{"cells":[{"cell_type":"markdown","metadata":{"id":"bukochgPFg7s"},"source":["# Tutorial - example analysis with Quantus\n","\n","This notebook shows the some different types of analysie that can be conducted with Quantus.\n","\n","For this purpose, we use a pre-trained VGG-16 model and ImageNet dataset. A description for how to download the dataset can be found here: https://image-net.org/download.php.\n","\n","\n","- Make sure to have GPUs enabled to speed up computation.\n","- Skip running the first cell if you do not use Google Colab."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ve_EHCfEcVpb"},"outputs":[],"source":["# Mount Google Drive.\n","from google.colab import drive\n","drive.mount('/content/drive', force_remount=True)\n","\n","# Install packages.\n","from IPython.display import clear_output\n","!pip install captum opencv-python xmltodict plotly-express\n","clear_output()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"MuA8v9jLp-pf"},"outputs":[],"source":["# Imports general.\n","import sys\n","import gc\n","import warnings\n","import pathlib\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import torch\n","import torchvision\n","from torchvision import transforms\n","import captum\n","from captum.attr import *\n","import random\n","import os\n","import cv2\n","import PIL\n","from xml.etree import ElementTree\n","import xmltodict\n","import collections\n","from typing import Callable, Union\n","import copy\n","import json\n","\n","# Plotting specifics.\n","import seaborn as sns\n","import plotly.express as px\n","from plotly.io import write_image\n","import matplotlib.pyplot as plt\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\n","\n","# Import package.\n","path = \"/content/drive/MyDrive/Projects\"\n","sys.path.append(f'{path}/quantus')\n","import quantus\n","\n","# Collect garbage.\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","# Configs torch (read more on this cuda-related issue here: https://github.com/pytorch/pytorch/issues/45769).\n","torch.backends.cudnn.deterministic = True\n","torch.backends.cudnn.benchmark = False\n","\n","# Notebook settings.\n","device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") \n","#warnings.filterwarnings(\"ignore\", category=UserWarning)\n","%load_ext autoreload\n","%autoreload 2\n","clear_output()\n","\n","#plt.style.use('seaborn-white')\n","#sns.set(font_scale=1.5)"]},{"cell_type":"markdown","metadata":{"id":"mGhP4bTuoWYF"},"source":["## 1 Preliminaries"]},{"cell_type":"markdown","metadata":{"id":"XqKzag4VFjHT"},"source":["### 1.1 Load and prepare datasets\n","\n","We load test samples from ImageNet."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"TmsZxFhuc0mm"},"outputs":[],"source":["# For the localisation metrics we need to load a dataset that has ground truth masks.\n","\n","def load_sample(path: str) -> dict:\n"," \"\"\"Read data as image and path. \"\"\"\n"," return {\"input\": PIL.Image.open(path).convert(\"RGB\"), \"path\": path}\n","\n","def load_binary_mask(filename: str, path_data: str):\n"," \"\"\"Load the binary mask for the given path of the data in the correct format. \"\"\"\n"," binary_mask = {}\n"," \n"," filename = os.path.splitext(filename)[0]\n"," \n"," # Get label and file name.\n"," label = filename.split(\"/\")[-2]\n"," fname = filename.split(\"_\")[-1]\n","\n"," # Parse annotations.\n"," tree = ElementTree.parse(os.path.join(path_data, \"Annotation/{}/{}_{}.xml\".format(label, label, fname)))\n"," xml_data = tree.getroot()\n"," xmlstr = ElementTree.tostring(xml_data, encoding=\"utf-8\", method=\"xml\")\n"," annotation = dict(xmltodict.parse(xmlstr))['annotation']\n","\n"," width = int(annotation[\"size\"][\"width\"])\n"," height = int(annotation[\"size\"][\"height\"])\n","\n"," # Iterate objects.\n"," objects = annotation[\"object\"]\n","\n"," if type(objects) != list:\n"," mask = np.zeros((height, width), dtype=int)\n"," mask[int(objects['bndbox']['ymin']):int(objects['bndbox']['ymax']), \n"," int(objects['bndbox']['xmin']):int(objects['bndbox']['xmax'])] = 1\n"," binary_mask[objects['name']] = mask\n","\n"," else:\n"," for object in annotation['object']:\n"," if type(object) == collections.OrderedDict:\n"," if object['name'] in binary_mask.keys():\n"," mask = binary_mask[object['name']]\n"," else:\n"," mask = np.zeros((height, width), dtype=np.uint8)\n","\n"," mask[int(object['bndbox']['ymin']):int(object['bndbox']['ymax']),\n"," int(object['bndbox']['xmin']):int(object['bndbox']['xmax'])] = 1\n","\n"," binary_mask[object['name']] = mask\n","\n"," # Preprocess binary masks to fit shape of image data.\n"," for key in binary_mask.keys():\n"," binary_mask[key] = cv2.resize(binary_mask[key], \n"," (224, 224),\n"," interpolation=cv2.INTER_NEAREST).astype(np.int)[:, :, np.newaxis]\n","\n"," return binary_mask\n","\n","\n","class CustomTransform(torch.nn.Module):\n"," \"\"\"Custom transformation to handle image processing and binary mask processing simultaneously. \"\"\"\n"," \n"," image_transform = transforms.Compose([transforms.Resize((224, 224)),\n"," transforms.ToTensor(),\n"," transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])\n"," def __init__(self, path):\n"," super().