanation)\n", "\n", " if isinstance(explanation, torch.Tensor):\n", " if explanation.requires_grad:\n", " return explanation.cpu().detach().numpy()\n", " return explanation.cpu().numpy()\n", "\n", " return explanation\n", "\n", "def fusiongrad_explainer(\n", " model, inputs, targets, abs=False, normalise=False, *args, **kwargs\n", ") -> np.array:\n", " \"\"\"Wrapper aorund captum's FusionGrad implementation.\"\"\"\n", "\n", " std = kwargs.get(\"std\", 0.5)\n", " mean = kwargs.get(\"mean\", 1.0)\n", " n = kwargs.get(\"n\", 10)\n", " m = kwargs.get(\"m\", 10)\n", " sg_std = kwargs.get(\"sg_std\", 0.5)\n", " sg_mean = kwargs.get(\"sg_mean\", 0.0)\n", " posterior_mean = kwargs.get(\"posterior_mean\", None)\n", " noise_type = kwargs.get(\"noise_type\", \"multiplicative\")\n", " clip = kwargs.get(\"clip\", False)\n", "\n", " def _sample(model, posterior_mean, std, distribution=None, noise_type=\"multiplicative\"):\n", " \"\"\"Implmentation to sample a model.\"\"\"\n", "\n", " # Load model params.\n", " model.load_state_dict(posterior_mean)\n", "\n", " # If std is not zero, loop over each layer and add Gaussian noise.\n", " if not std == 0.0:\n", " with torch.no_grad():\n", " for layer in model.parameters():\n", " if noise_type == \"additive\":\n", " layer.add_(distribution.sample(layer.size()).to(layer.device))\n", " elif noise_type == \"multiplicative\":\n", " layer.mul_(distribution.sample(layer.size()).to(layer.device))\n", " else:\n", " print(\n", " \"Set NoiseGrad attribute 'noise_type' to either 'additive' or 'multiplicative' (str).\"\n", " )\n", "\n", " return model\n", "\n", "\n", " # Creates a normal (also called Gaussian) distribution.\n", " distribution = torch.distributions.normal.Normal(\n", " loc=torch.as_tensor(mean, dtype=torch.float),\n", " scale=torch.as_tensor(std, dtype=torch.float),\n", " )\n", "\n", " # Set model in evaluate mode.\n", " model.to(kwargs.get(\"device\", None))\n", " model.eval()\n", "\n", " if not isinstance(inputs, torch.Tensor):\n", " inputs = (\n", " torch.Tensor(inputs)\n", " .reshape(\n", " -1,\n", " kwargs.get(\"nr_channels\", 3),\n", " kwargs.get(\"img_size\", 224),\n", " kwargs.get(\"img_size\", 224),\n", " )\n", " .to(kwargs.get(\"device\", None))\n", " )\n", " if not isinstance(targets, torch.Tensor):\n", " targets = torch.as_tensor(targets).long().to(kwargs.get(\"device\", None))\n", "\n", " assert (\n", " len(np.shape(inputs)) == 4\n", " ), \"Inputs should be shaped (nr_samples, nr_channels, img_size, img_size) e.g., (1, 3, 224, 224).\"\n", "\n", " if inputs.shape[0] > 1:\n", " explanation = torch.zeros(\n", " (\n", " n,\n", " m,\n", " inputs.shape[0],\n", " kwargs.get(\"img_size\", 224),\n", " kwargs.get(\"img_size\", 224),\n", " )\n", " )\n", " else:\n", " explanation = torch.zeros(\n", " (n, m, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224))\n", " )\n", "\n", " for i in range(n):\n", " model = _sample(\n", " model=model,\n", " posterior_mean=posterior_mean,\n", " std=std,\n", " distribution=distribution,\n", " noise_type=noise_type,\n", " )\n", " for j in range(m):\n", " inputs_noisy = inputs + torch.randn_like(inputs) * sg_std + sg_mean\n", " if clip:\n", " inputs_noisy = torch.clip(inputs_noisy, min=0.0, max=1.0)\n", "\n", " explanation[i][j] = (\n", " Saliency(model)\n", " .attribute(inputs_noisy, targets, abs=abs)\n", " .sum(axis=1)\n", " .reshape(-1, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224))\n", " .cpu()\n", " .data\n", " )\n", "\n", " explanation = explanation.mean(axis=(0, 1))\n", "\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " if normalise:\n", " explanation = quantus.normalise_func.normalise_by_negative(explanation)\n", "\n", " if isinstance(explanation, torch.Tensor):\n", " if explanation.requires_grad:\n", " return explanation.cpu().detach().numpy()\n", " return explanation.cpu().numpy()\n", "\n", " return explanation" ] }, { "cell_type": "markdown", "metadata": { "id": "a7I-C9t62Eic" }, "source": [ "### 1.4 Generate explanations" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 18191, "status": "ok", "timestamp": 1665237203913, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "M6XYvp5Y2D-S", "outputId": "ac68c629-4ded-429f-871f-9b85eb337c22" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/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": [ "# Produce explanations and empty cache to to survive memory-wise.\n", "\n", "# Saliency.\n", "gc.collect()\n", "torch.cuda.empty_cache()\n", "a_batch_saliency = saliency_explainer(model=model.cpu(),\n", " inputs=x_batch,\n", " targets=y_batch,\n", " **{\"device\": device},\n", " )\n", "# GradShap.\n", "gc.collect()\n", "torch.cuda.empty_cache()\n", "a_batch_gradshap = gradshap_explainer(model=model.cpu(), \n", " inputs=x_batch,\n", " targets=y_batch, \n", " **{\"device\": device},\n", " )\n", "# Integrated Gradients.\n", "gc.collect()\n", "torch.cuda.empty_cache()\n", "a_batch_intgrad = intgrad_explainer(model=model.cpu(),\n", " inputs=x_batch,\n", " targets=y_batch,\n", " **{\"device\": device},\n", " )\n", "\n", "# FusionGrad\n", "gc.collect()\n", "torch.cuda.empty_cache()\n", "posterior_mean = copy.deepcopy(torchvision.models.mobilenet_v3_small(pretrained=True).to(device).state_dict())\n", "a_batch_fusiongrad = fusiongrad_explainer(model=torchvision.models.mobilenet_v3_small(pretrained=True).to(device), \n", " inputs=x_batch, \n", " targets=y_batch, \n", " **{\"posterior_mean\": posterior_mean, \"mean\": 1.0, \"std\": 0.5, \n", " \"sg_mean\": 0.0, \"sg_std\": 0.5, \"n\": 25, \"m\": 25, \n", " \"noise_type\": \"multiplicative\", \"device\": device})\n", "\n", "# Save explanations to file.