Interpretability of lung nodules segmentation
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  1. {"nbformat":4,"nbformat_minor":0,"metadata":{"accelerator":"GPU","colab":{"name":"Untitled.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.9"}},"cells":[{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ANzARbRm1i6O","executionInfo":{"elapsed":26654,"status":"ok","timestamp":1629389090700,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"57359001-e7c0-416e-9c66-31a55b6d8d4a"},"source":["from google.colab import drive\n","drive.mount('/content/gdrive')"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/gdrive\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KV9YSka31evu","executionInfo":{"elapsed":4496,"status":"ok","timestamp":1629390672580,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"5c0a90ad-5a73-4f7a-97f1-f459e715ba69"},"source":["%matplotlib inline\n","# %matplotlib notebook\n","%load_ext autoreload\n","%autoreload 2\n","\n","\n","import os,sys \n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import matplotlib as mpl\n","import numpy as np\n","\n","# 3 different slices in each channel\n","\n","from torch.utils.data import Dataset, DataLoader\n","import torch\n","print(torch.cuda.is_available())\n","\n","from torchvision import transforms\n","from torchvision import datasets\n","import natsort\n","from PIL import *\n","\n","from torchsummary import summary\n","import torch\n","import torch.nn as nn\n","\n","#import albumentations as A\n","# cwd = os.getcwd()\n","# print(cwd)\n","\n","def showIm(img) -> None:\n"," \"\"\"\n"," View multiple images stored in files, stacking vertically\n","\n"," Arguments:\n"," filename: str - path to filename containing image\n"," \"\"\"\n"," \n"," # <something gets done here>\n"," plt.figure()\n"," plt.imshow(img)\n","\n","def showAll(picList):\n"," for im in picList:\n"," plt.figure()\n"," plt.imshow(im)\n"," \n","imgList = []\n","\n","class SimDataset(Dataset):\n"," def __init__(self, main_dir, transform=None):\n","# self.input_images, self.target_masks = simulation.generate_random_data(192, 192, count=count) \n"," self.main_dir = main_dir\n"," self.transform = transform\n"," self.input_images = os.listdir(main_dir + '/image/')\n"," self.target_masks = os.listdir(main_dir + '/mask')\n"," self.input_images = natsort.natsorted(self.input_images)\n"," self.target_masks = natsort.natsorted(self.target_masks)\n","\n"," def __len__(self):\n"," return len(self.input_images)\n"," \n"," def _get_prev_next(self, idx, image_list_set, mask_list_set):\n"," main_slice = self.input_images[idx]\n"," \n"," slice_num = int(main_slice[16:19])\n"," prev_num = slice_num - 1\n"," next_num = slice_num + 1\n"," \n"," prev_num = \"%03d\" % prev_num\n"," next_num = \"%03d\" % next_num\n"," \n"," \n"," prev_slice = prev_num.join([main_slice[0:15], main_slice[19:]])\n"," next_slice = next_num.join([main_slice[0:15], main_slice[19:]])\n"," \n"," if not (prev_slice in image_list_set):\n"," prev_slice = main_slice\n"," if not (next_slice in image_list_set):\n"," next_slice = main_slice\n"," \n","# print(type(self.input_images))\n","# print(str(type(main_slice)) + ' ' + main_slice + ' ' + str(slice_num) + ' ' + str(prev_num) + ' ' + str(next_num) + ' ' + prev_slice + ' ' + next_slice)\n","# print(main_slice)\n","# print()\n"," return prev_slice, next_slice\n"," \n"," def __getitem__(self, idx): \n"," image = self.input_images[idx]\n"," mask = self.target_masks[idx]\n"," \n"," \n"," image_list_set = set(self.input_images)\n"," mask_list_set = set(self.target_masks)\n"," \n"," prev_slice, next_slice = self._get_prev_next(idx, image_list_set, mask_list_set)\n"," \n"," prev_loc = os.path.join(self.main_dir, 'image', prev_slice)\n"," next_loc = os.path.join(self.main_dir, 'image', next_slice)\n"," img_loc = os.path.join(self.main_dir, 'image', image)\n"," mask_loc = os.path.join(self.main_dir, 'mask', mask)\n","\n","# image = np.load(img_loc).type(torch.FloatTensor)\n","# mask = np.load(mask_loc).type(torch.FloatTensor)\n"," mid_slice = torch.from_numpy(np.load(img_loc)).type(torch.FloatTensor)\n"," prev_slice = torch.from_numpy(np.load(prev_loc)).type(torch.FloatTensor)\n"," next_slice = torch.from_numpy(np.load(next_loc)).type(torch.FloatTensor)\n"," mask = torch.from_numpy(np.load(mask_loc)).type(torch.FloatTensor)\n"," \n"," image_3d = torch.stack([prev_slice, mid_slice, next_slice], dim=0)\n"," \n"," # mask = 1 - mask\n"," \n","# print(image_3d.shape)\n","# self._get_prev_next(idx, image_list_set, mask_list_set)\n"," \n"," image = np.repeat(image_3d[np.newaxis, :,:], 1, axis=0)\n"," mask = np.repeat(mask[np.newaxis, :, :], 1, axis=0)\n","# image = np.transpose(image, (1, 2, 0))\n","# mask = np.transpose(mask, (1, 2, 0))\n"," \n"," \n"," if self.transform:\n"," transformed = self.transform(image=image, mask=mask)\n"," \n"," return [image_3d, mask]\n","\n","\n","train_dataset_path = 'gdrive/MyDrive/temp_dml/data/train'\n","val_dataset_path = 'gdrive/MyDrive/temp_dml/data/val'\n","\n","test_set = SimDataset(\n"," main_dir=val_dataset_path, \n","# main_dir=train_dataset_path,\n"," transform=None\n",")\n","\n","test_batch_size = 1\n","test_loader = DataLoader(test_set, batch_size=test_batch_size , shuffle=False, num_workers=0)\n","inputs, labels = next(iter(test_loader))\n","\n","\n","def double_conv(in_channels, out_channels):\n"," return nn.Sequential(\n"," nn.Conv2d(in_channels, out_channels, 3, padding=1),\n"," nn.ReLU(inplace=True),\n"," nn.Conv2d(out_channels, out_channels, 3, padding=1),\n"," nn.ReLU(inplace=True)\n"," ) \n","\n","\n","class UNet(torch.nn.Module):\n","\n"," def __init__(self, n_class):\n"," super().__init__()\n"," \n"," self.dconv_down1 = double_conv(3, 64)\n","# self.dconv_down1 = double_conv(1, 64)\n"," self.dconv_down2 = double_conv(64, 128)\n"," self.dconv_down3 = double_conv(128, 256)\n"," self.dconv_down4 = double_conv(256, 512) \n","\n"," #Duplicated to be compatible with DeepLift\n"," self.maxpool1 = nn.MaxPool2d(2)\n"," self.maxpool2 = nn.MaxPool2d(2)\n"," self.maxpool3 = nn.MaxPool2d(2)\n","\n"," self.upsample = nn.Upsample(scale_factor=2, mode='bilinear', align_corners=True) \n"," \n"," self.dconv_up3 = double_conv(256 + 512, 256)\n"," self.dconv_up2 = double_conv(128 + 256, 128)\n"," self.dconv_up1 = double_conv(128 + 64, 64)\n"," \n"," self.conv_last = nn.Conv2d(64, n_class, 1)\n"," \n"," \n"," def forward(self, x):\n","\n","# print(\"dconv_down1: x.shape\")\n","# print(x.shape)\n"," conv1 = self.dconv_down1(x)\n"," x = self.maxpool1(conv1)\n","\n","# print(\"dconv_down2: x.shape\")\n","# print(x.shape)\n"," conv2 = self.dconv_down2(x)\n"," x = self.maxpool2(conv2)\n"," \n","# print(\"dconv_down3: x.shape\")\n","# print(x.shape)\n"," conv3 = self.dconv_down3(x)\n"," x = self.maxpool3(conv3) \n"," \n","# print(\"dconv_down4: x.shape\")\n","# print(x.shape)\n"," x = self.dconv_down4(x)\n"," \n","# print(\"upsample: x.shape\")\n","# print(x.shape)\n"," x = self.upsample(x) \n"," x = torch.cat([x, conv3], dim=1)\n"," \n","# print(\"dconv_up3: x.shape\")\n","# print(x.shape)\n"," x = self.dconv_up3(x)\n"," x = self.upsample(x) \n"," x = torch.cat([x, conv2], dim=1) \n","\n","# print(\"dconv_up2: x.shape\")\n","# print(x.shape)\n"," x = self.dconv_up2(x)\n"," x = self.upsample(x) \n"," x = torch.cat([x, conv1], dim=1) \n"," \n","# print(\"dconv_up1: x.shape\")\n","# print(x.shape)\n"," x = self.dconv_up1(x)\n"," \n","# print(\"dconv_up1: x.shape\")\n","# print(x.shape)\n"," out = self.conv_last(x)\n"," \n","# print(\"out: out.shape\")\n","# print(out.shape)\n"," \n","# return torch.sigmoid(out)\n"," return out\n","\n","\n","\n","device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n","\n","n_out_class = 1\n","\n","#device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n","\n","\n","# device = torch.device(\"cpu\")\n","# print(torch.cuda.is_available())\n","print(device)\n","# print(next(model.parameters()).is_cuda)\n","\n","# num_class = 1\n","\n","model = UNet(1).to(device, dtype=torch.float)\n","\n","model.load_state_dict(torch.load('gdrive/MyDrive/temp_dml/best_model.pt', map_location='cuda'))\n","\n","model.eval() # Set model to evaluate mode\n","\n","# test_dataset = SimDataset(2, transform = trans)\n","test_set = SimDataset(\n"," main_dir='gdrive/MyDrive/temp_dml/data/val', \n","# main_dir=train_dataset_path,\n"," transform=None\n",")\n","\n","test_loader = DataLoader(test_set, batch_size=1 , shuffle=True, num_workers=0)\n","inputs, labels = next(iter(test_loader))\n","\n","from numpy import unravel_index\n","def printImages(entering):\n"," for im in entering:\n"," print(np.amin(im), np.amax(im))\n"," print(im.sum())\n"," print(unravel_index(im.argmax(), im.shape))\n","# unique, counts = np.unique(img, return_counts=True)\n","# print(dict(zip(unique, counts)))\n"," print()\n"," plt.figure()\n"," plt.imshow(im)\n","\n","inputs.requires_grad_()\n","!pip install captum\n","from captum.attr import IntegratedGradients\n","from captum.attr import Saliency\n","from captum.attr import DeepLift\n","from captum.attr import InputXGradient\n","from captum.attr import GuidedBackprop\n","from captum.attr import GuidedGradCam\n","from captum.attr import LayerConductance\n","from captum.attr import NeuronConductance\n","from captum.attr import visualization as viz"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n","True\n","cuda\n","Requirement already satisfied: captum in /usr/local/lib/python3.7/dist-packages (0.4.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from captum) (1.19.5)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from captum) (3.2.2)\n","Requirement already satisfied: torch>=1.2 in /usr/local/lib/python3.7/dist-packages (from captum) (1.9.0+cu102)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.2->captum) (3.7.4.3)\n","Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->captum) (2.8.2)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->captum) (0.10.0)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->captum) (1.3.1)\n","Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->captum) (2.4.7)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib->captum) (1.15.0)\n"]}]},{"cell_type":"code","metadata":{"colab":{"background_save":true},"id":"As818kWAT8nk","outputId":"2de0d011-1cbe-485f-a2f7-a3553c61c1a1"},"source":["def seg_wrapper1(inp, model, layer, targets):\n"," pred_out = model(inp)\n","\n","\n","\n","\n"," \n"," \n","\n"," "],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 3, 512, 512])"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"14O8U4F39nj9","executionInfo":{"elapsed":15115,"status":"ok","timestamp":1629391113501,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"87ae2e16-4ac4-4223-dc2e-49e6bbc70350"},"source":["selected_pixels = []\n","threshold = 1.8\n","for i in range(pred_out.shape[0]):\n"," for j in range(pred_out.shape[1]):\n"," if pred_out[i, j] >= threshold:\n"," selected_pixels.append((0, i, j))\n","len(selected_pixels)"],"execution_count":null,"outputs":[{"data":{"text/plain":["40"]},"execution_count":14,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rpHRf6cCejqp","executionInfo":{"elapsed":509,"status":"ok","timestamp":1629394487213,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"f2af2225-3ea8-4ce6-ead1-cd7ea88ea239"},"source":["dl = DeepLift(model)\n","attr_dl = dl.attribute(inputs.to(device), target=(0, 367, 317), return_convergence_delta=False)"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/captum/attr/_core/deep_lift.py:325: UserWarning: Setting forward, backward hooks and attributes on non-linear\n"," activations. The hooks and attributes will be removed\n"," after the attribution is finished\n"," after the attribution is finished\"\"\"\n","/usr/local/lib/python3.7/dist-packages/torch/nn/modules/module.py:974: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n"," warnings.warn(\"Using a non-full backward hook when the forward contains multiple autograd Nodes \"\n"]}]},{"cell_type":"code","metadata":{"id":"TGw0aDKResCJ"},"source":["from captum.attr import LayerDeepLift"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2J-djeymfDJ0","executionInfo":{"elapsed":476,"status":"ok","timestamp":1629394834725,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"943d1c74-7d23-4ac4-eb32-f48b4262b767"},"source":["dl2 = LayerDeepLift(model, model.dconv_down1)\n","attr_dl2 = dl2.attribute(inputs.to(device), target=(0, 367, 317), attribute_to_layer_input=True, return_convergence_delta=False)"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/nn/modules/module.py:974: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n"," warnings.warn(\"Using a non-full backward hook when the forward contains multiple autograd Nodes \"\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RouWXrhVftLx","executionInfo":{"elapsed":1073,"status":"ok","timestamp":1629394760952,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"1c7ff144-9eab-483c-8974-db9e1011c6ef"},"source":["attr_dl.shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 3, 512, 512])"]},"execution_count":18,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"y8mz2mnQfup9","executionInfo":{"elapsed":2,"status":"ok","timestamp":1629394836797,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"bb59fc7f-35d8-4eac-c941-0bfbe9976fe3"},"source":["attr_dl2.shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 3, 512, 512])"]},"execution_count":21,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"c4VPG88LgKsY","executionInfo":{"elapsed":660,"status":"ok","timestamp":1629394983188,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"174a992b-21d6-4e87-e532-2029e68b6a8d"},"source":["attr_dl[0][0:1].shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 512, 512])"]},"execution_count":25,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"NJeOCD2WT8p6"},"source":["pred = model(inputs.to(device))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"cTwse2-2RGVW"},"source":["pred_out = pred[0][0]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"CytTKl_u8JiQ"},"source":["temp_pred = pred.sum(dim=(2, 3))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":337},"id":"AOBK9--XT8st","executionInfo":{"elapsed":1928,"status":"ok","timestamp":1629398926332,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"5db6d43a-19b5-46d4-fc68-c90313880b28"},"source":["fig, axes = viz.visualize_image_attr_multiple(attr_dl[0][0:1].cpu().permute(1, 2, 0).detach().numpy(), \n"," original_image=inputs[0][0:1].cpu().permute(1, 2, 0).detach().numpy(),\n"," signs=[\"all\", \"all\"], methods=[\"original_image\", \"blended_heat_map\"],\n"," use_pyplot=False)\n","for axis in axes:\n"," axis.set_xlim([260, 380])\n"," axis.set_ylim([420, 300])\n","fig"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/captum/attr/_utils/visualization.py:419: UserWarning: tight_layout: falling back to Agg renderer\n"," plt_fig.tight_layout()\n"]},{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 2 Axes>"]},"execution_count":101,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":344},"id":"Mgq2iQ0MvmLL","executionInfo":{"elapsed":1226,"status":"ok","timestamp":1629399213710,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"9eac4d7c-bd1d-4d46-eee5-095af6277cb7"},"source":["fig, axes = viz.visualize_image_attr_multiple(attr_dl2[0][0:1].cpu().permute(1, 2, 0).detach().numpy(), \n"," original_image=inputs[0][0:1].cpu().permute(1, 2, 0).detach().numpy(),\n"," signs=[\"all\", \"all\"], methods=[\"original_image\", \"blended_heat_map\"],\n"," use_pyplot=False)\n","for axis in axes:\n"," axis.set_xlim([260, 380])\n"," axis.set_ylim([420, 300])\n"," axis.tick_params(\n"," axis='both', # changes apply to the x-axis\n"," which='both', # both major and minor ticks are affected\n"," bottom=True, # ticks along the bottom edge are off\n"," top=True, # ticks along the top edge are off\n"," labelbottom=True) # labels along the bottom edge are off\n","fig"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/captum/attr/_utils/visualization.py:419: UserWarning: tight_layout: falling back to Agg renderer\n"," plt_fig.tight_layout()\n"]},{"data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 