__init__()\n"," self.path = path\n"," \n"," def __call__(self, img):\n"," return {\"input\": self.image_transform(img[\"input\"]), \n"," \"mask\": load_binary_mask(img[\"path\"], self.path)}\n"," \n","def CustomCollate(batch):\n"," \"\"\"Collate function to pack the image, mask and label data accordingly. \"\"\"\n"," inputs = []\n"," targets = []\n"," masks = []\n"," custom_classindices = [96, 126, 155, 292, 301, 347, 387, 405, 417, 426, 446, 546, 565, 573, 604, 758, 844, 890, 937, 954]\n"," \n"," for b in batch:\n"," inputs.append(b[0][\"input\"])\n"," masks.append(b[0][\"mask\"])\n"," targets.append(custom_classindices[b[1]])\n"," \n"," # Rearrange masks, inputs and targets.\n"," masks = torch.Tensor(np.array([m[list(m.keys())[0]][:, :, 0] for m in masks]))\n"," inputs = torch.stack(inputs, 0)\n"," targets = torch.tensor(targets)\n","\n"," return inputs, masks, targets\n","\n","def get_imagenet_labels():\n"," # Make a int-string label mapping for Imagenet classes.\n"," mapping = {}\n"," with open(f'{path}/quantus/tutorials/assets/imagenet_labels.txt', 'r') as f:\n"," for ix, line in enumerate(f):\n"," if ix not in [0, 1001]:\n"," line = line.split('b\" ')[0]\n"," key = line.split(':')[0]\n"," value = line.split(\": '\")[1].split(\"',\\n\")[0]\n"," mapping[int(key)] = str(value)\n","\n"," return mapping"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"g_uHdc9Pg2ra","colab":{"base_uri":"https://localhost:8080/","height":191},"executionInfo":{"status":"ok","timestamp":1644573788915,"user_tz":-60,"elapsed":126313,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"13b32035-db89-4870-c79c-3b29e01d48e6"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"}}],"source":["# Load test data and make loaders.\n","batch_size = 233\n","path_data = 'drive/MyDrive/Projects/quantus/tutorials/assets/imagenet_images/'\n","dataset = torchvision.datasets.DatasetFolder(os.path.join(path_data, \"bboxes_images/\"), \n"," loader=load_sample, \n"," extensions=(\".jpeg\", \"png\"),\n"," transform=CustomTransform(path=path_data))\n","test_loader = torch.utils.data.DataLoader(dataset, shuffle=False, batch_size=batch_size, collate_fn=CustomCollate)\n","\n","# Load a batch of inputs, segmentation masks and outputs to use for evaluation.\n","x_batch, s_batch, y_batch = iter(test_loader).next()\n","x_batch, s_batch, y_batch = x_batch.to(device), s_batch.to(device), y_batch.to(device)\n","\n","# Get imagenet labels\n","mapping = get_imagenet_labels()\n","\n","# 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.denormalise(x_batch[i].cpu().numpy()), 0, -1) * 255).astype(np.uint8), vmin=0.0, vmax=1.0, cmap=\"gray\")\n"," axes[i].title.set_text(f\"ImageNet class - {mapping[y_batch[i].item()]}\")\n"," axes[i].axis(\"off\")\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"vmccxpA0n6MY"},"source":["### 1.2 Load a pre-trained model\n","\n","In this example we load a pre-trained VGG-16 model."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":101,"referenced_widgets":["a09eaf8bbdf54939b9f31018faae5c1e","714d8886132c45e6a2de78199b480c71","de596132a12a49f39e25a62322aa4e52","b2d3615e791e41a58de73869b9123a74","95a152343ca04c44afd716d079968f7e","7ce94888a0b549db8254667ed7155fa0","fb161df55e9c4cea84803184dc0f6f05","ee0bbb24a783411db5ac989bb315da4a","3c275f1790d64bb494e112be0c62cc51","302cf2176ad14f56a510bcecf66c249c","0c766fbeaa074241b046e53b5ac99737"]},"executionInfo":{"elapsed":10771,"status":"ok","timestamp":1644573799679,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"},"user_tz":-60},"id":"CUghaOhXddLU","outputId":"afc5c80b-dd4b-40c2-83fe-e9c1c95f9b05"},"outputs":[{"output_type":"stream","name":"stderr","text":["Downloading: \"https://download.pytorch.org/models/vgg16-397923af.pth\" to /root/.cache/torch/hub/checkpoints/vgg16-397923af.pth\n"]},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a09eaf8bbdf54939b9f31018faae5c1e","version_minor":0,"version_major":2},"text/plain":[" 0%| | 0.00/528M [00:00 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 = torch.as_tensor(targets).long().to(\n"," kwargs.get(\"device\", None)) # 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_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 inputxgrad_explainer(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> np.array:\n"," \"\"\"Wrapper aorund captum's Input x Gradient 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(\n"," kwargs.get(\"device\", None)) # 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"," InputXGradient(model)\n"," .attribute(inputs, targets)\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_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 