\n", "explanations = {\n", " \"Saliency\": a_batch_saliency,\n", " \"GradientShap\": a_batch_gradshap,\n", " \"IntegratedGradients\": a_batch_intgrad,\n", " \"FusionGrad\": a_batch_fusiongrad\n", "}" ] }, { "cell_type": "markdown", "metadata": { "id": "iRDwzUUp8bR2" }, "source": [ "Visulise attributions given model and pairs of input-output." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 191 }, "executionInfo": { "elapsed": 6, "status": "ok", "timestamp": 1665237981011, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "-8wH0OjM38MN", "outputId": "02a31093-0ad6-408b-9b66-3326d4cc7aeb" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x576 with 5 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index = 10 #random.randint(0, len(x_batch)-1)\n", "fig, axes = plt.subplots(nrows=1, ncols=1+len(explanations), figsize=(15, 8))\n", "axes[0].imshow(np.moveaxis(quantus.normalise_func.denormalise(x_batch[index].cpu().numpy(), 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[index].item()}\")\n", "axes[0].axis(\"off\"); \n", "for i, (k, v) in enumerate(explanations.items()):\n", " axes[i+1].imshow(quantus.normalise_func.normalise_by_negative(explanations[k][index].reshape(224, 224)), cmap=\"seismic\", vmin=-1.0, vmax=1.0)\n", " axes[i+1].title.set_text(f\"{k}\")\n", " axes[i+1].axis(\"off\");" ] }, { "cell_type": "markdown", "metadata": { "id": "tuBkEBv3mihR" }, "source": [ "## 2) Quantification with Quantus\n", "\n", "In the following sections, we analyse the set of explanations under different perspectives:\n", "\n", "- Qualitative\n", "- Qualitative \n", "- Sensitivity" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "m2ERMGxymqn8" }, "outputs": [], "source": [ "# Plotting configs.\n", "colours_order = [\"#008080\", \"#FFA500\", \"#124E78\", \"#d62728\"]\n", "methods_order = [\"Saliency (SA)\", \"Integrated\\nGradients (IG)\", \"GradientShap (GS)\", \"FusionGrad (FG)\"]\n", "\n", "plt.rcParams['ytick.left'] = False\n", "plt.rcParams['ytick.labelleft'] = False\n", "plt.rcParams['xtick.bottom'] = False\n", "plt.rcParams['xtick.labelbottom'] = False\n", "include_titles = True" ] }, { "cell_type": "markdown", "metadata": { "id": "E28247rZBJYG" }, "source": [ "### 2.2 Qualitative analysis" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 225 }, "executionInfo": { "elapsed": 1089, "status": "ok", "timestamp": 1665238157058, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "ZScHT03wl00s", "outputId": "df51f8b3-5e3a-4cd3-9920-95d9217ef0ea" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 5 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot explanations!\n", "index = 1\n", "ncols = 1 + len(explanations)\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=ncols, figsize=(15, int(ncols)*3))\n", "\n", "for i in range(ncols):\n", "\n", " if i == 0:\n", " axes[0].imshow(np.moveaxis(quantus.normalise_func.denormalise(x_batch[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", " if include_titles:\n", " axes[0].set_title(f\"ImageNet class {y_batch[index].item()}\", fontsize=14)\n", " axes[0].axis(\"off\")\n", " \n", " else:\n", " \n", " xai = methods_order[i-1].split(\"(\")[0].replace(\" \", \"\").replace(\"\\n\", \"\")\n", " \n", " axes[i].imshow(quantus.normalise_func.normalise_by_negative(explanations[xai][index].reshape(224, 224)), cmap=\"seismic\", vmin=-1.0, vmax=1.0)\n", " if include_titles:\n", " axes[i].set_title(f\"{methods_order[i-1]}\", fontsize=14)\n", "\n", " # Frame configs.\n", " axes[i].xaxis.set_visible([])\n", " axes[i].yaxis.set_visible([])\n", " axes[i].spines[\"top\"].set_color(colours_order[i-1])\n", " axes[i].spines[\"bottom\"].set_color(colours_order[i-1])\n", " axes[i].spines[\"left\"].set_color(colours_order[i-1])\n", " axes[i].spines[\"right\"].set_color(colours_order[i-1])\n", " axes[i].spines[\"top\"].set_linewidth(5)\n", " axes[i].spines[\"bottom\"].set_linewidth(5)\n", " axes[i].spines[\"left\"].set_linewidth(5)\n", " axes[i].spines[\"right\"].set_linewidth(5)\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": { "id": "7oVezmtN7gXa" }, "source": [ "From this visualisation, it is hard a decipher which explanation method may be preferred or most helpful in the task of explaining the Imagenet class." ] }, { "cell_type": "markdown", "metadata": { "id": "aBJnm6Uf47Ng" }, "source": [ "### 2.2 Quantiative analysis\n", "\n", "Second, we use Quantus to be able to quantiatively assess the different explanation methods on various evaluation criteria." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "MrmM15BC8B3Y" }, "outputs": [], "source": [ "# Plotting specifics.\n", "from matplotlib.patches import Circle, RegularPolygon\n", "from matplotlib.path import Path\n", "from matplotlib.projections.polar import PolarAxes\n", "from matplotlib.projections import register_projection\n", "from matplotlib.spines import Spine\n", "from matplotlib.transforms import Affine2D" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "4mEx1Ogbtjpk" }, "outputs": [], "source": [ "# Source code: https://matplotlib.org/stable/gallery/specialty_plots/radar_chart.html.\n", "\n", "def radar_factory(num_vars, frame='circle'):\n", " \"\"\"Create a radar chart with `num_vars` axes.\n", "\n", " This function creates a RadarAxes projection and registers it.\n", "\n", " Parameters\n", " ----------\n", " num_vars : int\n", " Number of variables for radar chart.\n", " frame : {'circle' | 'polygon'}\n", " Shape of frame surrounding axes.\n", " \"\"\"\n", " # calculate evenly-spaced axis angles\n", " theta = np.linspace(0, 2*np.pi, num_vars, endpoint=False)\n", "\n", " class RadarAxes(PolarAxes):\n", "\n", " name = 'radar'\n", "\n", " def __init__(self, *args, **kwargs):\n", " super().__init__(*args, **kwargs)\n", " # rotate plot such that the first axis is at the top\n", " self.set_theta_zero_location('N')\n", "\n", " def fill(self, *args, closed=True, **kwargs):\n", " \"\"\"Override fill so that line is closed by default.