2 Axes>"]},"execution_count":null,"metadata":{},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"xUmfns7T1evv"},"source":["#Integrated Gradients\n","ig = IntegratedGradients(model)\n","attr_ig = ig.attribute(inputs.to(device),target=(0, 367, 317), internal_batch_size=10, return_convergence_delta=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"7al2xRKONffy"},"source":["dl = DeepLift(model)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DZC8YhXlNB8U","executionInfo":{"elapsed":617,"status":"ok","timestamp":1627544655479,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"9ef99acc-9267-4a37-e557-563ab457c01f"},"source":["dl = DeepLift(model)\n","attr_dl = dl.attribute(inputs.to(device), target=(0, 367, 317), return_convergence_delta=False)"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/captum/attr/_core/deep_lift.py:325: UserWarning: Setting forward, backward hooks and attributes on non-linear\n"," activations. The hooks and attributes will be removed\n"," after the attribution is finished\n"," after the attribution is finished\"\"\"\n","/usr/local/lib/python3.7/dist-packages/torch/nn/modules/module.py:974: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n"," warnings.warn(\"Using a non-full backward hook when the forward contains multiple autograd Nodes \"\n","/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n"," return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"]}]},{"cell_type":"code","metadata":{"id":"Unh-yxQBN0Ca"},"source":["def dl_map(model, targets):\n"," maps = list()\n"," for target in targets:\n"," maps.append(np.mean(dl.attribute(inputs.to(device), target=target, return_convergence_delta=False).detach().cpu().numpy()[0], 0, keepdims=True)[0])\n"," return np.array(maps)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"-pd-9I62VMHD"},"source":["def ig_map(model, targets):\n"," maps = list()\n"," for target in targets:\n"," maps.append(np.mean(ig.attribute(inputs.to(device), target=target, internal_batch_size=10, return_convergence_delta=False).detach().cpu().numpy()[0], 0, keepdims=True)[0])\n"," return np.array(maps)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"S8ZFUnb1VnII"},"source":["i = np.mean(inputs[0].detach().cpu().numpy(), 0, keepdims=True)[0]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QdyLy1HyV5uj","executionInfo":{"elapsed":595,"status":"ok","timestamp":1627549604804,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"45184801-2fb2-43fd-a7df-213b50519b83"},"source":["pred_out = model(inputs.to(device))[0, 0].detach().cpu().numpy()"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n"," return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"m6AoMMVbWSWC","executionInfo":{"elapsed":591,"status":"ok","timestamp":1627549986004,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"a2e7477a-4f44-47c8-901f-8e07d17804ab"},"source":["selected_pixels = []\n","threshold = 0.4\n","for i in range(pred_out.shape[0]):\n"," for j in range(pred_out.shape[1]):\n"," if pred_out[i, j] >= threshold:\n"," selected_pixels.append((0, i, j))\n","len(selected_pixels)"],"execution_count":null,"outputs":[{"data":{"text/plain":["190"]},"execution_count":28,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jk1f70bHYcaF","executionInfo":{"elapsed":98757,"status":"ok","timestamp":1627550086747,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"1e15117d-3d57-4782-d03a-be8c5e465e60"},"source":["a = dl_map(model, selected_pixels)"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/captum/attr/_core/deep_lift.py:325: UserWarning: Setting forward, backward hooks and attributes on non-linear\n"," activations. The hooks and attributes will be removed\n"," after the attribution is finished\n"," after the attribution is finished\"\"\"\n","/usr/local/lib/python3.7/dist-packages/torch/nn/modules/module.py:974: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n"," warnings.warn(\"Using a non-full backward hook when the forward contains multiple autograd Nodes \"\n"]}]},{"cell_type":"code","metadata":{"id":"BGbcliLHYf3h"},"source":["b = np.mean(a, 0, keepdims=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"gLl3keomZCmh","executionInfo":{"elapsed":1262,"status":"ok","timestamp":1627551747214,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"0b3a673b-c6f7-4736-b5a2-1182fc2731cb"},"source":["plt.imshow(b[0]*500 + i*0.1)\n","plt.xlim([260, 380])\n","plt.ylim([420, 300])"],"execution_count":null,"outputs":[{"data":{"text/plain":["(420.0, 300.0)"]},"execution_count":42,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAQsAAAD8CAYAAABgtYFHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO29fbA0WX3f9/md7pl77/Oyz7OsVtJql9RiLwpSsFkkgpFfZAlCCZDLKCko4zg2pUA2pVi2jKqihEoqLlRxlRWljE1KlmpjpKxkbEGQsLYIckUxYFtV0lIgAWaNwI/tqHaXlTb78rzel5np88sf55zu0z09Mz33zsztufd8q/refu/TPX2+/Xs/oqokJCQkLII57QYkJCRsBxJZJCQkdEIii4SEhE5IZJGQkNAJiSwSEhI6IZFFQkJCJywkCxHZFZHPiciXRORJEfmAX/8KEXlCRK6JyEdFZOjX7/jla377g+u9hYSEhE2gi2RxBLxRVV8DPAy8RUTeAPwU8EFVfQh4CXiP3/89wEt+/Qf9fgkJCVuOhWShDrf94sBPCrwR+Lhf/xjwQ37+7X4Zv/1NIiIra3FCQsKpIO+yk4hkwBeAh4CfAf4tcF1VJ36Xp4H7/fz9wFMAqjoRkRvAPcDzjXM+AjwCYLLhd1+4eK+joNYGdL6f2ec4KfpKd2cwAHfeoz6Dt7sx3L71zPOqeu9xj+9EFqpaAA+LyFXgE8CrjnvB6JyPAo8CXL7ygH739/w1t8G2vA5miZ4aHS/xqZZ5y6LLaXzpZdqxCfh7Le/zjPQkmZGCoElAPRE++8/e//snOX4pb4iqXgc+A3wPcFVEAtk8ADzj558BXg7gt18BXph/YtyL30YUq8Cyp432rxHOutqXsBCJKE4fXbwh93qJAhHZA94MfBVHGu/wu70b+DU//7hfxm//tHbIVhPb6JhlC08oVbScU1RrUyu0OjYRxmahIjVySETRD3RRQ+4DHvN2CwN8TFU/KSL/GvhlEfmfgd8FPuz3/zDwSyJyDXgReNeJWmi1G2EsQRRt6xa9kKKRStK1TQknQiKJfmEhWajql4HXtqz/d8DrW9YfAu9cSeu6oPGln0UUMyWIxvapFzQcJg3CSEg4Z+hk4Dx19Ej0LwmjR9KFeiJDODNGzoT+4VyEey+SKjrt22b0PE0S6xGBJpwPnAuyWAZz9eQ2o2fqtAnnBOeCLLoYypoW+G1CqxcpIWHF2A6bxQoQiKCL52PxyagbPDdpv5hl0A3tSkhYE86FZBFjZdJDDzpmIoqETaK/kkXbl7qDfSC4Nsujz0onWkUYe0LCCdBPspgl0h+HQNblTtykeaNjwFlCwjrRP7JYVvcP+zdIo5QwQvwBrLeDbcBusWxkKqQoyITVoX9kcVzMIY2yk8X9ZkXEMRUGPqtdx8UZzSxN2D6cPQOnkakOqlJNJU76we3aaU8Sh9GBKOYmwyUkrBBnR7JoYoPqybw4h9K1GrdpRVhEEkkFSVglzp5k0cSMDroSKSOK6ExIOOvorWQxK7vzWNGKXe0Zx+34c44rhZcVB28lqSJh0+ilZDEvDTy2PyydLj7DnlFiE/1rA7kkiSgS1oHekcWyBHAs8pj3dV91P/Oqiuhmks8SUSSsC70jCyn0RIlRnUkjIoxNFrRZijCWVFkSUSSsE/0iC3W1OFfx5e0kbcwijHX0uZOmt9fqaUwfl4giYd3opYFTFCiiDmHkRF//mru0CSNlp60ZPPuAjmSSiCJhE+iXZBHgJYwwrR1t4v66+t+KySgRRcKm0EvJogkptOaC1Ox4HaSLhLER6UK9p/YE7tREEgmbRj8liyaUdq/Cui4X+uGa++Nc20Uz1DtCIoqE08BWSBY1qJM0WIeEEdkvNoVata2WbUCKEk3oBbZDsmgikjB6ZZBcBm3VwhMSeoztJAtwhDHRE0kCrR4Wbz/YlCoSIDo9uYZs5voJCYuwvWThcVIJo0+EMYVEFAk9wtaTRSlhnOQUfbMXLshmTfUrEk4DXUZR3xWRz4nIl0TkSRH5gF//ERH5moh8RUR+XkQGfr2IyIdE5JqIfFlEvmvdNwHevXrCUPGEhITZ6CJZHAFvVNXXAA8DbxGRNwAfAV4F/DFgD3iv3/+twCv99Ajws6tudCtCqPhxD9+0dNF2vY71MZLrNOE0sJAs1OG2Xxz4SVX1U36bAp8DHvD7vB34Rb/pt4GrInLfOhq/VvTFbpGQ0BN0slmISCYiXwSeA35DVZ+Itg2Avwz8U7/qfuCp6PCn/bre41RtF0l9Sug5OpGFqhaq+jBOeni9iLw62vz3gX+hqv9ymQuLyCMi8nkR+fx4fGeZQ+eft1DMCQ2eJZrSxbqQiCJhC7CUN0RVrwOfAd4CICJ/E7gX+PFot2eAl0fLD/h1zXM9qqqvU9XXDQYXl233nEZSBm2tHKskjSiEPSFh7VjBu9vFG3KviFz183vAm4HfE5H3Aj8A/EVVjU2LjwN/xXtF3gDcUNVnT97UhISE00SX3JD7gMdEJMORy8dU9ZMiMgF+H/gtcdb5X1XVnwQ+BbwNuAbsAz+8lpZ3QG0AoISEhBNhIVmo6peB17asbz3We0f+6smbdjLIxCeb5YktEs45VtQFtj+CcxaOU/2743kTErYG/n1dRV/YvhT1jtDsZKX45mLWGCPrGrE9IaEHOHtkcdwxRY5xnZnrE2Ek9Air6gtnjizWKlEkJGwT4n6wgpHwzq7NYsXoTEBJqkjoA1ZoqwhIZLFKJKJIOMM4M2qIGk48vsg89D71Pb7vvrc1Yb1oShUrGoz77EgWaySKTuhTBxWSizdh5dh6yWKVEsWxpYcVEEVc/Wpl9SqW9MzMq8CVamhsCdYkVcC2SxZrMOKcZ8wjhFTKL2F7JQsBe4ZCuVXkZB0yHJriPM492qSK8xvBuYmgqw1gbV/r5rNJ5HE+MKNPnN+grL5JFMfsiPOIImxLdoKEY2OFtorylCs/4xqh5mxIFG2IiUFF1ksUc04979rJbtFjbMB+t12Sxabdo3MGJwZWJt6vlBiUbm7TZNs4c1iXrSKg12QR3KLl8jo/ts2Os4goTnSt9pOuTZoIp9XG/ByEtqzFpZuwWqzZVhHQa7KAs6t2TGGJL72oHr/jdpU8wu6JILYLa7BVBPSLLMRljQZsiijapIrautgtuQLEHVBUS++OhGuF5RmDJi3swE1CaN5fF1JKasp2ILZVrJEooE8GzqgOxUbqUYTLzlA/SrSRRnN+qetpuxoSfuhV3PtJ8kTiUPEkVGwFNtVX+iFZnJI7dJY9QuaV6F/R1zZ2j5bkmAlYLaUraRJXpxO3LC9xmtoXymol7ST0DxuyVQT0gyz6gqb6sUaUqoTvnGrE9clAFAowLYUsrYKEa3RVPdpE2XllBJmx7TjXTzg+1qyCwDkli1ZCiIlizS+2ilTqhhFsJmguzvsDmImiJxjkuRWLOmys+4qAKmIE7UKg887dptIk4jg5ZtgqUpzFCjD3hY/F/Q2/yBrZCNR4EilAjiNVNM/r0VVaKokiWu58xZNID10llASHGQFY67Zd9MfAuSZIx6EM59opVowaCcSd04DNWPlXeOFI8G3rQ7uWEW9XaZhN6B16I1mEDr3RuhRrDLxaiNi2II4ospFriBkrMrG4MVsVxX3ia/EVzefUuIfWe5pndwjHxFLWMjaceQbhpodH5pBzkjKWw6YG76ZHZBFwEtJYqtPHRHEKL6aoG1sxvrRYBQsysYhtSCCLgqliNaB5P8s8y4gsOttwuj6/yMtSiyvBqzy1h7HEec8TWmwV58t12oK1fe3bOsOqseCrD97+oGBGFjsQRMRLFIoZFY2Oo5AJiiDUozenOtmids0K0AoCyzJf+2WeX6zOhJfcau1ZJcLoBpX2+XXjzNssSlg93ldzjQgBWqJOqpBC3f/QVo2kn+Ad0SCVUG1bhJPc40mfT8vLXMaVRATS1bZ0rhE/yw24SptYSBYisisinxORL4nIkyLygcb2D4nI7Wh5R0Q+KiLXROQJEXlw9c1eAi0ksVGiaAaENhO0FMzYkh8UjixUnVckvAyq5RS2Nwmj7Tqt7Zi3j86Yuhw7C5HIHE/lb3CaNqMtxWlJFdBNsjgC3qiqrwEeBt4iIm8AEJHXAXc39n8P8JKqPgR8EPiphVfYgMoBjZeyTy9okCxUKwmiAWdb8TaNokEYS95LJdGc8CFINLVtI5IgREoPy7lJDlwlTlmqgA5koQ5Bchj4SUUkA34a+InGIW8HHvPzHwfeJNIhQCBIAG3TMphx3EaJovllbm5uJJJJoRAmbUli819hM7HO+Fn4/5PlO31z35WQBtRf5jmqh8ah5DNUj0Qm7TiJUXMV0lsnm4WIZCLyReA54DdU9QngR4HHVfXZxu73A08BqOoEuAHc03LOR0Tk8yLy+fH4zvwGzCOSDsTSW4kCTxyG6ssrPvQ7dKwwlQbIyq5R2jd0mgTasLFKV9FlgrpRa/MC+0RSSxpYRfDVcfKMGujkDVHVAnhYRK4CnxCR7wXeCXzfcS+sqo8CjwJcvuuBlb8eneMMTgllNW/BxVFk1TbXqf0XBJzqYd2SBOlDQtWwDAxoLrPjMJpk0vQ4UG1fqn5F1cy5XhZRnNRU3l/L/jGSF6RCi6t06VMoM8sdLIOlXKeqel1EPgN8P/AQcM1rGBdE5Jq3UzwDvBx4WkRy4Arwwsmb2g3rLoE3/9r1iyzqeDFhzD2u7JBSqixSTFyfUtBMsGpcEppZcN05nbrtHhbez9L2kjnHLOgLJyr6c0ZwmipaF2/IvV6iQET2gDcDX1DVb1XVB1X1QWDfEwXA48C7/fw7gE+rbkb+nSKKBbaD1V57+iJdxP5ZL7+W6oh4dYTSQCiqyLhAjibu/8RWdg8Nx0cuyi6Y5w3peD+LDKcxUSyrEp3nYsGLpIpNqXRdJIv7gMe8QdMAH1PVT87Z/8PAL4nINeBF4F0nb+Z89MEmcZJBguJjYzWiVuNDDCLOLmOshSxDxCLjAqxFjAAmehhVFqsLtxZn31gg4k/V3IxVDWZ/3dsMp+Xx4RSLHk/L9nNLErH6wWzSF13wQVhh2YWFZKGqXwZeu2CfS9H8Ic6esRH0xRi2ipc6Joo4A1QFNKPq7MaAKdyGSYGocR4SBSvgSMMdGMc2LHsPtQ5/DPG3RizHlCgSOJGrdJXpDL0N916EPkgTASet1h2Ob36142xR9XUvZGCwIs6NWkyQ/UNQJdvP0EGOXNhBBxl26CayqBKXcR2/lpHS7MSRIRIRxExLEm3G0K6S1bLP5Dwj/GbzpIp5WPWHdCvDvftEFPNwUnfmVKRpqKjlbRiaRZGe4wkyjmwY3o4hKxRDY7SRQxf1pAvOPVF0sDV1IooVuEtjbJVk0WrA3EIs7AzBQeJrYJZqhPVf+Rx04HyturuDjMborduItYhx/G8AzYyby6kXBKYylJa6cVgXuXChnQCW9Ui02jlabCeLnsu58IQ0IjUXkcbM7VZX4i6NsVVkUWKLSOI4Vv/SThByJ4xMGarUuEzVMncEUGuR0dhdc1JgMsGSOxuHRtGTrRfG7SMy3bmj2abqsTRmitRb9KNuAh28H/OIZB3S5NaQRV8MmStHI84hRvllaKRyg+v4mpuKLMRAUaCjMWQGsgwjguwpBQMXgzEw8+0MEWHU1rGir3pDvA4ekkQUdczzgHSu+rYGbAVZ9CGdfB7ahvpbCl36YYs3QY2ge0MwzhvCZIIWI/RoBEWBubAHeYYMMxDjOIUFgU1tcVerEv+P6VVZaRv6jMgQfdzgK1HKRMNVo/dkcWYlijnoRDri4ih0Z+C8FuOJlzIsOhqhR0eY0RiGA0ckxqsXvkRfwDyiW2UHDarNwrgAOBGpbC3C/Z40o9Suhyig52SxLV6PgGNJGHO+5G0uyvLcBrCCHRhEcmSyg1hbS6jTO3cQazFG0GHuOqtxxzTVi5O6NJvnmecpmUkYzd/7vBDGEgFYs7avU6II2A7X6RYQxTrgRitrf3NCtmqwXeggQ/OsylIFdDxBRyMXuDWxmIn1htLjvVRTRKFzts28qbA/5/Z3bcOU+jEV29LlJKtuVR29liy2Fce1YXT5upfnDrYHESgUO8wwF3cx9m6y/QPsnX3KMiLGuJgMaxEVbDnIUeVObb9YNTuTYGZIAPEzmLqvBVLDuUoYm/nsZ0lw62vKIiSyWCOWyRdZtnPUUtwzL11ojr2wi7EWmUygsGUtTykUHbScaN5lW2IhOiE6ri36M84ZSZghVUTvzWkEYLWht2TRdw9IV6z8Czkj5qHYzbE7ChcH5DsZZjhAbt5Gx2Pk1h3YGcLeXXPiJ5g2rjUGRg5l/8LAzbPaVxvJrOnFmeOROVZNjW1GB+9HLbZm1j5rtlUE9JYsEuYbCaeGJxSwvrPbYY7sDpCjYdRpfVq7ETTLnTQi81/GcqxTKL0oYrSuwtQO6CAmd1R5ZkokZwWzbqUhVSw8zQZtP70ki7MiVRwXZWJZJFqq+DFDGq5Pt40qbySDwuauYxcKg9y5Va1ibu7DXReYfPMeYRQ0M9H2IsH+nTX4n8Gqc9ci05JFUwQ2Uk9Iq7W1RaLoKEKfNcJYZNSc2veU0UuySMCHe4d5RTL/dTeLRddi12CHQ3RgkNEu2cEYrAULxYUhdlAZNi0+UtRHUrpENb/ZQpF524iNLtb0oalQ83IEBDWG2LU67RJvs+2UMSG+nfH6+HxbibaYijKVfwlbxQxCXhcSWfQM9XFBqnwQLSrC0Mx5QWodT7Ukj2LXUAyF8UWDKZTBrRwpFDO2FLsZNvrVxaetm0JRFVdwp6mOFFJ9/YWyoHAQgcs2W/eulzVEg6EzHBsILlo31eUDQcaEdAZjLmoxFQvLL7av37T7OZFFj9CsUiWRDUCzoGZUROH2qwhDXACnS00voBgKhQjZgcUojC/lFLuGya7BVQmnnIq4c4pgs4gMSl3EIUgmUvhgoLigsPVffdVK4jB+ufH1rNodnXxW5M9ZIYymUXMGUcwtlVfoqcSpJLLoCVpdrLUOTPmiNb801Vfel9kvBFPAZNfZMDQTVKHYMxRDQ7EDYgUpnEThOrpU0oFxJf0CoWi4iN+tGLp5M/aEYwQz8ftmlOcpD1PqnaLFW4Kt3+/M4sDbTBhN9WMq/mT6HZiZTHYK9rxEFqeEhfEXAtaYcr6SLJiyK0yN04FbV+zAZE8YXxggVsmOYHRFuP2gJdsXBrcEUzjDRX5Q14FFwWYGO3AV/AhEEPd566qNZ0dBVXEGU1OAzetfv/pwjf4EhfesqHRWO7baVkE72bsN3W0Vp4VEFhtGtySx6n/N0xHCu7Oo04jWv+TxdcR18GIHRN3xkz2wlyao5JgJ2CJIGCCTys4gFmwOdgCau3VqqLZ7IjATRxgiviyod66Y+OunVCqJUPUGX6djKuJ1u/mgHV3cyg0cN0V9XUhksUbErr6lqkAFdSO2T3jVQE3VocGRhzTrXXgjpBnBAKXYEWwOoytgdyC7niMTL53489gMjAUzccfboduWjWB8EYpdyA49KQlOGrnj9rG5kFlnJwmEINbzWCkBeVIr94niCfz9bCoDduOI1I9WO0WLVNFKFMXqq18tg0QWa8ZSRWxjY2ZJFhVJOImCsqNVL1Y4MEgELW5VTwDFjmL3FBmDjqWs0WlG7lrq3wiN7Qc5aKYUe4AKZgIycVJHUIM0c8tmIlCoO95SRnOGOJHZD4qKAE9aH6SH6CJV9FX9CEhksQbMfMmbq6VOFDFJqBHswEkExbBBFv4AUW9kVJhIZTMoa11k3lg58PaLi8rkroJveuA6tw92ONofVARldjAjKHYVKYTBTcHuKJOLWtojRlcLGFqyFwaYMdgdQcbO3mEHjhUGt5T8UCiGsWsVRBSxgsETlTfYllGiTTtFJGlsNRZ5PzoaNfuARBanhabaUNoppPJ8BBFeK7U/Ril9eBUgjrkQK6UhUQo3mRGYfcOLL11EVVArVfh2pmgmyMQRQ5AwzNhdVAEZC2orkcMcVbYSsf46Xpow2tgW3KuRmzd2+dZvbJkH2WMs6vTLeD/WVKV9GSSy2DTmvEDl6OleMsB/iZx7Up2RsnG8zcAgZCOtxS9IoW7o08JJFSrC4LaQHQrFwS6TC4peLNDc9Vqbu86e33EXsENHQPltodhVdAj57VD413X8wR3fhtx5OLJDLW0aZuLsFOrtF9mo8oZgqTpKM9T7rBCFR5eYClisgpymrSIgkcWKMVfPnpIMZNotKuJsBN4DYrNgs6CmWpRSR0HpThXr4x0KJ/bXJBYD48tKMYTiYuFclUa5dPc+d1844A/2LjMZ5UwKgUKQw6yUOLDem5K5ezP7jslGl91LbMbOAFrsCPmBOnVmAMarL46MfNxGQWmAxWqphrhnR812sdVoqh/zdu0SgNUDJLKg7rU46Xm6Is6VaLpFbRaRg3Ff7qCW2NyRi/Xje5ixu67Nw4iGghHFTCrpRH1E5uSCYvcs5uIYtYIWhm+96xbfceUP+Ffm2zgYD8iN5WCc89KLlzADy97eiIODIcVhTr47QYxlMtpDC2FySTEjRwjWONVFCkdYmgkWdS5U4xnAx2VUrmGp0tltFa5e+yV60lGWQpub9Bi2ihAd2xd0GUV9V0Q+JyJfEpEnReQDfr2IyN8Ska+LyFdF5K9H6z8kItdE5Msi8l3rvonjIh7xOx4BfNZo4LP2mTdyeIzWgXamdvJfa6//m4kT4YPL0UycUdMEG4XxnoZgD4jCL4iDoiwMbgn5jQy9OYRbA+ROxjeu38WT1+/jD29c5sWbFyhUXGW+XDGiWCtcvHDE3d90C4DxwaCUSvLbQnboJBszgcFN999m7otoJuGFVx/hqbX7bP9Nou1bShQlZkkVW2TUjNFFsjgC3qiqt0VkAPymiPw68B3Ay4FXqaoVkW/2+78VeKWf/gTws/5/L3CcQX9WgYWFceMwi5BxqYogZcyCO0H9a6OCy92Qarn8ssUTzlipotgj8fU7lfE4485oyHiUu0hKIDMWkxVkmTLMCy7ujNgbjLlzsANkzhhqpAoE8/EawaCqXpJoK7gc7B3zH9aC7T3HVCGh+DfvGlPRw2fQZRR1BW77xYGfFPgR4D9XVev3e87v83bgF/1xvy0iV0XkPlV9duWtXwKn7bOfpepoVqkgdhCpIxK5PjPnQrVDb7/InI1AvSERBXaFbAT5vjIxggydy9TmwuSiU1+KXXXqiwD3HPFt997g6u4BF/IRF4cjCmu4a+cQgCs7hzx4+QW+98rXeXr0Mp4bXebe3dtcH+3xtWe+BZvlHH4LmCMh3xcmF2ByAYa3IDuoAsHyIyfuhJgMKbQKLAtl6/2yS4TT7VVDGurHFAksIVFsqvrVMuhU3VtEMhH5IvAc8Buq+gTwR4G/ICKfF5FfF5FX+t3vB56KDn/ar2ue8xF/7OfH4zsnu4tF7V8XUSwpKrerNv5Uvk6FxlJBuVPL8tTJo+NMRTLN82oGOlBMpuzkE4ZmwtAUXByMuDAYsZuN2c3GXBwccVd+yNXsDhfMCNPyqVOjVRRoo41T99D6QDrssy3oon50OU1wKfeMKKCjgVNVC+BhEbkKfEJEXg3sAIeq+joR+c+Anwf+TNcLq+qjwKMAl+96YG2PZq1Escy2WS+PVVCXnyGm2lf9eUL8QrnJapnPEaen16QMD1Molnq8he4q5u4RAE/9f3dT3GMYXrwJQG4sl/MjAO4UQ54fXeLTN76T6+ML3Bjv8pVn7+Po1g6MDDIWBjeNzw0JthWvivi2mEkIEFHMOBK/rdaqc5W2jDiWoIedZSZqXqeWH3rWB6JN/eihRBGwlDdEVa+LyGeAt+Akhl/1mz4B/IKffwZnywh4wK87FSxTYXvVqNWnaCmHN30ANQmh9GaY+hQSxMr0b9x8qHoVXLJ24PYrhs5TUeyC3bUMjGW4M2FnMGY3H2NVuDrcZ8cUXB3sM9YMi3A5P+Sbh7c4sgNujHcZDAomuwVF4QK3iz3FTtzQqpp7tePQhY7bgYskdeHkQccIbRXn2p33s2yLC/WYEsQ2GDSbWEgWInIvMPZEsQe8Gfgp4J8A3w/8e+DPAl/3hzwO/KiI/DLOsHljWXtF+cXs8wuz0Hfe+Hqaqn5mzX4R9HdxXoQy5Nu4EOrwUrkM0ModWuxUhsXyGtaHXRt3rmJPHWGIUz2Kl43JhpYst9x35SYP3/00z48ucWcy5D+69CzflN+iwLBvhzzFy3hw9wX+xIVr/HN5FS+OLnD/lRvsXxjyrFyhmBj0slKMMorbWWkw3Xk+Y3DbxYiYsZMuVH19DEuZ9BYS4ELEZ/y1LaWLWc+4Z+9EU6qYRwSdhm/sKbpIFvcBj4lIhpOGP6aqnxSR3wQ+IiLvwxlA3+v3/xTwNuAasA/88MIrrPnhnUi6WPT1m4eu472V7kUXoBSK1bgNwbvgVRAfZ5EdRZ4Fr+OGTmYHTqUxI6ci2IFTRzjKnGvUWF7c3+NJcx8X8hG72YSnDl/GrcEu/8nlJykQMpSBTPg3o2/ludFdHBY5t0Y77B8NEWPdMIg33UAkOvSBW4XvLKZymZaPKtT5LKr7LcPBY8Jb9DP1hSiav31Hopi7bY3jlK4CXbwhXwZe27L+OvCDLesV+KsraV1P0Cx31wVzi9C2BN+ohWxkvVfEd7jCe0YyH2eBq35lURffIFU1qyoy0q/PIDty6ybq3LDm0GAViqHh1u099g93+A9e9hKXL97g6f2rvJhf4DvvucWOGMb6Bzwzvpsn9+/nD48uc1gMuLG/x9HhgHxQYAsYXM9ckto9Y2fHGEUdRhudI5BHTBSzQr6pH9dnrExKiMizr+hPBKcP/10XjiVdtOy+TLTnIsKoVU0K/5WyboGGUGhPGjb3RsSJsz9gXFs0Ax16O4YvdmOHYDP1dTCcdME9R2SZC7ba2xvxsov7iCgvHV3g2y7c4FuGNzHAWC27Mube/CbZnuXZoyu8dLjHICuQPeXocIAtBHvZunaPDBjFXppQjAZOmhlS5rKoaCVtlNW5IzJZ82+/csQxLUtgVjxFn42aMfpDFtBPwjgOmraW+IvRVE2k7mYTVSiC9FHFHNgcl/vh21/aL/w5gzEzxGMUQ2evwLg1EC0AACAASURBVLs3dajsXRghApOJYW845p7dO+xPhhxMBlzN97lveL3W1EAYAPtHQ/KsYCDKgd0BK+iOdUMEWCADGVrsQKdK/4Vn4kh2C3rFPByTKGai56pHjH6RxQYwb9i86Q0ws65CF88GrruLqRs76w1yUZqxVyMUiQmqBwIyAZNV43qEKlTF0P3PDh1hTPacYTEXccldQ1cdqzBwuD8kyy2D4YSD0YDfv/Eyru4dcHlwyM3JHs+OrnLLKi/YHT724usZmgl35/s8fecqBwdDJuPMkYRS9ZahJdspKG4NMH+4w/CmCwHffV7Jj7Qs6hsS3Jr2lXiczraIz0XY6MBDNVJ3/7smi50FnDuyODX4r2xwa84im9YQacEXj6lUDaAMvAoVucP6svSd1q3vIZw7zxxzTQqDQdnNJgBYhDuac8vu8vzRRXKxjIY5++MBVgWdGCf1+OxTMkUyFxpe6IDs0NXMyI5c5GZ2VBXtdfU2IlKYJ+EtQRTh/9oJYw2n72NI9zz0myz