lrp_explainer(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> np.array:\n"," \"\"\"Wrapper aorund captum's LRP 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(\n"," kwargs.get(\"device\", None)) # 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"," LRP(model)\n"," .attribute(inputs, targets)\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_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(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> 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(inputs=inputs, target=targets, baselines=torch.zeros_like(inputs), n_steps=10,\n"," method=\"riemann_trapezoid\",)\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_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(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> 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"," \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_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 gradcam_explainer(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> np.array:\n"," \"\"\"Wrapper aorund captum's GradCam 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"," explanation_small = (LayerGradCam(model, layer=list(model.named_modules())[-4][1])\n"," .attribute(inputs=inputs, target=targets)\n"," .sum(axis=1)\n"," .cpu()\n"," .detach()\n"," .numpy())\n","\n"," explanation = torch.zeros((inputs.shape[0], kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224)))\n","\n"," for i in range(len(explanation)):\n"," explanation[i] = torch.Tensor(cv2.resize(explanation_small[i], dsize=((kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224)))))\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," \n","\n"," if normalise: \n"," explanation = quantus.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 fusiongrad_explainer(model, inputs, targets, abs=False, normalise=False, *args, **kwargs) -> np.array:\n"," \"\"\"Wrapper aorund captum's FusionGrad implementation.\"\"\"\n","\n"," std = kwargs.get(\"std\", 0.6)\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\", 0.0)\n"," sg_mean = kwargs.get(\"sg_mean\", 0.3)\n"," posterior_mean = kwargs.get(\"posterior_mean\", None)\n"," noise_type = kwargs.get(\"noise_type\", \"multiplicative\")\n"," clip = kwargs.get(\"clip\", False)\n"," \n"," # Creates a normal (also called Gaussian) distribution.\n"," distribution = torch.distributions.normal.Normal(\n"," loc= torch.as_tensor(mean, dtype=torch.float), 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, m, inputs.shape[0], kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224)))\n"," else:\n"," explanation = torch.zeros((n, m, kwargs.get(\"img_size\", 224), kwargs.get(\"img_size\", 224)))\n","\n"," for i in range(n):\n"," model = _sample(model=model, posterior_mean=posterior_mean, std=std, distribution=distribution, noise_type=noise_type)\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] = (Saliency(model).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"," explanation = explanation.mean(axis=(0, 1))\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n","\n"," if normalise:\n"," explanation = quantus.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 _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_(\n"," distribution.sample(layer.size()).to(layer.device)\n"," )\n"," elif noise_type == \"multiplicative\":\n"," layer.mul_(\n"," distribution.sample(layer.size()).to(layer.device)\n"," )\n"," else:\n"," print(\n"," \"Set NoiseGrad attribute 'noise_type' to either 'additive' or 'multiplicative' (str).\"\n"," )\n","\n"," return model\n","\n","\n","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\"] == \"GradCam\":\n"," return gradcam_explainer(**kwargs)\n"," elif kwargs[\"method\"] == \"LRP\":\n"," return lrp_explainer(**kwargs)\n"," elif kwargs[\"method\"] == \"FusionGrad\":\n"," return fusiongrad_explainer(**kwargs)\n"," elif kwargs[\"method\"] == \"InputxGradient\":\n"," return inputxgrad_explainer(**kwargs)\n"," elif kwargs[\"method\"] == \"GradientShap\":\n"," return gradshap_explainer(**kwargs)\n"," else:\n"," raise ValueError(\"Pick an explaination function that exists.\")\n"]},{"cell_type":"code","source":["# Draw n random indices from batch! \n","nr_samples_viz = 10\n","index_we_want = [108, 158, 85, 82, 2]\n","sample_indices_viz = np.random.choice(np.arange(0, batch_size-1), size=nr_samples_viz)\n","\n","for ind in index_we_want:\n"," if ind not in sample_indices_viz:\n"," sample_indices_viz = np.append(arr=sample_indices_viz, values=[ind])\n"," nr_samples_viz +=1\n","\n","# For reproducibility purposes we hardcode the same indices.