\"\"\"\n", " return super().fill(closed=closed, *args, **kwargs)\n", "\n", " def plot(self, *args, **kwargs):\n", " \"\"\"Override plot so that line is closed by default.\"\"\"\n", " lines = super().plot(*args, **kwargs)\n", " for line in lines:\n", " self._close_line(line)\n", "\n", " def _close_line(self, line):\n", " x, y = line.get_data()\n", " # FIXME: markers at x[0], y[0] get doubled-up\n", " if x[0] != x[-1]:\n", " x = np.concatenate((x, [x[0]]))\n", " y = np.concatenate((y, [y[0]]))\n", " line.set_data(x, y)\n", "\n", " def set_varlabels(self, labels, angles=None):\n", " self.set_thetagrids(angles=np.degrees(theta), labels=labels)\n", "\n", " def _gen_axes_patch(self):\n", " # The Axes patch must be centered at (0.5, 0.5) and of radius 0.5\n", " # in axes coordinates.\n", " if frame == 'circle':\n", " return Circle((0.5, 0.5), 0.5)\n", " elif frame == 'polygon':\n", " return RegularPolygon((0.5, 0.5), num_vars,\n", " radius=.5, edgecolor=\"k\")\n", " else:\n", " raise ValueError(\"unknown value for 'frame': %s\" % frame)\n", "\n", " def draw(self, renderer):\n", " \"\"\" Draw. If frame is polygon, make gridlines polygon-shaped.\"\"\"\n", " if frame == 'polygon':\n", " gridlines = self.yaxis.get_gridlines()\n", " for gl in gridlines:\n", " gl.get_path()._interpolation_steps = num_vars\n", " super().draw(renderer)\n", "\n", "\n", " def _gen_axes_spines(self):\n", " if frame == 'circle':\n", " return super()._gen_axes_spines()\n", " elif frame == 'polygon':\n", " # spine_type must be 'left'/'right'/'top'/'bottom'/'circle'.\n", " spine = Spine(axes=self,\n", " spine_type='circle',\n", " path=Path.unit_regular_polygon(num_vars))\n", " # unit_regular_polygon gives a polygon of radius 1 centered at\n", " # (0, 0) but we want a polygon of radius 0.5 centered at (0.5,\n", " # 0.5) in axes coordinates.\n", " spine.set_transform(Affine2D().scale(.5).translate(.5, .5)\n", " + self.transAxes)\n", "\n", " return {'polar': spine}\n", " else:\n", " raise ValueError(\"unknown value for 'frame': %s\" % frame)\n", "\n", " register_projection(RadarAxes)\n", " return theta" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "PRZLSM9N8MVb" }, "outputs": [], "source": [ "# Define XAI methods and metrics.\n", "xai_methods = list(explanations.keys())\n", "metrics = {\n", " \"Robustness\": quantus.AvgSensitivity(\n", " nr_samples=10,\n", " lower_bound=0.2,\n", " norm_numerator=quantus.norm_func.fro_norm,\n", " norm_denominator=quantus.norm_func.fro_norm,\n", " perturb_func=quantus.perturb_func.uniform_noise,\n", " similarity_func=quantus.similarity_func.difference,\n", " abs=False,\n", " normalise=False,\n", " aggregate_func=np.mean,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " ),\n", " \"Faithfulness\": quantus.FaithfulnessCorrelation(\n", " nr_runs=10,\n", " subset_size=224,\n", " perturb_baseline=\"black\",\n", " perturb_func=quantus.perturb_func.baseline_replacement_by_indices,\n", " similarity_func=quantus.similarity_func.correlation_pearson,\n", " abs=False,\n", " normalise=False,\n", " aggregate_func=np.mean,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " ),\n", " \"Localisation\": quantus.RelevanceRankAccuracy(\n", " abs=False,\n", " normalise=False,\n", " aggregate_func=np.mean,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " ),\n", " \"Complexity\": quantus.Sparseness(\n", " abs=True,\n", " normalise=False,\n", " aggregate_func=np.mean,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " ),\n", " \"Randomisation\": quantus.RandomLogit(\n", " num_classes=1000,\n", " similarity_func=quantus.similarity_func.ssim,\n", " abs=True,\n", " normalise=False,\n", " aggregate_func=np.mean,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " ),\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "fos_y9ghLucn" }, "outputs": [], "source": [ "# Retrieve stored 'dummy' data.\n", "results = {\n", " \"Saliency\": {\n", " \"Robustness\": [0.023706467548275694],\n", " \"Faithfulness\": [0.06749252841918861],\n", " \"Localisation\": [0.5122173871263156],\n", " \"Complexity\": [0.5503504513474646],\n", " \"Randomisation\": [0.8064057449830752],\n", " },\n", " \"GradientShap\": {\n", " \"Robustness\": [0.034456219962414575],\n", " \"Faithfulness\": [0.04583139237937677],\n", " \"Localisation\": [0.5046252238901434],\n", " \"Complexity\": [0.6088842825604118],\n", " \"Randomisation\": [0.7366918283019923],\n", " },\n", " \"IntegratedGradients\": {\n", " \"Robustness\": [0.02690529538428082],\n", " \"Faithfulness\": [-0.08233498797221532],\n", " \"Localisation\": [0.5071891576864163],\n", " \"Complexity\": [0.6107274870736773],\n", " \"Randomisation\": [0.7915174357470123],\n", " },\n", " \"FusionGrad\": {\n", " \"Robustness\": [5728.689449534697],\n", " \"Faithfulness\": [0.0004617348733465858],\n", " \"Localisation\": [0.493903066639846],\n", " \"Complexity\": [0.5320443076081544],\n", " \"Randomisation\": [0.006262477424033301],\n", " },\n", "}\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 2804258, "status": "ok", "timestamp": 1665241992952, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "cD0syIg98xyG", "outputId": "2fc5e5d0-5fd1-4663-89b4-e546d452707c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evaluating Robustness of Saliency method.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/torchvision/models/_utils.py:223: UserWarning:\n", "\n", "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=MobileNet_V3_Small_Weights.IMAGENET1K_V1`. You can also use `weights=MobileNet_V3_Small_Weights.DEFAULT` to get the most up-to-date weights.\n", "\n", "/usr/local/lib/python3.7/dist-packages/captum/_utils/gradient.py:59: UserWarning:\n", "\n", "Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evaluating Faithfulness of Saliency method.\n", "Evaluating Localisation of Saliency method.\n", "Evaluating Complexity of Saliency method.