68DAjW0JteQm0qT+10nnh1LHRj2kXoiho4eIX2AnuSJf+bXNn/BxfAs2d18TuqFMLcoVcuXjpiAs7I162t4+qMFHDAxev8y07N7l/5yUumwO+MbnCC8UlrgwOeeHoAl9+4du4fbhDnheYC87PORm59PULl46YTAyjgwHmyJCNhPwA8juRpyPUjQwaiAbpSVhm2MKu+8TPemUE0hZndcJTi4JM+vCCd0e/yWJDWKsto0VNr0rptb9xJUk0Ru0qY0+Ms1+EBLPgljQ+ktLiytdpJhhwUgGW8Tjj0OTcynbKa7002sOIcik7wmaGfbvDjeICdyZDbo13uXm4w2SSoSpkmSJiUXVBVapgraBjRxRmBGakZGPKOgyxRBFXySrRpoLUnsUpd6iF7vHlWSNWvbYJiSw8FhLGEu9E/EUrS/LHWacy48sUivC2hD07F6m3WViQXF2m+MS5RfHGw6GtxhYpdp3kYofOIDqSXUZmh1vZRWRoyYcTrt/ZI88sz169i0uDI6wK+5Mhz925xJ3DIfs3dzG5RTJlOBwxzCdcuXjApMh46eYFisMc2c8Y3BJ2X1TyfSUbKdlYkQnTxVuie3T3FW9rPPJjEMVKVZKmizsetoDZ3o2Amd6PLZMoAhJZRIirSq9K2mirYREK3pSRjDrfIl5u9+K8+GAtmwvFwBNC7m0WUbp6EP9D3omMDOSKGotODBPNQQUdFDy/f5Gb2S6ZsYyLjP2jIUdHAzjKILcMBgWXdo+4NByxl485muTsHw04mBjMOPfE4KWbwhcSLphWq9ZEEuWp1qp6SLltKg293GeelMRWShQBiSxaEEsBKxWDA1FkYcxS38HDwMPxWBpQdSKtJAugqv6dw+SCq4KlRsqYilrMhqWMrswOnGdEdxTGgh7mTABEefHGRRBlZ2eCtcLh/hB7mLsSehfhwu4R9128yT07+1zMjzgoBhwVOc9OMnS84wrdFF6SKBRzZEvDq79E/Z7CIzlu7Mu8znxSNNyjtSzQ6BKziGGb0s6XQSKLBVh2DIuFxW2M1G0VGk/NnuTXi4+4yN2QgrHnIzsCY9xwgYjL+gwva+bVHzP0JKKCjqAYD8prFhNhPMydh0OU8Z2hO9gKjN1wA8WdAde5yMHRkEFecGHH1b64fvMC4xs7XLjpDJtmomUlL80cecUdZCXEO+PxrsMbMitVvEYi5wiJLDriRC9j9KWqRW2CN1JGX5xZJd99x9cw4JAnnWzka0pUgR2EsO8wsnkxcSoLXqoxo2p3scZlpO44shAfEKa5OjepghwZrB1wcGfAgVFu7bgAED3IyW9m5PuusrczsKqvs+nra050oZp1Urfk2tymWie42nUaKsi8tPN4+zYjkcUq0HSvxuuoB+4E9aN2jI+HmPVCxS+pzRxhFENfPSsefUyoRU2GsTpCWX5Rd303irq7bnYoXnVxhtHxZVc41xxJ2cbsCDjKSrFbbF4OE5AfwM5LyvCOZXizKMkh1KyIa1WUzyUqVuwGSa3bA7pgLQQRn7JBFFPbp9oz57SFzpRStgn9Ioum8afF7XjqmPeOzvLHx+NGNO2d4avbYVT1ss5FORxAFFLddnggouBaVXw5fyk7cqgCrkJZ80IzfBIbEUFU58sO3RCGg1uQHSn5oZIfWLKDory0SxrTyt5SaONZgBvQ0LWn9GIE9/Cm0SCK2vzUb+YfRYd29rny1bLoF1n0Gcf5qgRpwkQkET6wk/C1aXGXEu0btIusUj9CNW9XiWraphJIxISENB8gZYrQXi1jNGzu1JjJjpMszMi5WseXqzaEEc3Akcbwhrp6nwfOTTq4YzFj6zwxjcCysk1x8JknETWBMLpjoxJFzQ3aHtLd54GMV43+kMUWu5Sm0Kzs3FQ7YDFRUB1TG1skjyWLatc4XT2wTDlkYJAOInG4/G+dapMZsBbUOHuDTKJmeHdoII1s5IYnyI8UM1LM2NbVjpq7tKGGlOt9uw3OmNq19seq0ZEomOEqnXnaM/Q6B/SHLBroXbWsGeLxPH97sANotD3UdAhEIcX0y1lz3RlxdorMVf+e7Lr/xQDvbajUEynEBUP5KtpurA5/ykAW8ZdOgQkYo4gaF6uRCzqBfJ8yi9WM3ZQfKGYMgwOXIDa4XTii8GQhE1tea/qBaPU/GHWtIMa4HLtAGIaZJQhXLlVExuZW165ERDHVlup/8363OfBqHnpLFr1E+P1jwUFxNSfi9PqYPCJ9tbJP0DlApzn+RywZaLBFhNJ0dsbkr2taXuDSNWzdYMoygcyHimsY6Gjk3KGZ/2/Gjoim2u+fQWv8QSOGxHXCugdn/nNYPVHAbJIorxkT98y2RYcWZ48kAhJZHAdtRnL/kqhQjeHps6bKClGzVI9Z71eIyYhUmNJW4XVoE8cxWMjG1bVceriW6fFl4BfRCx6RjJko+RHYiSc+711xBXccWUih5Pu29K7UHouIC+4AL0E0VA/EPSeDa7+RqgbpvMe97ozSWP2IrqlzVKM2W0VpCD6j6A9ZtBS+6Z0qMgvRl7F8iTxh0IjMDF+eRUQR2yncwEIhUrMxqVQeh/CyaqTuxAhEEY2BWrpbSyKicrP6DhNyPUJNCuOjNJ00UieNWqeLJaxS6vLLhSLiK4GVRXHa1Ln1SBTVBaa3T8VTeMlxbgzFWbK5zUB/yGIRtoEwAgLJhUGAQwdZclyMkjCy+mjqiKvejalUkcpb4UdRb5BFrap0RETldi9JSDTGqvoq4a42hS1zPWqxFEUlQUgsTZQFbBsh8+KkC1FFfeGfjf2sDZUiLvMX0EpOHQybZ1miCOgXWcyTLrYJkW0j2DTm5UY0X9Ca0c13fuPVmRBfkfts1jCwUDBmltWoora0PT8Jgxs1aj+Esn2uYykZVVKYU2kaEZk+qIpQWzSoIVJtV6WUrqQAMm/EjJ/BuoMrYnVhRseeMmZ6aWJuVe5mVu0ZRr/I4qzBS9aLXqaZadXqO7TvqC4nRDz5xIZJ16E752C07FfN1ztxUE+cxKLl8c1xUaqDwv/KNiLeu6EWnzEb2TXCebKgqi22YZwILfc+i6y74KwEXHXBVpBFzXYB2/XjLOq38Yva+KohUunD4nYI4dNh8KDg4Qi5IGXNBa+2iSq2mQzXkDzcNv8/SHZxCbwgGbWI7e4ePCE0bjZ2L4IXLjJxLtbI0OmuadEsK9PwV0IYjXMslFJlmihq6ts5x1aQBWypOnJShKI2kQpT1p30VfjLMOz4hfZGSymYj5go2sbjjEjCrat/jctCxOI8P67w8DyZ3Yv1TKseISx6nR2zPZ38+Bc8b+9j/8hi28aQWCUitaX0pqiWRBCG+kPAHEW2heijHvIryqECldKEOCU9tGFOmbvSWBkkBsQNAeADrNSrGHHl7jggTXH3ZAcZYgQprLs/Y9x9aShKLNGzWFHlK43OFXk8auS0RJXusxbK3QX9IwtYTBh994ycBA3CAFzMRuhMkfcgJDSVaHnR55W0m4V5Hpuad8P/DpWU4chtphQYB2YZgQJv97DOjTqDINZVKq8ZfVsm+y2w+czLED7L6CdZzMDUoLln/AcrxfIQ5BUII3gXqAxsUyOb4dajOh3bMQsdnuestO1qfBT/xaZKlKtdQqjCKiyItTB29gsj4queGyRjKcKobW/bzUsT5XNqkkS5EBlgm1A9lxJFwML0HRHZFZHPiciXRORJEfmAX/8mEfkdEfmiiPymiDzk1++IyEdF5JqIPCEiD3ZpyJT4N8O3fS6MTTU7gV/n7QdVyrPWpioxTEvPRRwwVdoemsbNOVJEa9NEalOJINr7/I5ypLUQ1t2Yyn1D1GetoHHJQDU0vTfx1NxetddPoZShCYRElBHcmFpvXM+Vm7QNXXL9joA3quprgIeBt4jIG4CfBf6Sqj4M/CPgf/T7vwd4SVUfAj4I/NTqm+1x1okj6uil+hBUk6J6eSUmiSiJLFStKo2g8XlbPCLHamJMGhItGxwJBPKIplL8N8an3hs0Nx3rQ2grKdTbVP+oxOn9Nk71NzK1b9u5yqS/5nM8Z1hIFupw2y8O/BRet7v8+ivAN/z824HH/PzHgTeJHFPhDLkDzTY1LP9nGtHLGUsZJWICCaQRRVW2vdzNr3LzC32sZsYqgExLIDVpxEsdNjdoZqbfwq7taEhLtVTyIEFk06QgjWca1L3Y1VuL8iz0TCeIdUUnm4WIZMAXgIeAn1HVJ0TkvcCnROQAuAm8we9+P/AUgKpOROQGcA/wfOOcjwCPAOzsXl1avDuXrlTq91wjzY7jhdYIId6+CodDHM/RPF98LYMzbgpoZmo1MEqXqh9sefbFqPafFVTVZsOY9c40bWBhWc+vjaKJTiVHVLXw6sYDwOtF5NXA+4C3qeoDwC8Af2eZC6vqo6r6OlV93WB4cUErF0gYZ126mIHYhlGz0DfVjHL/GUSxYrTaNaSaQnZqyDq1gww7zJ0qkhnKEPLWk1O6QctQ9UywA+NqcQRJIpN6gaDa9akMs2E5SCdh6AILMrGtaf3nFUvVJ1LV68BngLcCr1HVJ/ymjwJ/0s8/A7wcQERynIrywkpaOw/njTC0McXrO6KmekRf6lVjpjFUqiLGmlXL9YOj/w2SqM5NzQ4RBloqyxlKtW8tOjSep5qvlRJIXFGiizfkXhG56uf3gDcDXwWuiMi3+93COoDHgXf7+XcAn1Zd0RvYImGcK/sFzJQaZq6fh7KK1mz7xipRkzjC1z83zhAaJI1IqihtKb4KV6jKRaHYzGBzgx0aJ1VkbojGMBVDU86H61WqRaNhPuemDJG3Wsu1SXDoYrO4D3jM2y0M8DFV/aSI/FfAr4iIBV4C/ku//4eBXxKRa8CLwLvW0O4azqv9YiWwuPJ8ke6/0iCoeSg9pD7Qq+3T1bQXBInE4IyYXpJw5OPPF1e4wg3i7BemPygNe8Z5qU1xHCwkC1X9MvDalvWfAD7Rsv4QeOdKWjcLQbqwsTjK9iabLcKK7mWqtkRZZ4MlFdITIHZpUienMpM1DowK7c3EJcSJKzBsd0w4CTYXN4hSuIR3cWpGOYRimWLv1ZNyKEgjpTQhhZcoElpxWjWVV4N5KklCN9jq/zrsFV0RE0V75GdFFC6oyk9BfYEpG0SVWk9UKDny1sT7JvfoQmxVuHcrGlLGmZYwVohm53Rh5TLViTbZltrARKGGaVkK0JPF0JTtswM3mlpsiIyzWmVSkUWA+j+ljYLIRpEwF9tPFi04bzkkTcwr7BKv32BBu8bF3b/mGKiaV0xVGiU97KDuEg1jt9ZOW3ozGudtys/Rh8RVGDtnL8gxsVVkMXf06lkSBpwrwmiqEnONlSE4CtoDmNaBhpu3lHCMj+gM1w/GyxBL4QeEDnVI7UBKg2RbUb7SbtEgxVpymnUDJJ2Xd+Ok2CqyaIblziSNWYQBZ/LFOLatwVYxBVU8w/QXe1WoCvdozahqh44kNDdlE0pkdZIIwyBKoX59NVRBKYlEkouKOzY2cCJgRtbZKM7g+7AubBVZQEUYMMdlOosw4MxJGcclCgkZq+XyhgzESjQeakUEpTtUIq+Nhorm1chuNqeqPk4UcVmEkzOd8NXyoTjPqebHxdaRBUwTRlhXQ6SWTO1zBgjjpJ4LFfF1JSpSjdOzVxlrEQKrymENQlh2LtPXEOfytMa4cVKyasgCFSiGbgzX8OKGoQtCxm15bzERFo4cspGt3oVEFEtja12n06NhzfgyzipyktysVbr4GgOwSmNj2ZHxOSCeNHKq30IohzoIRGFz7y4Ntk8/xZ1e4gxbrRNpGQEaSgzaRBTHRT8ki2N+JNtE5+ZwcsBsKaOHdowunoy5aEQpLnWOUNfO/5srXSyQzsphBKIhA1RceLdzeUrl1qx5Lty2MPpasFXkh3j3qldDvLQQRkkr2wRV7Ij4fZMRcyXoB1lAOUTcspina0/ZK+YZP3vwMq0kKGrBI5yK4qwd2/H5R5LAzOfm19vMQE6UMEZpmwj7aQYhsrKWKRrOo5QGyhCVWVYBayN83664aHHCydEbshBv9ArW7qWOXUAY8X7bKGUc13bQ6biQ6WmOeZ3QMdskIoHJxcyHY+MLyVCqEcZHjU6GpjJietIwhWKC0VIg98MnmiBF+N/MZkJWBCmG8l5Q5/FIWB16QxaA121XL2GUp4+liZ5LGetEiD0oi+zOQasqEgdVQS2oyWbGqQ/DDM2g2HGl7Jxh0hFAbH8QKzUjZrBbUIQBlEKh4mgK1xTAhPNqONyN/5qwcvSLLFifhBFQkzR6JmXMVRFOsO9MCLVwplmSTFtpfqCMl5Dw/ETQgTNgji86I2YxcHaHYtcRg0wqNcRmToKIC84A5aju5WhrUqkhgdSruAqf+xEVqUm26/Wgd2QBeB21Ioy5QVgNzCw713aZIFHEHpO4PN0pkMYyqsBKCIOKDML52gYqFiLdP7itjXN/Oq+GryPhjZeTPSmzPUs7hBcGSulBghdLqmvgSUOgGDopRQXs0J3LjH2g1cART3boal0krB/9JAtoVUmWIY14v4XVm+NzevVkStLoqWqyKsIoEQrimIb6EXk2yvgICVKDoRiKUzm8fWKy57Znh5W0Io0frhxDJFoOhknnCal+H5uBQZAjZ5wodgzZRJNdYoPoL1lQqSQEP7tHq3t03nlaYjKaaFVPiCSN2s6Lr7lJtBHGssbKen1OBetzKiLPhM0MOsBXphKKXW+P2BGKIaVdohrbJPyGkIU4BwUKLyUUToXIx7YMuIJK3RAL2cQFW012nAF0cNvFTAxup5TyTaPXZAGUEobMCK46TpWsRbaNmlQRSRp9NoLGhLEsUUyRTTjeB0iV++V+3I2gcgw9WQy8FJCDjGkYIqN5v97Yapsb58RdsgyXsNG+Po5ChpV9qRaIlbAx9J8s8C9ceDkEn8pcYVn1pLnvQrdrJpTjikbtmDcm6GngWPaO0AeNFyFCMNTAlB6LMjw72A8GPvPT25SyET5QSsmOXAef7Lp98wOdIuds5IKp4jTz0mU6UQb7lpAjkh26zNDsyDFMir48PWwFWTQxyxaxzlqcU8bQWNroYYzGXJdA+fwiqSHUtAxejZDlGQVKlfOxUdLbMsQ60SB88c3Ex1IUgCrxOFOlNJFRJoOpocrv8JJbWWtC696OhNPB9pGFf3E0DI/X3LwmKWNq2wxpY+a1T/Kuz5F8Zhpx541E3/AyAWW9iDK70/+vgq68quG//qZQLw2AZlJKFuHY/CgaG1TBTLy0YJxEo5l/Jl5SARgcuN91fMEw2Lfk+0Wz5QmniO0jC49mKbUmjitlLJOq3eZ6jT0pZTvhxM7/marSHMKcIlOJSCJMvsNWEoRU92XVHePtGaYQ1AdWod65KoK1FSmocaqNGeuUmqYSJBOhGmrRqTmiYEbuWLF+PqFX2FqyWCRhwPGkjOb+ywR5QdWWuPo8cPzy8guiWZtZo1OZtZExNkgKZYxDo1iM28cfWoSYiGhjQxUwYydyxEFV4dwycepJaZfw17XR88kPfEXt3Kkf+UHRL1UuoYbtJQsP54qr3rBZX9rj2jKWIY7mNWvnOUYI+7zzletN1fm0QQ71BkSzoTx+G4HZpiGoOrZZ27JUUaKsz9q5Q8xEVpGEmWhpLBXrDJ35vq2uldBbbD1ZlL77sDhjMN3jShkxugR5zcJKqlC1eTti4SDYBJqZlhL9D+aVIjo2iqWQQiupwxsvFScdlJmfDeIrx+MI+0U1I8rBzoxbl42UYseTh3XSYZaMl1uB7SeLBuKBbENadIxVkkbznGtDZGuoEVZT5YAqXiL20IRtZeJcNKCPULuBcsAftJQkypRy9V6Q2A7TfMaBYDwBmYmi1ueBTJTsyGLGQm58nYmErcGZI4tancX6Yn23FbpZ10oe84rPCFWHDzfbDBxrunbj05W8orV18din7t685BANb+jWRjYQvEQRVJWgoli34OpmKjLR+vUStgZnjyxiaEPSOGHYeFfMO9fSRBIN5Vc7b0wM8TxME0ftfBE5tBFKaxv85IvUWO8qDRW2NRMnMRzZ6XtXEFEGk5ZtCVuFzjU4RSQTkd8VkU/65VeIyBMick1EPioiQ79+xy9f89sfXE/TO0KjaY5HYiOVraHMm2ibZjdOaQ7nN/ccTaLQGVN0niniiSW08vxuZQjhrgrlalnyru0acY5IwvZimYK9PwZ8NVr+KeCDqvoQbhT19/j17wFe8us/6PfrBVw9RjdUnWkxqs0s+rshzCOSMi6hLD7rpngedcFS8X7lgL+T+vLUupBzEV+r7Ow+Ddyvzw4K8oMCM7Jkh5bBraIMx044u+hEFiLyAPCDwD/wywK8Efi43+Ux4If8/Nv9Mn77m0SWzGzaBOZ0ytMkjK6IJYmmVNKUVOL9ZkkyTrqISCjYG7SKxCzDtNskl4Qzj642i78L/ARw2S/fA1xX1Ylffhq438/fDzwFoKoTEbnh939+JS1eIdryDUKQ17rsGetCWxun1gU1LA4Fj3JdJFoOzybmzVQ74nxjIVmIyJ8DnlPVL4jI963qwiLyCPAIwM7u1VWd9sRoBnl1PmbDWEb6mWpffH9FPf1eY/UjISFCF8niTwF/XkTeBuwCdwF/D7gqIrmXLh4AnvH7PwO8HHhaRHLgCvBC86Sq+ijwKMDlux7oz+u5yNjYE6zLe7MN955wOlhos1DV96vqA6r6IPAu4NOq+peAzwDv8Lu9G/g1P/+4X8Zv/7TqKuu+JSQknAZOMnzhfwf8uIhcw9kkPuzXfxi4x6//ceC/P1kTExIS+oClgrJU9bPAZ/38vwNe37LPIfDOFbQtISGhR9jagZETEhI2i0QWCQkJnZDIIiEhoRMSWSQkJHRCIouEhIROSGSRkJDQCYksEhISOiGRRUJCQickskhISOiERBYJCQmdkMgiISGhExJZJCQkdEIii4SEhE5IZJGQkNAJiSwSEhI6IZFFQkJCJySySEhI6IREFgkJCZ2QyCIhIaETElkkJCR0QiKLhISETkhkkZCQ0AmJLBISEjohkUVCQkInJLJISEjohEQWCQkJnZDIIiEhoRMSWSQkJHRCZ7IQkUxEfldEPumXPyIiXxORr4jIz4vIwK8XEfmQiFwTkS+LyHetq/EJCQmbwzKSxY8BX42WPwK8CvhjwB7wXr/+rcAr/fQI8LMnb2ZCQsJpoxNZiMgDwA8C/yCsU9VPqQfwOeABv+ntwC/6Tb8NXBWR+1bc7oSEhA0j77jf3wV+Arjc3ODVj7+MkzwA7geeinZ52q97tnHcIzjJA+Dos//s/V/p3uy145uA50+7EQ30rU2pPfPRt/YA/IcnOXghWYjInwOeU9UviMj3tezy94F/oar/cpkLq+qjwKP+Gp9X1dctc/w60bf2QP/alNozH31rD7g2neT4LpLFnwL+vIi8DdgF7hKRf6iq/4WI/E3gXuC/jvZ/Bnh5tPyAX5eQkLDFWGizUNX3q+oDqvog8C7g054o3gv8APAXVdVGhzwO/BXvFXkDcENVn50+c0JCwjahq82iDT8H/D7wWyIC8Kuq+pPAp4C3AdeAfeCHO5zr0RO0Yx3oW3ugf21K7ZmPvrUHTtgmcc6MhISEhPlIEZwJCQmdkMgiISGhE9ZOFiLychH5jIj8axF5UkR+LNr210Tk9/z6/yVa/34fLv41EfmBTbVJRB4Wkd8WkS+KyOdF5PV+/VpD2EVkV0Q+JyJf8u35gF//ChF5wl/3oyIy9Ot3/PI1v/3BDbXnVEL8Z7Un2v4hEbkdLa/1+cxrk38Wf0tEvi4iXxWRvx6tP4136E0i8jv+nf5NEXnIr1/+GanqWifgPuC7/Pxl4OvAdwLfD/w/wI7f9s3+/3cCXwJ2gFcA/xbINtSm/xt4q1//NuCz0fyvAwK8AXhixe0R4JKfHwBP+Ot8DHiXX/9zwI/4+f8G+Dk//y7goxtqz9v8NgH+cdSeU3k+fvl1wC8Bt6P91/p8FjyjHwZ+ETCN9/q03qGvA98RPZf/47jPaO2Shao+q6q/4+dv4fJL7gd+BPjbqnrktz3nD3k78MuqeqSq/x7nVXn9htqkwF1+tyvAN6I2rS2E3Z83fBkHflLgjcDH/frHgB+K2vOYn/848CbxLql1tkdPKcR/VntEJAN+GhddHGOtz2dem3Dv9U+qDydovNen8Q7Ne6eXekYbtVl4Uee1ONb7duDPeBHon4vIf+x3mxUuvok2/Q3gp0XkKeB/Bd6/qTaJy+r9IvAc8Bs4ieq6qk5arlm2x2+/Adyzzvao6hPRthDi/0+b7Wlp6zrb86PA4zodx7P25zOnTX8U+Atejf11EXlls00em3pG7wU+JSJP436zv91sT9dntDGyEJFLwK8Af0NVb+JiPF6GE5X+W+Bjq2b/Y7TpR4D3qerLgfcBH95UW1S1UNWHcV/r1+Myek8NzfaIyKujzccK8V9xe74XeCfwv22qsKgRRwAAAfxJREFUDR3a9Gqc+nyoLtT7fwd+/pTb8z7gbar6APALwN857vk3Qhb+S/QrwEdU9Vf96qdxgVyqqp8DLC75ZiPh4jPa9G4gzP+fVOrPxkLYVfU68Bnge3Ciagici69ZtsdvvwK8sOb2vMVfL4T4/3i022k8n+8HHgKuicj/C1wQkWvN9qz7+TTa9Bb8e+03fQL44802eWziGb0VeE0kFX4U+JPN9nR9RpvwhgjuC/1VVY1Z7Z/gfnBE5NuBIS5L73HgXd5a+wpcXYzPbahN3wD+rJ9/I/Bv/PxaQ9hF5F4Ruern94A34+wonwHe4Xd7N/BrUXve7effgQvBX1l03Yz2/J6cUoj/jPZ8QVW/VVUfVJeKsK+qD0XtWdvzmdOm3yN6r3Hv0tejNp3GO3TF9y+idaE9yz2jRRbQk07An8YZWb4MfNFPb8ORwz8EvgL8DvDG6Jj/Aaezfw3vndhQm/408AWcN+YJ4Lu1sjT/jG/TvwJet+L2/HHgd317vgL8T379H8ER5TWcpBM8R7t++Zrf/kc21J6JfwbhmYX1p/J8GvvE3pC1Pp8Fz+gq8H/55/BbuC/7ab5D/6m/3peAz4ZncZxnlMK9ExISOiFFcCYkJHRCIouEhIROSGSRkJDQCYksEhISOiGRRUJCQickskhISOiERBYJCQmd8P8D4XtZa8eKsasAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"USKWISfFpkW2"},"source":["from matplotlib.colors import colorConverter"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":265},"id":"2eF5nUNdpWON","executionInfo":{"elapsed":1648,"status":"ok","timestamp":1627552070574,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"e06342a6-3c83-4993-cc8d-125d3663654c"},"source":["color1 = colorConverter.to_rgba('white')\n","color2 = colorConverter.to_rgba('black')\n","\n","# make the colormaps\n","cmap1 = mpl.colors.LinearSegmentedColormap.from_list('my_cmap',['green','blue'],256)\n","cmap2 = mpl.colors.LinearSegmentedColormap.from_list('my_cmap2',[color1,color2],256)\n","\n","cmap2._init() # create the _lut array, with rgba values\n","\n","# create your alpha array and fill the colormap with them.\n","# here it is progressive, but you can create whathever you want\n","alphas = np.linspace(0, 0.8, cmap2.N+3)\n","cmap2._lut[:,-1] = alphas\n","\n","img2 = plt.imshow(i, interpolation='nearest', cmap=cmap1, origin='lower')\n","img3 = plt.imshow(b[0], interpolation='nearest', cmap=cmap2, origin='lower')\n","\n","plt.show()"],"execution_count":null,"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"RhJMlf2AZdyS"},"source":["z = np.zeros([512, 512])\n","for i in selected_pixels:\n"," z[i] = 1"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"Jlq9wM1pcVP1","executionInfo":{"elapsed":810,"status":"ok","timestamp":1627549671469,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"41255303-8b69-49d1-f813-809f474a42aa"},"source":["plt.imshow(z)\n","plt.xlim([300, 360])\n","plt.ylim([380, 320])"],"execution_count":null,"outputs":[{"data":{"text/plain":["(380.0, 320.0)"]},"execution_count":16,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"bwBgK24RXVr7"},"source":["mask = labels[0, 0].detach().cpu().numpy()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"VPd0yydrXmMp"},"source":["for i in range(mask.shape[0]):\n"," for j in range(mask.shape[1]):\n"," if mask[i, j] != 0 and mask[i, j] != 1:\n"," print(f\"({i}, {j}): {mask[i, j]}\")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"FVpEz8wWUfZ8"},"source":["a = ig_map(model, [(0, 367, 317), (0, 363, 325)])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TrYOXqOVUnqQ","executionInfo":{"elapsed":1807,"status":"ok","timestamp":1627546748645,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"c98e824a-cfee-4228-b7d6-f6567347eabc"},"source":["inputs.shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 3, 512, 512])"]},"execution_count":83,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"9P148KdbObsd"},"source":["j = np.array([])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"R2tOLX5cSsJF","executionInfo":{"elapsed":554,"status":"ok","timestamp":1627546065585,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"3cc37dd9-29d8-4005-8399-b49e30415347"},"source":["j"],"execution_count":null,"outputs":[{"data":{"text/plain":["array([0., 0., 0., ..., 0., 0., 0.])"]},"execution_count":60,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qsl6Ra-uSV3J","executionInfo":{"elapsed":598,"status":"ok","timestamp":1627545959467,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"f7b9c1ca-87da-4e1d-a71e-ebf26bf27a06"},"source":["np.mean(attr_dl.detach().cpu().numpy()[0], 0, keepdims=True)[0].shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["(512, 512)"]},"execution_count":54,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"OT_eo2lVQXRN"},"source":["j.append(attr_dl)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GHrD3KwJQYs9"},"source":["i = inputs[0].detach().cpu().numpy()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TMnKiSynS_4A","executionInfo":{"elapsed":547,"status":"ok","timestamp":1627545947973,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"937cd392-47df-4d80-cfef-b987fa09aa4b"},"source":["np.mean(i, 0, keepdims=True)[0].shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["(512, 512)"]},"execution_count":52,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"GOzoBWDQQ9Nt"},"source":["i = np.mean(i, 0, keepdims=True)[0]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"G2uoznokRVM0","executionInfo":{"elapsed":6,"status":"ok","timestamp":1627545519040,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"bbd2af04-67f3-4f10-c18a-03a8d570099a"},"source":["plt.imshow(i)"],"execution_count":null,"outputs":[{"data":{"text/plain":["<matplotlib.image.AxesImage at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"C9wynGfYObvN"},"source":["i = inputs[0, 0].detach().cpu().numpy()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GxqKeLHnObyF"},"source":["a = attr_dl[0, 0].detach().cpu().numpy()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fzYKOXZqOilW","executionInfo":{"elapsed":599,"status":"ok","timestamp":1627544841668,"user":{"displayName":"Mohamad 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"C6NU5f8cHwWu"},"source":["attr_ig2 = ig.attribute(inputs.to(device),target=(0, 366, 