\n","nr_samples_viz = 14\n","sample_indices_viz = np.array([117, 60, 19, 134, 15, 146, 175, 86, 193, 73, 108, 158, 85, 82])\n","\n","nr_samples_viz, sample_indices_viz\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sKIQgUQRbahW","executionInfo":{"status":"ok","timestamp":1644573800848,"user_tz":-60,"elapsed":6,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"a097d579-cce8-4332-ef53-56948b1a37e7"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(14, array([117, 60, 19, 134, 15, 146, 175, 86, 193, 73, 108, 158, 85,\n"," 82]))"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","execution_count":null,"metadata":{"id":"7WKSuBO16JVx"},"outputs":[],"source":["visualise = False\n","\n","# Produce explanations.\n","if not pathlib.Path(f\"{path}/quantus/tutorials/assets/analysis/analysis_explanations.json\").is_file():\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_saliency = saliency_explainer(model=model,\n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224),\n"," targets=y_batch[sample_indices_viz],\n"," )\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_gradshap = gradshap_explainer(model=model, \n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224),\n"," targets=y_batch[sample_indices_viz], \n"," )\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_intgrad = intgrad_explainer(model=model,\n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224),\n"," targets=y_batch[sample_indices_viz],\n"," )\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_gradcam = gradcam_explainer(model=model, \n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224), \n"," targets=y_batch[sample_indices_viz], \n"," **{\"gc_layer\": list(model.named_modules())[-12][1]}) # for ResNet-18: list(model.named_modules())[-4][1]\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_inputxgrad = inputxgrad_explainer(model=model,\n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224),\n"," targets=y_batch[sample_indices_viz],\n"," )\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n"," a_batch_lrp = lrp_explainer(model=model,\n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224), \n"," targets=y_batch[sample_indices_viz],\n"," )\n"," gc.collect()\n"," torch.cuda.empty_cache() \n"," a_batch_fusiongrad = fusiongrad_explainer(model=model, \n"," inputs=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224), \n"," targets=y_batch[sample_indices_viz], \n"," **{\"posterior_mean\": posterior_mean, \"mean\": 1.0, \"std\": 0.6, \n"," \"sg_mean\": 0.0, \"sg_std\": 0.4, \"n\": 25, \"m\": 25, \n"," \"noise_type\": \"multiplicative\"})\n","\n"," # Save explanations to file.\n"," explanations = {\"Saliency\": a_batch_saliency.tolist(),\n"," \"GradientShap\": a_batch_gradshap.tolist(),\n"," \"IntegratedGradients\": a_batch_intgrad.tolist(),\n"," \"LRP\": a_batch_lrp.tolist(),\n"," \"InputxGradient\": a_batch_inputxgrad.tolist(),\n"," \"FusionGrad\": a_batch_fusiongrad.tolist()}\n","\n","\n"," with open(f\"{path}/quantus/tutorials/assets/analysis/analysis_explanations.json\", 'w') as f:\n"," f.write(json.dumps(explanations))\n"," f.close()\n","else:\n","\n"," # Open explanations!\n"," with open(f\"{path}/quantus/tutorials/assets/analysis/analysis_explanations.json\", 'r') as f:\n"," explanations = json.load(f)\n"," f.close()\n"," \n"," for k, v in explanations.items():\n"," explanations[k] = np.array(v)\n","\n"," # Visualise some LRP explantions.\n"," if visualise:\n","\n"," for img_choice in sample_indices_viz:\n","\n"," print(img_choice)\n"," index = np.where(sample_indices_viz == img_choice)[0][0]\n","\n"," fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n"," axes[0].imshow(np.moveaxis(quantus.denormalise(x_batch[img_choice].detach().cpu().numpy(), **{\"img_size\": 224}), 0, -1), vmin=0.0, vmax=1.0)\n"," axes[0].title.set_text(f\"ImageNet - {y_batch[img_choice].item()}\")\n"," axes[0].axis(\"off\"); \n"," axes[1].imshow(quantus.normalise_by_negative(explanations[\"FusionGrad\"][index].reshape(224, 224)), cmap=\"seismic\", vmin=-1.0, vmax=1.0)\n"," axes[0].title.set_text(f\"FusionGrad\")\n"," axes[1].axis(\"off\"); plt.show()"]},{"cell_type":"markdown","source":["## 2 Analysis and visualisations\n","\n","In the following sections, we analyse the set of explanations under different perspectives:\n","\n","- qualitative\n","- qualitative\n","- sensitivity"],"metadata":{"id":"SrsPZsvibcvI"}},{"cell_type":"markdown","metadata":{"id":"lCG93PBvMCHE"},"source":["### 2.1 Qualitative analysis\n","\n","First, we visualise the explanations."]},{"cell_type":"code","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"],"metadata":{"id":"i6TunWj-I8in"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Plot explanations!