\n", "Evaluating Randomisation of Saliency method.\n", "Evaluating Robustness of GradientShap method.\n", "Evaluating Faithfulness of GradientShap method.\n", "Evaluating Localisation of GradientShap method.\n", "Evaluating Complexity of GradientShap method.\n", "Evaluating Randomisation of GradientShap method.\n", "Evaluating Robustness of IntegratedGradients method.\n", "Evaluating Faithfulness of IntegratedGradients method.\n", "Evaluating Localisation of IntegratedGradients method.\n", "Evaluating Complexity of IntegratedGradients method.\n", "Evaluating Randomisation of IntegratedGradients method.\n", "Evaluating Robustness of FusionGrad method.\n", "Evaluating Faithfulness of FusionGrad method.\n", "Evaluating Localisation of FusionGrad method.\n", "Evaluating Complexity of FusionGrad method.\n", "Evaluating Randomisation of FusionGrad method.\n" ] } ], "source": [ "# Or, run quantification analysis!\n", "results = {method : {} for method in xai_methods}\n", "\n", "for method in xai_methods:\n", " for metric, metric_func in metrics.items():\n", "\n", " print(f\"Evaluating {metric} of {method} method.\")\n", " gc.collect()\n", " torch.cuda.empty_cache()\n", "\n", " # Get scores and append results.\n", " scores = metric_func(\n", " model=torchvision.models.mobilenet_v3_small(weights=True).to(device),\n", " x_batch=x_batch,\n", " y_batch=y_batch,\n", " a_batch=None,\n", " s_batch=s_batch,\n", " device=device,\n", " explain_func=explainer_wrapper,\n", " explain_func_kwargs={\n", " \"method\": method,\n", " \"posterior_mean\": copy.deepcopy(\n", " torchvision.models.mobilenet_v3_small(weights=True)\n", " .to(device)\n", " .state_dict()\n", " ),\n", " \"mean\": 1.0,\n", " \"std\": 0.5,\n", " \"sg_mean\": 0.0,\n", " \"sg_std\": 0.5,\n", " \"n\": 25,\n", " \"m\": 25,\n", " \"noise_type\": \"multiplicative\",\n", " \"device\": device,\n", " },\n", " )\n", " results[method][metric] = scores\n", "\n", " # Empty cache.\n", " gc.collect()\n", " torch.cuda.empty_cache()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "executionInfo": { "elapsed": 10, "status": "ok", "timestamp": 1665241992955, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "NHMuVFgw-oK9", "outputId": "51ea22d0-4485-4c60-f96c-3a25b3ad21b7" }, "outputs": [ { "data": { "text/html": [ "\n", " <div id=\"df-7c501341-d941-4986-84a1-91979f680e32\">\n", " <div class=\"colab-df-container\">\n", " <div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Faithfulness</th>\n", " <th>Localisation</th>\n", " <th>Complexity</th>\n", " <th>Randomisation</th>\n", " <th>Robustness</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>Saliency</th>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>2.0</td>\n", " <td>4.0</td>\n", " <td>4.0</td>\n", " </tr>\n", " <tr>\n", " <th>GradientShap</th>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " </tr>\n", " <tr>\n", " <th>IntegratedGradients</th>\n", " <td>4.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>3.0</td>\n", " <td>3.0</td>\n", " </tr>\n", " <tr>\n", " <th>FusionGrad</th>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>\n", " <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7c501341-d941-4986-84a1-91979f680e32')\"\n", " title=\"Convert this dataframe to an interactive table.\"\n", " style=\"display:none;\">\n", " \n", " <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", " width=\"24px\">\n", " <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", " <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", " </svg>\n", " </button>\n", " \n", " <style>\n", " .colab-df-container {\n", " display:flex;\n", " flex-wrap:wrap;\n", " gap: 12px;\n", " }\n", "\n", " .colab-df-convert {\n", " background-color: #E8F0FE;\n", " border: none;\n", " border-radius: 50%;\n", " cursor: pointer;\n", " display: none;\n", " fill: #1967D2;\n", " height: 32px;\n", " padding: 0 0 0 0;\n", " width: 32px;\n", " }\n", "\n", " .colab-df-convert:hover {\n", " background-color: #E2EBFA;\n", " box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", " fill: #174EA6;\n", " }\n", "\n", " [theme=dark] .colab-df-convert {\n", " background-color: #3B4455;\n", " fill: #D2E3FC;\n", " }\n", "\n", " [theme=dark] .colab-df-convert:hover {\n", " background-color: #434B5C;\n", " box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", " filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", " fill: #FFFFFF;\n", " }\n", " </style>\n", "\n", " <script>\n", " const buttonEl =\n", " document.querySelector('#df-7c501341-d941-4986-84a1-91979f680e32 button.colab-df-convert');\n", " buttonEl.style.display =\n", " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", "\n", " async function convertToInteractive(key) {\n", " const element = document.querySelector('#df-7c501341-d941-4986-84a1-91979f680e32');\n", " const dataTable =\n", " await google.colab.kernel.invokeFunction('convertToInteractive',\n", " [key], {});\n", " if (!dataTable) return;\n", "\n", " const docLinkHtml = 'Like what you see? Visit the ' +\n", " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", " + ' to learn more about interactive tables.';\n", " element.innerHTML = '';\n", " dataTable['output_type'] = 'display_data';\n", " await google.colab.output.renderOutput(dataTable, element);\n", " const docLink = document.createElement('div');\n", " docLink.innerHTML = docLinkHtml;\n", " element.appendChild(docLink);\n", " }\n", " </script>\n", " </div>\n", " </div>\n", " " ], "text/plain": [ " Faithfulness Localisation Complexity Randomisation \\\n", "Saliency 3.0 4.0 2.0 4.0 \n", "GradientShap 2.0 2.0 3.0 2.0 \n", "IntegratedGradients 4.0 3.0 4.0 3.0 \n", "FusionGrad 1.0 1.0 1.0 1.0 \n", "\n", " Robustness \n", "Saliency 4.0 \n", "GradientShap 2.0 \n", "IntegratedGradients 3.0 \n", "FusionGrad 1.0 " ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Postprocessing of scores: to get how the different explanation methods rank across criteria.