317), internal_batch_size=10, return_convergence_delta=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"b18wW5abJ6Ws","executionInfo":{"elapsed":8,"status":"ok","timestamp":1627543677580,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"64df8571-bc0c-468c-873e-1ac635972fbe"},"source":["attr_ig[0].shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([3, 512, 512])"]},"execution_count":10,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"W61k6AK21evw"},"source":["jo = (attr_ig+attr_ig2)/2"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HI3cKA1iMven","executionInfo":{"elapsed":2,"status":"ok","timestamp":1627544316874,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"e24a507e-2f56-42a6-d713-2c1635ba7a27"},"source":["jo.shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["torch.Size([1, 3, 512, 512])"]},"execution_count":20,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"xb5cPh4f1evw"},"source":["import torch\n","import torch.nn as nn\n","import pytorch_unet"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":285},"id":"l3R4tEIn1evz","executionInfo":{"elapsed":7039,"status":"error","timestamp":1627207239121,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"7776c2ef-e552-47a3-f858-84f0e5710708"},"source":[" img_num = 0\n"," test_image = inputs.cpu()[img_num][0].numpy()\n"," test_mask = labels.cpu()[img_num][0].numpy()\n","\n"," inputs = inputs.to(device, dtype=torch.float)\n"," labels = labels.to(device, dtype=torch.float)\n","# pred = F.sigmoid(pred)\n","\n"," pred = model(inputs)\n"," pred = F.sigmoid(pred)\n"," pred = pred.data.cpu().numpy()\n"," # pred = pred.data.cpu()\n","\n","\n","\n"," predImg = pred[img_num][0]\n"," predMask = np.where(predImg > mask_prob, 1, 0)\n","\n"," imgs = []\n"," imgs.append(test_image)\n"," imgs.append(test_mask)\n"," imgs.append(predMask)\n"," outputs.append(predMask)\n"," imgs.append(predImg)\n"," printImages(imgs)"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n"," return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"]},{"ename":"NameError","evalue":"ignored","output_type":"error","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[0;32m<ipython-input-16-37531a75192e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mpred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mpred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msigmoid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpred\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0mpred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpred\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;31m# pred = pred.data.cpu()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'F' is not defined"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LjsDMXFPCuBf","executionInfo":{"elapsed":591,"status":"ok","timestamp":1627542788591,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"5eada026-1bfd-40dc-9338-37e415a07b5d"},"source":["inputs[0:1].shape == inputs.shape"],"execution_count":null,"outputs":[{"data":{"text/plain":["True"]},"execution_count":8,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TdLT3VrC1evz","executionInfo":{"elapsed":524,"status":"ok","timestamp":1627223137105,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"672226d4-84da-4dfb-8034-a30367200023"},"source":["pred = model(inputs.to(device))"],"execution_count":null,"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n"," return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":286},"id":"IqN4UN_91evz","executionInfo":{"elapsed":1888,"status":"ok","timestamp":1627223233673,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"25e0e199-c696-4da6-dcfe-c8ce2250d0a6"},"source":["plt.imshow(pred[0, 0].data.cpu().numpy())"],"execution_count":null,"outputs":[{"data":{"text/plain":["<matplotlib.image.AxesImage at 0x7f9548656110>"]},"execution_count":28,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"NxgNoDyj1evz"},"source":["pred = pred.data.cpu().numpy()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":337},"id":"tQVjyyt81evz","executionInfo":{"elapsed":925,"status":"ok","timestamp":1627207283323,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"5e01d277-053b-4e80-d610-b6bfd8c0b806"},"source":["printImages(pred[0])"],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["-29.650944 5.197756\n","-2023022.4\n","(367, 317)\n","\n"]},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"1gvP6DAB1ev0","outputId":"1e9b46ec-8f90-403e-d53e-cb895fdeb547"},"source":["pred[0][0, 365, 317]"],"execution_count":null,"outputs":[{"data":{"text/plain":["5.003705"]},"execution_count":46,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"dz4TEvkc1ev0"},"source":["pred2 = np.where(predImg > mask_prob, 1, 0)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YqNbBnmJHQXh","executionInfo":{"elapsed":3724,"status":"ok","timestamp":1627223878561,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"03c08d63-c8a7-49bf-8963-539e39ec6eae"},"source":[""],"execution_count":null,"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting captum\n"," Downloading captum-0.4.0-py3-none-any.whl (1.4 MB)\n","\u001b[?25l\r\u001b[K |▎ | 10 kB 33.6 MB/s eta 0:00:01\r\u001b[K |▌ | 20 kB 32.6 MB/s eta 0:00:01\r\u001b[K |▊ | 30 kB 21.0 MB/s eta 0:00:01\r\u001b[K |█ | 40 kB 17.1 MB/s eta 0:00:01\r\u001b[K |█▏ | 51 kB 7.4 MB/s eta 0:00:01\r\u001b[K |█▍ | 61 kB 7.9 MB/s eta 0:00:01\r\u001b[K |█▋ | 71 kB 8.5 MB/s eta 0:00:01\r\u001b[K |██ | 81 kB 8.0 MB/s eta 0:00:01\r\u001b[K |██▏ | 92 kB 8.3 MB/s eta 0:00:01\r\u001b[K |██▍ | 102 kB 8.8 MB/s eta 0:00:01\r\u001b[K |██▋ | 112 kB 8.8 MB/s eta 0:00:01\r\u001b[K |██▉ | 122 kB 8.8 MB/s eta 0:00:01\r\u001b[K |███ | 133 kB 8.8 MB/s eta 0:00:01\r\u001b[K |███▎ | 143 kB 8.8 MB/s eta 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IntegratedGradients(model)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6HP4DITK1ev0","executionInfo":{"elapsed":2,"status":"ok","timestamp":1627223890418,"user":{"displayName":"Mohamad Asadi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjQcnfeUoH0CHrTuBLhqgqg8cmfu6ZvEBWifQMn=s64","userId":"16390716907778382794"},"user_tz":-270},"outputId":"9d6482e7-6d1f-47b2-ac94-f4c30b8ccc39"},"source":["inputs.requires_grad_()"],"execution_count":null,"outputs":[{"data":{"text/plain":["tensor([[[[0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," ...,\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.]],\n","\n"," [[0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," ...,\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.]],\n","\n"," [[0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," ...,\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.],\n"," [0., 0., 0., ..., 0., 0., 0.]]]], requires_grad=True)"]},"execution_count":15,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"G2T3VQgR1ev0"},"source":["attr = ig.attribute(inputs.to(device),target=(0, 367, 317), internal_batch_size=1, return_convergence_delta=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"VQe_MY8u1ev2","outputId":"13e3fc96-400b-4616-fca8-efa34caedbb1"},"source":["plt.imshow(inputs[0][0])"],"execution_count":null,"outputs":[{"data":{"text/plain":["<matplotlib.image.AxesImage at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"AQcvfbpc1ev2","outputId":"1985a0de-217d-4811-929f-9487ad36cd3c"},"source":["False in (attr == 0)"],"execution_count":null,"outputs":[{"data":{"text/plain":["True"]},"execution_count":57,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"MK5_BqYM1ev2","outputId":"412022e5-7b16-4721-dbfa-792a1c8fcdb7"},"source":["attr[0, 0] == 0"],"execution_count":null,"outputs":[{"data":{"text/plain":["tensor([[True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," ...,\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True],\n"," [True, True, True, ..., True, True, True]])"]},"execution_count":35,"metadata":{"tags":[]},"output_type":"execute_result"}]},{"cell_type":"code","metadata":{"id":"YnHYLFPx1ev2","outputId":"b54e81dd-09fe-4dec-a20c-16d84245b539"},"source":["plt.imshow(attr[0, 0])\n","plt.xlim([280, 360])\n","plt.ylim([320, 