\n","img_choice = 108\n","index = np.where(sample_indices_viz == img_choice)[0][0]\n","ncols = 5\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.denormalise(x_batch[img_choice].detach().cpu().numpy(), **{\"img_size\": 224}), 0, -1), vmin=0.0, vmax=1.0)\n"," if include_titles:\n"," axes[0].set_title(f\"ImageNet - 'ladybug'\", fontsize=18) # To get the full name, replace with: {mapping[y_batch[img_choice].detach().cpu().numpy().item()].capitalize()}\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_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=18)\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.tight_layout()\n","plt.savefig(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_qualitative_plot_tutorial.png', dpi=400)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":247},"id":"XqkQNRlZWLvl","executionInfo":{"status":"ok","timestamp":1644523061977,"user_tz":-60,"elapsed":6949,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"97f18a0f-9184-454f-e03f-34a1ccc2bbc4"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}]},{"cell_type":"markdown","source":["From this visualisation, it is hard a decipher which explanation method may be preferred in the task of explaining the Imagenet input."],"metadata":{"id":"XP1wzp3INUY0"}},{"cell_type":"markdown","metadata":{"id":"0dwY761KMIL_"},"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","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"],"metadata":{"id":"imwFaSieFCHX"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["Note that for the empirical interpretations of the different categories exist and you can freely choose which one make most sense in your application/ data/ model context."],"metadata":{"id":"izo9tTbcc1Vo"}},{"cell_type":"code","source":["# Define XAI methods and metrics.\n","xai_methods = [\"Saliency\", \"IntegratedGradients\", \"GradientShap\", \"FusionGrad\"]\n","metrics = {\"Robustness\": quantus.AvgSensitivity(nr_samples=10,\n"," perturb_std=0.2,\n"," norm_numerator=quantus.fro_norm,\n"," norm_denominator=quantus.fro_norm,\n"," perturb_func=quantus.uniform_noise,\n"," similarity_func=quantus.difference,\n"," return_aggregate=True,\n"," disable_warnings=True}),\n"," \"Faithfulness\": quantus.FaithfulnessCorrelation(nr_runs=50, \n"," subset_size=224, \n"," perturb_baseline=black,\n"," perturb_func=quantus.baseline_replacement_by_indices,\n"," similarity_func=quantus.correlation_pearson, \n"," return_aggregate=True,\n"," abs=False, \n"," normalise=False,\n"," disable_warnings=True}),\n"," \"Localisation\": quantus.RelevanceRankAccuracy(abs=True, \n"," normalise=False,\n"," return_aggregate=True,\n"," disable_warnings=True}),\n"," \"Complexity\": quantus.Sparseness(abs=True, \n"," normalise=False,\n"," return_aggregate=True,\n"," disable_warnings=True}),\n"," \"Randomisation\": quantus.RandomLogit(abs=False, \n"," normalise=False,\n"," num_classes=1000,\n"," return_aggregate=True,\n"," similarity_func=quantus.ssim,\n"," disable_warnings=True})\n"," }\n","\n","# Prepare results dict.\n","results = {}\n","for method in xai_methods:\n"," results[method] = {}\n","\n","\n","# Score explanation methods using Quantus.\n","if not pathlib.Path(f\"{path}/quantus/tutorials/assets/analysis/analysis_viz_spyder_data.json\").is_file():\n","\n"," for method in xai_methods:\n"," for metric, metric_func in metrics.items(): \n","\n"," print(method, \":\", metric)\n"," gc.collect()\n"," torch.cuda.empty_cache()\n","\n"," scores = metric_func(model=model,\n"," x_batch=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224).detach().cpu().numpy(),\n"," y_batch=y_batch[sample_indices_viz].detach().cpu().numpy(),\n"," a_batch=None,\n"," s_batch=s_batch[sample_indices_viz].reshape(nr_samples_viz, 1, 224, 224).detach().cpu().numpy(),\n"," device=device,\n"," explain_func=explain_wrapper,\n"," explain_func_kwargs={\"posterior_mean\": posterior_mean, \n"," \"mean\": 1.0, \n"," \"std\": 0.6, \n"," \"sg_mean\": 0.0, \n"," \"sg_std\": 0.4,\n"," \"n\": 5,\n"," \"m\": 5,\n"," \"noise_type\": \"multiplicative\"})\n"," \n"," results[method][metric] = scores\n","\n"," gc.collect()\n"," torch.cuda.empty_cache()\n","\n","else:\n"," \n"," # Open explanations!\n"," with open(f\"{path}/quantus/tutorials/assets/analysis/analysis_viz_spyder_data.json\", 'r') as f:\n"," results = json.load(f)\n"," f.close()\n","\n"," # Hard coded here for reproducability reasons.\n","\n"," results = {'FusionGrad': {'Complexity': 0.2174073288037181,\n"," 'Faithfulness': 0.08527664082305754,\n"," 'Localisation': 0.7778848579895464,\n"," 'Randomisation': 0.9705829982421673,\n"," 'Robustness': 0.0036456280920122352},\n"," 'GradientShap': {'Complexity': 0.6369435903106687,\n"," 'Faithfulness': -0.014105951461101936,\n"," 'Localisation': 0.6808766464099545,\n"," 'Randomisation': 0.4456949912964108,\n"," 'Robustness': 0.07008496432432107},\n"," 'IntegratedGradients': {'Complexity': 0.5771733221443226,\n"," 'Faithfulness': 0.000889664022289325,\n"," 'Localisation': 0.6717197945606089,\n"," 'Randomisation': 0.8618395558296159,\n"," 'Robustness': 0.017174409835466316},\n"," 'Saliency': {'Complexity': 0.4758911348795865,\n"," 'Faithfulness': 0.09727597535491624,\n"," 'Localisation': 0.6972319600946968,\n"," 'Randomisation': 0.7582642466570219,\n"," 'Robustness': 0.024734255392104387}}\n","\n","# Postprocessing of scores: to get how the different explanation methods rank across criteria.\n","\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","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"],"metadata":{"id":"WPiGlETdB9c1","executionInfo":{"status":"ok","timestamp":1644523121219,"user_tz":-60,"elapsed":318,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"colab":{"base_uri":"https://localhost:8080/","height":175},"outputId":"3118f095-9eb0-43ea-d5e0-75eb38322ce4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","