\n", "results_agg = {}\n", "for method in xai_methods:\n", " results_agg[method] = {}\n", " for metric, metric_func in metrics.items():\n", " results_agg[method][metric] = np.mean(results[method][metric])\n", "\n", "df = pd.DataFrame.from_dict(results_agg)\n", "df = df.T.abs()\n", "\n", "# Take inverse ranking for Robustness, since lower is better.\n", "df_normalised = df.loc[:, df.columns != 'Robustness'].apply(lambda x: x / x.max())\n", "df_normalised[\"Robustness\"] = df[\"Robustness\"].min()/df[\"Robustness\"].values\n", "df_normalised_rank = df_normalised.rank()\n", "df_normalised_rank" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "7FYdD4WfQUEp" }, "outputs": [], "source": [ "# Plotting configs.\n", "sns.set(font_scale=1.8)\n", "plt.style.use('seaborn-white')\n", "plt.rcParams['ytick.labelleft'] = True\n", "plt.rcParams['xtick.labelbottom'] = True\n", "\n", "include_titles = True\n", "include_legend = True" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2ls3KjgaBNrU" }, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 646 }, "executionInfo": { "elapsed": 954, "status": "ok", "timestamp": 1665242389005, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "8C1XQPQrA2kl", "outputId": "37433c6b-d86a-49e3-e6dd-da4fc67b8a99" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 792x792 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make spyder graph!\n", "data = [df_normalised_rank.columns.values, (df_normalised_rank.to_numpy())]\n", "theta = radar_factory(len(data[0]), frame='polygon')\n", "spoke_labels = data.pop(0)\n", "\n", "fig, ax = plt.subplots(figsize=(11, 11), subplot_kw=dict(projection='radar'))\n", "fig.subplots_adjust(top=0.85, bottom=0.05)\n", "for i, (d, method) in enumerate(zip(data[0], xai_methods)):\n", " line = ax.plot(theta, d, label=method, color=colours_order[i], linewidth=5.0)\n", " ax.fill(theta, d, alpha=0.15)\n", "\n", "# Set lables.\n", "if include_titles:\n", " ax.set_varlabels(labels=['Faithfulness', 'Localisation', '\\nComplexity', '\\nRandomisation', 'Robustness'])\n", "else:\n", " ax.set_varlabels(labels=[]) \n", "\n", "ax.set_rgrids(np.arange(0, df_normalised_rank.values.max() + 0.5), labels=[]) \n", "\n", "# Set a title.\n", "ax.set_title(\"Quantus: Summary of Explainer Quantification\", position=(0.5, 1.1), ha='center', fontsize=15)\n", "\n", "# Put a legend to the right of the current axis.\n", "if include_legend:\n", " ax.legend(loc='upper left', bbox_to_anchor=(1, 0.5))\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "VZx8YcdKGBcy" }, "source": [ "### 2.3 Sensitivity analysis\n", "\n", "Third, we will investigate how much different parameters influence the evaluation outcome, i.e., how different explanations methods rank.\n", "\n", "We use Faithfulness Correlation by Bhatt et al., 2020 for this example." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 3632, "status": "ok", "timestamp": 1665242403884, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "ufRo8ONFGBET", "outputId": "5157dcac-928c-448b-82a6-e8ae93e3c561" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warnings and information:\n", " (1) The Faithfulness Correlation metric is likely to be sensitive to the choice of baseline value 'perturb_baseline', size of subset |S| 'subset_size' and the number of runs (for each input and explanation pair) 'nr_runs'. \n", " (2) If attributions are normalised or their absolute values are taken it may destroy or skew information in the explanation and as a result, affect the overall evaluation outcome.\n", " (3) Make sure to validate the choices for hyperparameters of the metric (by calling .get_params of the metric instance).\n", " (4) For further information, see original publication: Bhatt, Umang, Adrian Weller, and José MF Moura. 'Evaluating and aggregating feature-based model explanations.' arXiv preprint arXiv:2005.00631 (2020).\n", " (5) To disable these warnings set 'disable_warnings' = True when initialising the metric.\n", "\u001B[0m\n" ] }, { "data": { "text/plain": [ "{'abs': False,\n", " 'normalise': True,\n", " 'return_aggregate': True,\n", " 'aggregate_func': <function numpy.mean(a, axis=None, dtype=None, out=None, keepdims=<no value>)>,\n", " 'normalise_func': <function quantus.helpers.normalise_func.normalise_by_negative(a: numpy.ndarray, normalise_axes: Union[Sequence[int], NoneType] = None, **kwargs) -> numpy.ndarray>,\n", " 'normalise_func_kwargs': {},\n", " 'a_axes': None,\n", " 'perturb_func': <function quantus.helpers.perturb_func.baseline_replacement_by_indices(arr: <built-in function array>, indices: Union[int, Sequence[int], Tuple[<built-in function array>]], indexed_axes: Sequence[int], perturb_baseline: Union[float, int, str, <built-in function array>], **kwargs) -> <built-in function array>>,\n", " 'perturb_func_kwargs': {'perturb_baseline': 'black'},\n", " 'similarity_func': <function quantus.helpers.similarity_func.correlation_pearson(a: <built-in function array>, b: <built-in function array>, **kwargs) -> float>,\n", " 'nr_runs': 100,\n", " 'subset_size': 224}" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's list the default parameters of the metric.\n", "quantus.FaithfulnessCorrelation().get_params" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "l1WRk6V9GlO6" }, "outputs": [], "source": [ "# Define some parameter settings to evaluate.\n", "baseline_strategies = [\"mean\", \"uniform\"]\n", "subset_sizes = np.array([2, 52, 102])\n", "sim_funcs = {\"pearson\": quantus.similarity_func.correlation_pearson, \"spearman\": quantus.similarity_func.correlation_spearman}\n", "\n", "result = {\n", " \"Faithfulness score\": [],\n", " \"Method\": [],\n", " \"Similarity function\": [],\n", " \"Baseline strategy\": [],\n", " \"Subset size\": [],\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "executionInfo": { "elapsed": 4, "status": "ok", "timestamp": 1665242547335, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "NzPMVSY3GlSv", "outputId": "ed5552c7-9a61-4eb3-8ca8-4b4955e33655" }, "outputs": [ { "data": { "text/html": [ "\n", " <div id=\"df-3a4f04d6-a807-4cb3-af6d-10336927ac20\">\n", " <div class=\"colab-df-container\">\n", " <div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Faithfulness score</th>\n", " <th>Method</th>\n", " <th>Similarity function</th>\n", " <th>Baseline strategy</th>\n", " <th>Subset size</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0.122536</td>\n", " <td>Saliency</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0.042424</td>\n", " <td>Saliency</td>\n", " <td>spearman</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>-0.059269</td>\n", " <td>GradientShap</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0.005348</td>\n", " <td>GradientShap</td>\n", " <td>spearman</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>-0.010177</td>\n", " <td>IntegratedGradients</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>\n", " <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3a4f04d6-a807-4cb3-af6d-10336927ac20')\"\n", " title=\"Convert this dataframe to an interactive table.\"\n", " style=\"display:none;\">\n", " \n", " <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", " width=\"24px\">\n", " <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", " <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", " </svg>\n", " </button>\n", " \n", " <style>\n", " .colab-df-container {\n", " display:flex;\n", " flex-wrap:wrap;\n", " gap: 12px;\n", " 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google.colab.kernel.accessAllowed ? 'block' : 'none';\n", "\n", " async function convertToInteractive(key) {\n", " const element = document.querySelector('#df-3a4f04d6-a807-4cb3-af6d-10336927ac20');\n", " const dataTable =\n", " await google.colab.kernel.invokeFunction('convertToInteractive',\n", " [key], {});\n", " if (!dataTable) return;\n", "\n", " const docLinkHtml = 'Like what you see? Visit the ' +\n", " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", " + ' to learn more about interactive tables.';\n", " element.innerHTML = '';\n", " dataTable['output_type'] = 'display_data';\n", " await google.colab.output.renderOutput(dataTable, element);\n", " const docLink = document.createElement('div');\n", " docLink.innerHTML = docLinkHtml;\n", " element.appendChild(docLink);\n", " }\n", " </script>\n", " </div>\n", " </div>\n", " " ], "text/plain": [ " Faithfulness score Method Similarity function \\\n", "0 0.122536 Saliency pearson \n", "1 0.042424 Saliency spearman \n", "2 -0.059269 GradientShap pearson \n", "3 0.005348 GradientShap spearman \n", "4 -0.010177 IntegratedGradients pearson \n", "\n", " Baseline strategy Subset size \n", "0 Mean 2 \n", "1 Mean 2 \n", "2 Mean 2 \n", "3 Mean 2 \n", "4 Mean 2 " ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Score explanations!\n", "for b in baseline_strategies:\n", " for s in subset_sizes:\n", " for method, attr in explanations.items():\n", " for sim, sim_func in sim_funcs.items():\n", " metric = quantus.FaithfulnessCorrelation(abs=True,\n", " normalise=True,\n", " return_aggregate=True,\n", " disable_warnings=True,\n", " aggregate_func=np.mean,\n", " normalise_func=quantus.normalise_func.normalise_by_negative,\n", " nr_runs=10,\n", " perturb_baseline=b,\n", " perturb_func=quantus.perturb_func.baseline_replacement_by_indices,\n", " similarity_func=sim_func,\n", " subset_size=s)\n", " score = metric(model=model.cuda(), x_batch=x_batch.cpu().numpy(), y_batch=y_batch.cpu().numpy(), a_batch=attr, device=device)\n", " result[\"Method\"].append(method)\n", " result[\"Baseline strategy\"].append(b.capitalize())\n", " result[\"Subset size\"].append(s)\n", " result[\"Faithfulness score\"].append(score[0])\n", " result[\"Similarity function\"].append(sim)\n", "\n", "df = pd.DataFrame(result)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "executionInfo": { "elapsed": 314, "status": "ok", "timestamp": 1665242553709, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "J7TqGSFCGlWE", "outputId": "ba39026c-0721-4643-9ac3-ff076c657f9f" }, "outputs": [ { "data": { "text/html": [ "\n", " <div id=\"df-1215f117-8440-4c99-b976-285b5b5d8da4\">\n", " <div class=\"colab-df-container\">\n", " <div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Faithfulness score</th>\n", " <th>Method</th>\n", " <th>Similarity function</th>\n", " <th>Baseline strategy</th>\n", " <th>Subset size</th>\n", " <th>Rank</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0.122536</td>\n", " <td>Saliency</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " <td>4.0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0.042424</td>\n", " <td>Saliency</td>\n", " <td>spearman</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " <td>4.0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>-0.059269</td>\n", " <td>GradientShap</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " <td>1.0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0.005348</td>\n", " <td>GradientShap</td>\n", " <td>spearman</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " <td>2.0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>-0.010177</td>\n", " <td>IntegratedGradients</td>\n", " <td>pearson</td>\n", " <td>Mean</td>\n", " <td>2</td>\n", " <td>2.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>\n", " <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1215f117-8440-4c99-b976-285b5b5d8da4')\"\n", " title=\"Convert this dataframe to an interactive table.