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FaithfulnessLocalisationComplexityRandomisationRobustness
Saliency4.03.02.02.02.0
IntegratedGradients1.01.03.03.03.0
GradientShap2.02.04.01.01.0
FusionGrad3.04.01.04.04.0
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\n"," "],"text/plain":[" Faithfulness Localisation ... Randomisation Robustness\n","Saliency 4.0 3.0 ... 2.0 2.0\n","IntegratedGradients 1.0 1.0 ... 3.0 3.0\n","GradientShap 2.0 2.0 ... 1.0 1.0\n","FusionGrad 3.0 4.0 ... 4.0 4.0\n","\n","[4 rows x 5 columns]"]},"metadata":{},"execution_count":98}]},{"cell_type":"code","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"],"metadata":{"id":"AJPIfe_KfKjv"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"executionInfo":{"elapsed":4150,"status":"ok","timestamp":1644523155750,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"},"user_tz":-60},"id":"HLiHqDsqlMvg","outputId":"1d0585df-4804-4ab2-905e-8369d7b0b062"},"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{}}],"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 analysis\", position=(0.5, 1.1), ha='center')\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()\n","plt.savefig(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_spyder_plot_tutorial.png', dpi=400)\n","plt.show()"]},{"cell_type":"markdown","source":["From this graph, we can obtain richer insights into how the different explanation methods are performing: which one is more faithful vs robust vs complex? Does it seem to be a trade-off between the different explanation methods?\n","\n","Please note that this example is illustrative --- we only used a few input examples for the tutorial to be quick and easy to run."],"metadata":{"id":"AiZUSCvuN6TK"}},{"cell_type":"markdown","metadata":{"id":"jiXCOpgbMJHD"},"source":["### 2.3 Sensitivity analysis\n","\n","Third, in this last exercise 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":{"id":"dPTxvuXiwVDA"},"outputs":[],"source":["# Define some parameter settings to evaluate.\n","baseline_strategies = [\"mean\", \"random\", \"uniform\", \"black\", \"white\"]\n","subset_sizes = np.array([2, 112, 224, 1792])\n","iterations = [50, 100]\n","absolutes = [True, False]\n","normalisations = [True, False]\n","similarity_funcs = {\"pearson\": quantus.correlation_pearson, \"spearman\": quantus.correlation_spearman}\n","\n","analysis = {\n"," \"explanation\": [],\n"," \"absolute\": [],\n"," \"normalisation\": [],\n"," \"similarity_func\": [],\n"," \"baseline_strategy\": [],\n"," \"subset_size\": [],\n"," \"iterations\": [],\n"," \"faithfulness_score\": [],\n","}"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"zgbrhhJZ31el","colab":{"base_uri":"https://localhost:8080/","height":423},"executionInfo":{"status":"ok","timestamp":1644581002911,"user_tz":-60,"elapsed":587,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"0da60312-1b1d-4fec-ed46-dfb6b82c00e4"},"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","
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ExplanationAbsoluteNormalisationSimilarity_funcBaseline_strategySubset_sizeIterationsFaithfulness_scoreRank
0SATrueTruePearsonMean2500.0477433.0
1IGTrueTruePearsonMean2500.1026791.0
2FGTrueTruePearsonMean2500.0283684.0
3SATrueTrueSpearmanMean2500.0015024.0
4IGTrueTrueSpearmanMean2500.0533902.0
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1275GSFalseFalseSpearmanWhite2241000.0061914.0
1276GSFalseFalsePearsonWhite1792500.0611782.0
1277GSFalseFalseSpearmanWhite1792500.0321182.0
1278GSFalseFalsePearsonWhite17921000.0123634.0
1279GSFalseFalseSpearmanWhite17921000.0055433.0
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1280 rows × 9 columns

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\n"," "],"text/plain":[" Explanation Absolute Normalisation ... Iterations Faithfulness_score Rank\n","0 SA True True ... 50 0.047743 3.0\n","1 IG True True ... 50 0.102679 1.0\n","2 FG True True ... 50 0.028368 4.0\n","3 SA True True ... 50 0.001502 4.0\n","4 IG True True ... 50 0.053390 2.0\n","... ... ... ... ... ... ... ...\n","1275 GS False False ... 100 0.006191 4.0\n","1276 GS False False ... 50 0.061178 2.0\n","1277 GS False False ... 50 0.032118 2.0\n","1278 GS False False ... 100 0.012363 4.0\n","1279 GS False False ... 100 0.005543 3.0\n","\n","[1280 rows x 9 columns]"]},"metadata":{},"execution_count":100}],"source":["# Loop over the different experimental settings and produce faithfulness scores, depending on the setting and save the results.\n","if pathlib.Path(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_data.csv').is_file():\n"," df = pd.read_csv(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_data.csv')\n","\n","else: \n"," for abs in absolutes:\n"," for norm in normalisations:\n"," for baseline in baseline_strategies:\n"," for subset in subset_sizes:\n"," for iter in iterations: \n"," for sim, sim_func in similarity_funcs.items(): \n"," for method, a_batch in explanations.items(): \n"," if method in xai_methods and method == \"GradientShap\":\n","\n"," scores = np.mean(quantus.FaithfulnessCorrelation(**{\"nr_runs\": iter, \n"," \"perturb_baseline\": baseline,\n"," \"perturb_func\": quantus.baseline_replacement_by_indices,\n"," \"similarity_func\": sim_func, \n"," \"subset_size\": subset,\n"," \"return_aggregate\": True,\n"," \"abs\": abs, \n"," \"normalise\": norm,\n"," \"normalize_func\": quantus.normalise_by_negative,\n"," \"disable_warnings\": True})(model=model,\n"," x_batch=x_batch[sample_indices_viz].reshape(nr_samples_viz, 3, 224, 224).detach().cpu().numpy(),\n"," y_batch=y_batch[sample_indices_viz].detach().cpu().numpy(),\n"," a_batch=a_batch,\n"," s_batch=s_batch[sample_indices_viz].reshape(nr_samples_viz, 1, 224, 224).detach().cpu().numpy(),\n"," **{\"explain_func\": explainer_wrapper,\n"," \"method\": method,\n"," \"device\": device,\n"," \"img_size\": 224,\n"," \"nr_channels\": 3,\n"," \"posterior_mean\": posterior_mean, \n"," \"mean\": 1.0, \n"," \"std\": 0.6, \n"," \"sg_mean\": 0.0, \n"," \"sg_std\": 0.4,\n"," \"n\": 5,\n"," \"m\": 5,\n"," \"noise_type\": \"multiplicative\"}))\n"," analysis[\"explanation\"].append(method)\n"," analysis[\"baseline_strategy\"].append(baseline.capitalize())\n"," analysis[\"normalisation\"].append(norm)\n"," analysis[\"absolute\"].append(abs)\n"," analysis[\"subset_size\"].append(subset)\n"," analysis[\"iterations\"].append(iter)\n"," analysis[\"similarity_func\"].append(sim.capitalize())\n"," analysis[\"faithfulness_score\"].append(scores)\n","\n"," \n"," df = pd.DataFrame(analysis)\n"," df.to_csv(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_data.csv')\n","\n","# Post processing!\n","df = pd.read_csv(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_data.csv')\n","\n","# Calculate rank.\n","df[\"faithfulness_score\"] = df[\"faithfulness_score\"].abs()\n","df[\"rank\"] = df.groupby(['baseline_strategy', 'absolute', 'normalisation', 'subset_size', 'iterations', 'similarity_func'])[\"faithfulness_score\"].rank(ascending=False)\n","\n","# Fix columns.\n","for col in df.columns:\n"," df[col].replace('_', ' ', inplace=True)\n","\n","# Smaller adjustments.\n","df = df.loc[:, ~df.columns.str.contains('^Unnamed')]\n","df.replace(value=\"SA\", to_replace=\"Saliency\", inplace=True)\n","df.replace(value=\"IG\", to_replace=\"IntegratedGradients\", inplace=True)\n","df.replace(value=\"GS\", to_replace=\"GradientShap\", inplace=True)\n","df.replace(value=\"FG\", to_replace=\"FusionGrad\", inplace=True)\n","df.columns = map(lambda x: str(x).capitalize(), df.columns)\n","#df = df.sort_values(by=\"Faithfulness_score\", ascending=False)\n","df"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"RegkmFLa4L2t","colab":{"base_uri":"https://localhost:8080/","height":551},"executionInfo":{"status":"ok","timestamp":1644581006533,"user_tz":-60,"elapsed":237,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"6ce8e9c1-2205-4d68-b55f-d15edd888a77"},"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","
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ExplanationRankPercentage
0FG1.030.31
1FG4.025.31
2FG2.023.44
3FG3.020.94
4GS3.028.75
5GS1.023.75
6GS2.023.75
7GS4.023.75
8IG2.027.19
9IG4.026.25
10IG1.025.00
11IG3.021.56
12SA3.028.75
13SA2.025.62
14SA4.024.69
15SA1.020.94
\n","
\n"," \n"," \n"," \n","\n"," \n","
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\n"," "],"text/plain":[" Explanation Rank Percentage\n","0 FG 1.0 30.31\n","1 FG 4.0 25.31\n","2 FG 2.0 23.44\n","3 FG 3.0 20.94\n","4 GS 3.0 28.75\n","5 GS 1.0 23.75\n","6 GS 2.0 23.75\n","7 GS 4.0 23.75\n","8 IG 2.0 27.19\n","9 IG 4.0 26.25\n","10 IG 1.0 25.00\n","11 IG 3.0 21.56\n","12 SA 3.0 28.75\n","13 SA 2.0 25.62\n","14 SA 4.0 24.69\n","15 SA 1.0 20.94"]},"metadata":{},"execution_count":101}],"source":["# Group by rank.\n","df_view = df.groupby([\"Explanation\"])[\"Rank\"].value_counts(normalize=True).mul(100).reset_index(name='Percentage').round(2)\n","df_view"]},{"cell_type":"code","source":["# Prepare df for plotting.\n","df_plot = df.loc[df.Baseline_strategy != \"Uniform\", :].groupby([\"Baseline_strategy\", \"Explanation\"])[\"Rank\"].value_counts(normalize=True).mul(100).reset_index(name='Percentage').round(2)\n","df_plot[\"Percentage_by_Baseline\"] = df_plot[\"Percentage\"]/4\n","df_plot[\"Explanation_by_Rank\"] = df_plot[\"Explanation\"].astype(str) + \"_\" + df_plot[\"Rank\"].astype(str) \n","df_plot = df_plot.sort_values(by=[\"Baseline_strategy\", \"Explanation\", \"Rank\"], ascending=False)\n","df_plot.index = np.arange(0, 64)\n","df_plot.head(10)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":362},"id":"_MgA7N2fgO0Z","executionInfo":{"status":"ok","timestamp":1644581424289,"user_tz":-60,"elapsed":339,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"05b80373-5724-4a5a-fc1a-6e7065b50be6"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["\n","