\"\n", " style=\"display:none;\">\n", " \n", " <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", " width=\"24px\">\n", " <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", " <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n", " </svg>\n", " </button>\n", " \n", " <style>\n", " .colab-df-container {\n", " display:flex;\n", " flex-wrap:wrap;\n", " gap: 12px;\n", " }\n", "\n", " .colab-df-convert {\n", " background-color: #E8F0FE;\n", " border: none;\n", " border-radius: 50%;\n", " cursor: pointer;\n", " display: none;\n", " fill: #1967D2;\n", " height: 32px;\n", " padding: 0 0 0 0;\n", " width: 32px;\n", " }\n", "\n", " .colab-df-convert:hover {\n", " background-color: #E2EBFA;\n", " box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n", " fill: #174EA6;\n", " }\n", "\n", " [theme=dark] .colab-df-convert {\n", " background-color: #3B4455;\n", " fill: #D2E3FC;\n", " }\n", "\n", " [theme=dark] .colab-df-convert:hover {\n", " background-color: #434B5C;\n", " box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", " filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", " fill: #FFFFFF;\n", " }\n", " </style>\n", "\n", " <script>\n", " const buttonEl =\n", " document.querySelector('#df-1215f117-8440-4c99-b976-285b5b5d8da4 button.colab-df-convert');\n", " buttonEl.style.display =\n", " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", "\n", " async function convertToInteractive(key) {\n", " const element = document.querySelector('#df-1215f117-8440-4c99-b976-285b5b5d8da4');\n", " const dataTable =\n", " await google.colab.kernel.invokeFunction('convertToInteractive',\n", " [key], {});\n", " if (!dataTable) return;\n", "\n", " const docLinkHtml = 'Like what you see? Visit the ' +\n", " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", " + ' to learn more about interactive tables.';\n", " element.innerHTML = '';\n", " dataTable['output_type'] = 'display_data';\n", " await google.colab.output.renderOutput(dataTable, element);\n", " const docLink = document.createElement('div');\n", " docLink.innerHTML = docLinkHtml;\n", " element.appendChild(docLink);\n", " }\n", " </script>\n", " </div>\n", " </div>\n", " " ], "text/plain": [ " Faithfulness score Method Similarity function \\\n", "0 0.122536 Saliency pearson \n", "1 0.042424 Saliency spearman \n", "2 -0.059269 GradientShap pearson \n", "3 0.005348 GradientShap spearman \n", "4 -0.010177 IntegratedGradients pearson \n", "\n", " Baseline strategy Subset size Rank \n", "0 Mean 2 4.0 \n", "1 Mean 2 4.0 \n", "2 Mean 2 1.0 \n", "3 Mean 2 2.0 \n", "4 Mean 2 2.0 " ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group by the ranking.\n", "df[\"Rank\"] = df.groupby(['Baseline strategy', 'Subset size', 'Similarity function'])[\"Faithfulness score\"].rank()\n", "\n", "# Smaller adjustments.\n", "df = df.loc[:, ~df.columns.str.contains('^Unnamed')]\n", "df.columns = map(lambda x: str(x).capitalize(), df.columns)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 677 }, "executionInfo": { "elapsed": 556, "status": "ok", "timestamp": 1665242566210, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "N0RxhX_SGlZa", "outputId": "d4be4daf-e3ad-462c-bd56-47e144d8f820" }, "outputs": [ { "data": { "text/html": [ "\n", " <div id=\"df-cb8188e1-570d-4f9c-8828-a7965d698e84\">\n", " <div class=\"colab-df-container\">\n", " <div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Method</th>\n", " <th>Rank</th>\n", " <th>Percentage</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Method A</td>\n", " <td>1.0</td>\n", " <td>100</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Method B</td>\n", " <td>2.0</td>\n", " <td>100</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Method C</td>\n", " <td>3.0</td>\n", " <td>100</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>Method D</td>\n", " <td>4.0</td>\n", " <td>100</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>Saliency</td>\n", " <td>4.0</td>\n", " <td>41.67</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>Saliency</td>\n", " <td>1.0</td>\n", " <td>33.33</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>Saliency</td>\n", " <td>2.0</td>\n", " <td>16.67</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", " <td>Saliency</td>\n", " <td>3.0</td>\n", " <td>8.33</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", " <td>GradientShap</td>\n", " <td>3.0</td>\n", " <td>41.67</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", " <td>GradientShap</td>\n", " <td>2.0</td>\n", " <td>33.33</td>\n", " </tr>\n", " <tr>\n", " <th>10</th>\n", " <td>GradientShap</td>\n", " <td>1.0</td>\n", " <td>16.67</td>\n", " </tr>\n", " <tr>\n", " <th>11</th>\n", " <td>GradientShap</td>\n", " <td>4.0</td>\n", " <td>8.33</td>\n", " </tr>\n", " <tr>\n", " <th>12</th>\n", " <td>IntegratedGradients</td>\n", " <td>2.0</td>\n", " <td>33.33</td>\n", " </tr>\n", " <tr>\n", " <th>13</th>\n", " <td>IntegratedGradients</td>\n", " <td>1.0</td>\n", " <td>25.0</td>\n", " </tr>\n", " <tr>\n", " <th>14</th>\n", " <td>IntegratedGradients</td>\n", " <td>4.0</td>\n", " <td>25.0</td>\n", " </tr>\n", " <tr>\n", " <th>15</th>\n", " <td>IntegratedGradients</td>\n", " <td>3.0</td>\n", " <td>16.67</td>\n", " </tr>\n", " <tr>\n", " <th>16</th>\n", " <td>FusionGrad</td>\n", " <td>3.0</td>\n", " <td>33.33</td>\n", " </tr>\n", " <tr>\n", " <th>17</th>\n", " <td>FusionGrad</td>\n", " <td>1.0</td>\n", " <td>25.0</td>\n", " </tr>\n", " <tr>\n", " <th>18</th>\n", " <td>FusionGrad</td>\n", " <td>4.0</td>\n", " <td>25.0</td>\n", " </tr>\n", " <tr>\n", " <th>19</th>\n", " <td>FusionGrad</td>\n", " <td>2.0</td>\n", " <td>16.67</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>\n", " <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cb8188e1-570d-4f9c-8828-a7965d698e84')\"\n", " title=\"Convert this dataframe to an interactive table.\"\n", " style=\"display:none;\">\n", " \n", " <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", " width=\"24px\">\n", " <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n", " <path d=\"M18.56 5.44l.94 2.06.94-2.06 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0.15);\n", " fill: #174EA6;\n", " }\n", "\n", " [theme=dark] .colab-df-convert {\n", " background-color: #3B4455;\n", " fill: #D2E3FC;\n", " }\n", "\n", " [theme=dark] .colab-df-convert:hover {\n", " background-color: #434B5C;\n", " box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n", " filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n", " fill: #FFFFFF;\n", " }\n", " </style>\n", "\n", " <script>\n", " const buttonEl =\n", " document.querySelector('#df-cb8188e1-570d-4f9c-8828-a7965d698e84 button.colab-df-convert');\n", " buttonEl.style.display =\n", " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", "\n", " async function convertToInteractive(key) {\n", " const element = document.querySelector('#df-cb8188e1-570d-4f9c-8828-a7965d698e84');\n", " const dataTable =\n", " await google.colab.kernel.invokeFunction('convertToInteractive',\n", " [key], {});\n", " if (!dataTable) return;\n", "\n", " const docLinkHtml = 'Like what you see? Visit the ' +\n", " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", " + ' to learn more about interactive tables.';\n", " element.innerHTML = '';\n", " dataTable['output_type'] = 'display_data';\n", " await google.colab.output.renderOutput(dataTable, element);\n", " const docLink = document.createElement('div');\n", " docLink.innerHTML = docLinkHtml;\n", " element.appendChild(docLink);\n", " }\n", " </script>\n", " </div>\n", " </div>\n", " " ], "text/plain": [ " Method Rank Percentage\n", "0 Method A 1.0 100\n", "1 Method B 2.0 100\n", "2 Method C 3.0 100\n", "3 Method D 4.0 100\n", "4 Saliency 4.0 41.67\n", "5 Saliency 1.0 33.33\n", "6 Saliency 2.0 16.67\n", "7 Saliency 3.0 8.33\n", "8 GradientShap 3.0 41.67\n", "9 GradientShap 2.0 33.33\n", "10 GradientShap 1.0 16.67\n", "11 GradientShap 4.0 8.33\n", "12 IntegratedGradients 2.0 33.33\n", "13 IntegratedGradients 1.0 25.0\n", "14 IntegratedGradients 4.0 25.0\n", "15 IntegratedGradients 3.0 16.67\n", "16 FusionGrad 3.0 33.33\n", "17 FusionGrad 1.0 25.0\n", "18 FusionGrad 4.0 25.0\n", "19 FusionGrad 2.0 16.67" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group by rank.\n", "df_view = df.groupby([\"Method\"])[\"Rank\"].value_counts(normalize=True).mul(100).reset_index(name='Percentage').round(2)\n", "df_view = df_view.append({'Method': 'Method A', 'Rank': 1.0, 'Percentage': 100}, ignore_index=True)\n", "df_view = df_view.append({'Method': 'Method B', 'Rank': 2.0, 'Percentage': 100}, ignore_index=True)\n", "df_view = df_view.append({'Method': 'Method C', 'Rank': 3.0, 'Percentage': 100}, ignore_index=True)\n", "df_view = df_view.append({'Method': 'Method D', 'Rank': 4.0, 'Percentage': 100}, ignore_index=True)\n", "\n", "# Reorder the methods for plotting purporses.\n", "df_view_ordered = pd.DataFrame(columns=[\"Method\", \"Rank\", \"Percentage\"])\n", "df_view_ordered = df_view_ordered.append({'Method': 'Method A', 'Rank': 1.0, 'Percentage': 100}, ignore_index=True)\n", "df_view_ordered = df_view_ordered.append({'Method': 'Method B', 'Rank': 2.0, 'Percentage': 100}, ignore_index=True)\n", "df_view_ordered = df_view_ordered.append({'Method': 'Method C', 'Rank': 3.0, 'Percentage': 100}, ignore_index=True)\n", "df_view_ordered = df_view_ordered.append({'Method': 'Method D', 'Rank': 4.0, 'Percentage': 100}, ignore_index=True)\n", "df_view_ordered = df_view_ordered.append([df_view.loc[df_view[\"Method\"] == 'Saliency']], ignore_index=True)\n", "df_view_ordered = df_view_ordered.append([df_view.loc[df_view[\"Method\"] == 'GradientShap']], ignore_index=True)\n", "df_view_ordered = df_view_ordered.append([df_view.loc[df_view[\"Method\"] == 'IntegratedGradients']], ignore_index=True)\n", "df_view_ordered = df_view_ordered.append([df_view.loc[df_view[\"Method\"] == 'FusionGrad']], ignore_index=True)\n", "df_view_ordered" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 436 }, "executionInfo": { "elapsed": 531, "status": "ok", "timestamp": 1665242606211, "user": { "displayName": "Anna Hedström", "userId": "05540180366077551505" }, "user_tz": -120 }, "id": "Bv_ibJjvGt9M", "outputId": "6b5148b2-d589-45bb-dbb4-d7c02dd8a16d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:9: UserWarning:\n", "\n", "FixedFormatter should only be used together with FixedLocator\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 468x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot results!\n", "fig, ax = plt.subplots(figsize=(6.5,5))\n", "ax = sns.histplot(x='Method', hue='Rank', weights='Percentage', multiple='stack', data=df_view_ordered, shrink=0.6, palette=\"colorblind\", legend=False)\n", "ax.spines[\"right\"].set_visible(False)\n", "ax.spines['top'].set_visible(False)\n", "ax.tick_params(axis='both', which='major', labelsize=16)\n", "ax.set_ylabel('Frequency of rank', fontsize=15)\n", "ax.set_xlabel('')\n", "ax.set_xticklabels([\"A\", \"B\", \"C\", \"D\", \"SAL\", \"GS\", \"IG\", \"FG\"])\n", "plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.1), ncol=4, fancybox=True, shadow=False, labels=['1st', \"2nd\", \"3rd\", \"4th\"])\n", "plt.axvline(x=3.5, ymax=0.95, color='black', linestyle='-')\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "metadata": { "id": "nO0SPhGaH_z9" }, "source": [ "Contrary to intution where ranking is consistent over different metric parameterisations, the ranking significantly differ in the different experimental settings." ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "machine_shape": "hm", "provenance": [], "toc_visible": true }, "gpuClass": "standard", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 1 }