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Baseline_strategyExplanationRankPercentagePercentage_by_BaselineExplanation_by_Rank
0WhiteSA4.025.006.2500SA_4.0
1WhiteSA3.029.697.4225SA_3.0
2WhiteSA2.026.566.6400SA_2.0
3WhiteSA1.018.754.6875SA_1.0
4WhiteIG4.021.885.4700IG_4.0
5WhiteIG3.023.445.8600IG_3.0
6WhiteIG2.026.566.6400IG_2.0
7WhiteIG1.028.127.0300IG_1.0
8WhiteGS4.026.566.6400GS_4.0
9WhiteGS3.034.388.5950GS_3.0
\n","
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\n","
\n"," "],"text/plain":[" Baseline_strategy Explanation ... Percentage_by_Baseline Explanation_by_Rank\n","0 White SA ... 6.2500 SA_4.0\n","1 White SA ... 7.4225 SA_3.0\n","2 White SA ... 6.6400 SA_2.0\n","3 White SA ... 4.6875 SA_1.0\n","4 White IG ... 5.4700 IG_4.0\n","5 White IG ... 5.8600 IG_3.0\n","6 White IG ... 6.6400 IG_2.0\n","7 White IG ... 7.0300 IG_1.0\n","8 White GS ... 6.6400 GS_4.0\n","9 White GS ... 8.5950 GS_3.0\n","\n","[10 rows x 6 columns]"]},"metadata":{},"execution_count":138}]},{"cell_type":"code","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_labels = True\n","include_legend = True\n","include_labels_and_titles = True"],"metadata":{"id":"jpZRKxVDL1Uo"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Make a plot of rank sensitivity: how are the rankings distributed per baseliene strategy and explanation?\n","fig = px.bar(df_plot, x=\"Rank\", y=\"Percentage\", facet_col=\"Baseline_strategy\", color=\"Explanation\",\n"," template=\"simple_white\",\n"," width=900, \n"," height=700,\n"," color_discrete_map={ \n"," \"SA\": \"#008080\", \"IG\": \"#FFA500\", \"GS\": \"#124E78\", \"FG\": \"#d62728\"\n"," },)\n","if include_labels_and_titles:\n"," fig.for_each_annotation(lambda a: a.update(text=a.text.split(\"=\")[1]))\n"," \n","else:\n"," fig.update_layout(showlegend=False)\n"," fig.update_xaxes(visible=False)\n"," fig.update_yaxes(visible=False)\n"," fig.for_each_annotation(lambda a: a.update(text=\"\"))\n","\n","write_image(fig, f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_plot_tutorial_v1.png', engine=\"orca\")\n","fig.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":717},"id":"1W5qpREGiwD8","executionInfo":{"status":"ok","timestamp":1644583265601,"user_tz":-60,"elapsed":624,"user":{"displayName":"Anna Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"d78bc072-a07b-41b8-c35d-6499c2b44761"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["\n","\n","\n","
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Hedström","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhbfsluHeZ1mzN6Bsf-1zU62lYHcz183jYjeS63=s64","userId":"05540180366077551505"}},"outputId":"7cff25c2-027a-4687-979b-4a610298e170"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{}}],"source":["# Make plot of rank sensitivity: how does average rank change over the different parameterisations?\n","ax = sns.catplot(x=\"Baseline_strategy\", \n"," y=\"Rank\", \n"," hue=\"Explanation\", \n"," kind=\"bar\", \n"," estimator=np.mean, \n"," hue_order=['SA', 'IG', 'GS', \"FG\"],\n"," data=df.loc[df.Baseline_strategy != \"Uniform\", :], \n"," palette=colours_order, \n"," legend=False, \n"," height=10, \n"," aspect=7/6, \n"," saturation=2, \n"," alpha=0.75)\n","\n","if include_labels:\n"," ax.set_ylabels('Average Rank', fontsize=20)\n"," ax.set_xticklabels([\"Mean\", \"Random\", \"Black\", \"White\"], fontsize=18)\n","else:\n"," plt.xticks([], [])\n","\n","plt.yticks([], [])\n","plt.ylim(1.5, 3.2)\n","\n","if include_legend:\n"," plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.1), ncol=4, fancybox=True, shadow=False)\n","\n","plt.tight_layout()\n","plt.savefig(f'{path}/quantus/tutorials/assets/analysis/analysis_viz_boxplot_plot_tutorial_v2.png', dpi=400)"]},{"cell_type":"markdown","source":["From this example analysis, it becomes clear that distilling any conclusions about what explanation method is the least faithful vs the most faithful --- is difficult --- since the ranking significantly differs in the different baseline strategy settings:\n","\n","- in 2 out of 4 basline strategy subsets: FG wins\n","- in 1 out of 4 basline strategy subsets: GS wins\n","- in 1 out of 4 basline strategy subsets: SA wins\n","\n","There is not a single method that is consistently ranked the same, the highest or the lowest across the experimental settings, which may imply that there the evaluation is highly sensitive to its paramterisation. 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