400])"],"execution_count":null,"outputs":[{"data":{"text/plain":["(320.0, 400.0)"]},"execution_count":122,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"pUMI9o3H1ev3","outputId":"e7101df5-20ba-4a7c-b2bb-f2a84f65f92a"},"source":["plt.figure()\n","plt.imshow(inputs[0, 0])\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Original\")\n","plt.figure()\n","plt.imshow(labels[0, 0]*3 + inputs[0, 0])\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Mask\")\n","plt.figure()\n","plt.imshow(attr[0, 1]*100 + inputs[0, 0]*0.5)\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Interpretability\")"],"execution_count":null,"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Interpretability')"]},"execution_count":119,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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7fUwhkERYFfpgoW/M7MEpk8FcYtDH1B0ukIReRnAo1C2iC+QPAoA+v+L+rBTAI5Zp10FteJ6U8vluqOrwBK1GLrCV7mqqc3Qm3nMoecu9pPUTN+9jMGWKurcp+7n3b3Omb1jRYg35HKSr9LvjwB4C4BPA3gIwF36sLsA/Kp+/xCAO0lukrwawDUATrSOxCqjPph00faEytv1ZRfuzVh7cwZUlnJjNZr67ANtBtmgZQFa0Ef8yajQMRBLdndrM5nXDSERnEcBPKA9GgmA4yLyMMnfBHCc5PcA+CyAbwcAEXma5HEAzwCYAbhHRJq/LeNaSgHkCSSxdJk+by4zYV0yaKmP2Gux2g7t+SIp+ySKkG1N4xlq4vdVM2PZtirnuZnKwKFQPWy0koWIfBLAmzzb/wDAN9eccx+A+4JHIVCSRQaVo4FUEcYaPIX6vLEXRh0J1mAR8qsLThoKfRYaWvo36hJbcUBqV/gwGmqULC9UkcFVkg7eiP3MkehLqrBViWWIYlXn2ahThbq2HRI7YRNi0b4d/l5Z4a7lHjqAUsc4EslMCLKpCSnaupwmEHtRoGWfDl2O1XpmSFJVlxu5zxDpAg0SxbIVvpbNk+kTroRg3net+9HZHmRiK4xhs44IDrBUAYyFLIBqZiQAplBqiWvHWJXIP0A/o0mxDsS+q1cDoZOKY5Lr2iSFSrp/AuTZgTFsGoyHLIBqsZY8VwviAIUdAymVFLLITbxEjccQ6aINfRBFF917SGJahZGzqW9fUtci19tKGrYK0rFuhezu9VNkekQYF1kY6IktWaakCdHiJqBUEnNc1xu1yQAoylZS5E70KLL35XpcNXykMIY6F30SRl17Bdy6FT4J44CrHwbjtcLoCStZpoyeWVY1fALLR3wao5e9mK0hioDgqabPTeeuIwattTECeK/NNnR2Ie38YKkfBuOQLOp+iIqEkapYDMu1qk5lSRiLPoWzvKjxYPTMkKzR0EjL3qI/A7GqSR2S5WofN/S4ev2ubXdp2pA07UoVIuHLb64ZxkEWQGvOhIiU6ofkul4mVEk8s4an2d9Fr88t9SPAvbiIz74Pm0coxvj0H+u1B9kqmtylLlEwAVriD9cZ41VDfLB/HPu9G4G5yM2pQ8FDbrhV3PyLSBVjJIpVoUv9kCC4qegHMG6iK8YjWQBhGZm5lBRns7gQosXFoBvEzjZtCff2n94twrBPUfwwk4IPy+TZeGG7S0NzQQ4BmYyHLGzbQxMsFaT4zARFFjxXG5PRVS0xKol7Tij5RKIIw8Ih3qHuUp8HZG9XRSIfUIyDLNp+U+OdMD/gnAqiJYyEAHIUS6S3YQGJwj+8xaSMtm11/RxU1BFo23G9o63Mf42rVPZmBy4Qy8Y4yKKJLUwwlXGjSlLdZ3lCCCjLtQhkMgmTLnp0Ce5nsNI6o+67clW3puN6+Q1NgZs08WeX1sVTHAIVBBgNWbTAjr50Fv2134uIWnELqYrHqFNH7PiKgTBENuqYAqP6Ql+FfnolDGBesmgiCsmB2WyYpMcRYTxkYSVveVEXru0YRMVIGAlRhIhXDnB+0J5UER9Gkb4eEYa6snkhUkOWQ7Z3hhvbSDAOsqB+MhgrdJ1HpNVTYgVxJWWIONPyBy+ePlmmgrHslcUHwBCqySrjNpoQksHZZ05N2/e3VH/m3gvJLi3OORzqh8F4rjZhP1Wvi3DtasBVEa5cbNc3lQnxXgH6DJkei8QyBtKysVDpPjcIayTf7dgwDskCAJiAlHbpogaVp1yel0loVvvqQE0mOudkP272vtSTUAPg0Ne4TFWrrpm0y3icGo9P02olrEMmNYRgJGRhXKJU3o4a20XdzeKdDBWDJ3ROCeYrcbkjWZGIH5KcFopBxfMOWJQEhyKMINgLBxmpIoQo9DGyvX2g3aU2xkOf+gZwy5l1wdyEMOHbdlapSxS2BLNPq3UbHPTMzibsS0xFQRRLRGvqlekPA8ZDFkD5g7X43YNh2yVMRqkhirGtvmWhru7kMmiLZXC39VU/s4/jQ4O1FkKSKAN4k1HzkNSraMNI1BBoohBd4bvFjeqe2nRj5znElRjW6EnQJnYvmgXb9Llpe0g90iHUnkFUKXrK+7eeY+J9MlUNa43upWURssjQFskTJJ8i+TTJ9+ntP0zy0yQ/SfJXqBci0vvuJXmS5LMkb+s0IvNjGPGwD9g/aA+rqa8aIRM0ZCL1ITEcmLB0X3n/LkbNLDtwZfPaEPLt7AC4VUTeCOAGALeTvBnAIwBeLyJvAPB/ANwLACSvA3AngOuhljn8CaoFitqhDU1Li8B1wVtZhqK61jrc0BbcCegjiFUWvRlKVWu6BtNvL/eHK1WEVOw+5B6S1qsXhTP641S/REQ+IiIzvf0xqDVNAeAOAA+KyI6IPAfgJICbGjsh5o1LRdhtxx/IPb6JHNaMNEJsGfYxQ9g+VoGVjTdk0SADmyj2dlXS2CFD0EwkmZJ8Emrx40dE5HHnkO8G8GH9/koAL1j7Tultbpt3k3yC5BO7+XlnVEYsXCy4xgt7Ne4mPXOfPSJDYWyEMaR0EtB5tbx/m1Rh75dc2SoOibvURtDMEJFMRG6Akh5uIvl6s4/ke6HWNP15s8nXhKfN+0XkRhG5cSM5os+sGY7RL+vQtt9HDi2GqbYwZvfVBb2J0x0xhNFxlef1An2vMFWLWHWqVwEcalWk05WLyMsAHoWyRYDkXQDeBuA7pLwTTwE4Zp12FYDPBXfSdCPZpFAYqOykn4ZiJU3oMIm6eA6WaW9VWJZAlvXE1GEwSchNFuuS/5FnwN7uofKA2AjxhlxuPB0kjwB4C4BPk7wdwN8G8HYRscsZPwTgTpKbJK8GcA2AEwuP0HdzmWAa9+U7J/SHtW9OK1dgGQnChzGQg2vLWNauEfI9+bavXDVyPSBdpYS92aHILq1DSJzFUQAPaI9GAuC4iDxM8iSATQCP6JvgMRH5XhF5muRxAM9AqSf3iHQveUyy1F3sm8xO+oF1wy3C9k2rlC2Qn9IWC2BPlr4TyvpoL3TsIQg5vs+xt6KusI0Pc+X9c8j5wxPWXYdWshCRTwJ4k2f7Vzeccx+A+5YbGuYnrFsfEQBzfbMtMLmD+gd6aXdIojDvh5x0Q9bm8JHGsGHega5SG4ecKIAxRXA2Ya6IqvVDJ3lJGAP3DyDIMNp0069ziro79r7HMNg1FVJFqsoudo3WjACwDmQR4Moscj3KDQMOqB37ZZdYVXapwVpUArOJws3/SNheKe2QxlT4sJ7UWVS3ctb86Bpk1TWmYkl1ZGyxDocGxqjJpEoU9v8aiF7aMmLskoWZnBU1wEw4a03SulXPlwm+aiGGrvr1KkOx2/rrUzXyFb5ZphhOr3DDulOHKJoQVZA5jJYsKjewnrhz2aNmn6uGLIuWFdRddCrKsyLUkcYqczr2XU0xkZp2WHdoeLfkkJ3dKFVYWG/6XJQgAqM9u0x2+9gx5WN0cWEeKPjqarZJC3Z4t4jKKj2kAVg+jEOyMPPK1MesMzr5frhlJqU9SXrI4Gw7p0/po0tlqWWjSxcd476pJq5R08RWhEoVEV6MR7JYZP2OPp/eA9/ETWHiq5hAXaUdN4ajK+rOWanE1SVK046v2NtVyWIRFYxDsjDQUkVnV+gioqLvZjY6bp6v3A05ZH9d2x2iQM7Kvk9fXU1LqggJjjvoa5YuivFIFsYNKvnqYybchDQnpLwLfPkRc+3UZMnup+1gFX2vJLxbE0WlrqaHKAq4Em30gtRiXJIFMB83UXtcT8bNFhdqlyfiGA2FoWN3DbR9qh5N/fX6nS1i1KwOCpjt7ntQ31gxHhoVJVUUN+0QROHClSCMCGvtq+zvsc8hrOx9jjM0I3XZjNzeqnlVShfMpwU0ShXGXpGLyiqNHhAvRkIWqlS/ZHl9gBXQXuWqDeaG8qgIbTd7yIRw0769aLiGvsXzZdvrZTyO5Nb0HS5NGr6s0pCarnZkZ0QtxvMNrWrNUY/k0DfGEmPRBctKJY3X3PG77vz9LbpYkI08i0bNFozDZiH6BllAv/bBe+PbKobTVq1dwqMy9GnVHzqlPHS7T7pa1NbhtrMyJImVlVx6QCpjMe89Eoyc347qRwtGQhbSK6vPGejsJ0/N8QCCb5a6NPRFIz73Gz6DZm+kOPQEtPM/QojCxWwG2T28pfK6YDxqCNBcfXsZ70fIk27BpDPXRRpq2+gbQzzNhy5201u/hS1qgdtZYlZpKMYhWQDzk9UuebcsUdgiKlBYwVuDvxr6DSmht6pEqpAQ72VCtocityaVKAhuUaSko1QR0QnjIIsmz4EHXWpdFp/NjSS5v+hJB6Ko6yd0vz1+970PvmNDx2CfvwhWGf250Ln2b6vfBxFFLsDODiRKFcEYlxrSAa3ivm2nsK3jbvEToCSKgEWI+iyLt4jb1v4/RFxF27YmdB3PsvknAObCulvbsd3bsxjW3QXjkCyWgGtcdA2b9GUc5kl9YVYLbR6FPidrXUZqnToxhIpjt7nqfJLOcA2bSTrvMnXd5NGIuRTWniwM5kR0c6MUT53SbYaEptDWUvBO2B6rjPeZbt4FobaEJsJaSdGdxPptbfWjra8sA3ZjrYquCFlkaIvkCZJPkXya5Puc/T9AUkheZm27l+RJks+SvG2IgdeMdf6z7U5z1otggzs1FLXxGW1LKq4Qi+RshJwfShR127rs93QO2r+r3lYhCs9vICKluzSiE0Ikix0At4rIGZJTAB8j+WEReYzkMQB/FsBnzcEkrwNwJ4DrAXwFgI+SvFYWWGhoKdhPnTQ1Y4MI1ZOFCZDkQCbqmIbiN4XU4qu5kTheD886J/uNLoVyFpUI+iiQEwxDAmmqCts0hXTbEmXEUmi9m0XhjP441S/zzf8ogPdYnwHgDgAPisiOiDwH4CSAm7qPrN8nM92njr09eEzmxssryUemBkdlwtiJTfuMLtfYi9FxSMwFYdUYNd3v3eQc7e6pHKSIzgi6k0mmJJ8E8CKAR0TkcZJvB/B7IvKUc/iVAF6wPp/S2zqMqqcJ5gbpzN1A4YlL3hvSkIa7JEF5UtnvPpOGHTDW5klp3D+wihWUTGakioqa6RmvI1VIlkPOn1e1NSM6I8jAqVWIG6gWSP4Vkm8A8F4A3+I53HeXzf36JO8GcDcAbOGC0PGG5YWYG1lyGD4UETDTyUJ6LYgu+ROmbUlQeFOkQhAZKISkqRpDH0FlhxCNMTSaJEgWdTW9BmbVUHV7VEOWRqfHg4i8DOBRKFXjagBPkXwewFUAPkHyy6EkiWPWaVcB+JynrftF5EYRuXHKrdD+uwzXnFRGbGa5IgrbbVo3kXOpRnrWtu+25zwZW2I22l6+40eDfZCWKgF2SY1E4SLP1W8/iyuLLYMQb8jlWqIAySMA3gLgt0TkChF5nYi8DoogvlZEfh/AQwDuJLlJ8moA1wA4sfgIl7ghzYQ38f8mDdmt82m9n5uMjnpReZI5sRpSlAX01BFdEL0Vh+kLeQDR1mAplc+oHgmL/61GTdWpeu3sKBUkYmGEqCFHATxAMoUil+Mi8nDdwSLyNMnjAJ4BMANwz6o8IbV2BdO7UT3cAjttKei5KPVjrkMruEv/lzwBE9WnWF6YPuHLeF0pPCQxVA4JgKpRM02BJC0N1u7DJMDDE7EYWslCRD4J4E0tx7zO+XwfgPuWGtmisOwEkiRgDuUiNU97O7w39MkoubJTAPWFVUSKG1VyAU3+ietaPcAYlDCAagHekBgZ82BosE9FhGOcEZy2cTAAfolC3SgClJJFjWpQq3rYakbhKnVCxSvShQCSASQkA0ABkQ5OGHVJacuGpXcdc5DxuSvsBYP0KziYLs8hswxy5mz3fiPmME6yAIJF3bkb0CaalkzSequ7CbCyvSqYf18MIgFgEUalEy2VeCSSPp7E7oQ2bdrtDpHL4htHE5bpu1hZzFY//J2UAXbmFdEb9j9iCH5fa9B5dTeNrzaGs4ap9+Z2YyWcCW67SqVpvQkfYWCYjNW6/T6MPjnMRZE5HOD98JCIsk/FrNK+MF7JogbBN3BL4RrAM3mc4jjqIGO4dIhC8ipB+G5KySG5KdDit1/Y732GyyZVwJUi+lZDmrAyG0DhBUnBumAwn/cjyyDnYgBWn1g7slg5NCEwyee2MykNmnNPPDq2jYCK021Zpj7iaPs8BFZCFLYHxEgXNjratSKWRySLULC0X9C5cZmwkCDMZ4W09IyYfU1h1C4c1cn+H0IK+65GLANjxEzTMlKzjhxcySLPe4tziShxoMmibWK1qiNAGdRlt6tVEpc0im02sbTFWtgTwBe6nOfeJ/k6uWM7j1OrG0wTIDX/03K/TQIeA7fMMsjZs5EsesboyGKZSVBHDm1t1tkNygMslYLJvEoCizhsO4avhB/QrHfb+wa42YcimTriXYgo7AAskzDmO86FCGSWAXuxtP8QGA1ZuK6+Pm7oXoKELJWihP2U83g+fCRRJ0FYwVxFteo00VGjCSACFmK1FG0u8/30TRi9pbXbdVNdo6ZxiVY7rmaWikDOnYt1NQfCaMhiUYSSQdNxnbwTmWO0tCuFJwSQ+jMhfZJDzRhMYR7mOl03SRRhJNZxTTaOBumkTxLuXULRRME0ASYT9d8XM1O3FkyUJgbFKM3JQ1dnWmochiAqUkPDk9WeuJ4JPhczYaszdlxBUlPkpXKux7U4UO2J3onCXgMkTXWh5Ya4CnWw+m9cpbMsBmINiLWVLJqIok8ScXVxpun8E1w/9SvH2dZ7I0Jrd1+RZm2rMI5htKgtaQoAi5RGPlt10f0X46kr6xdKGPvxdC7Ur7RQP7y2Cttd6qhysrcXw7oHxtqSxaDwSQB1+43oDPgnmkUapQqhicGYPgppwjwpy+Aw84R1xX6ZzSpp9d4nvU8tccdWNCjlsftBGIVBMymlChc1RDGXRRwxCEZJFn3ow60eDh+anr6uga1iY7DsCG0T1A5dds8vJIusPDbX9gubrnKZc6mKyMJh88UY9mvCGUI1tSpsN6nvWAeS15Q1jOgVoySLEHTxdCzlFXFJwSKBWkJyySMv4y3UwTXJZSZk3J64hjCAMtU6y5RkAcx7XkINn2rQ1fGafldZDtCOqZhMqiHddclgrq3i9Jlo3FwB1pYsAD8J+CSSzkTRYKScN2BqV6ZJOnWfir7Ja46hY6dI7HNzyzYhFaJAXrpnmXYwXtaFSNdm3w6skpiamjZR2HYZFx5XaVQ/VodRkkUXFaQ3q7yrD5uJ4rM3AHOBWkihIjZBv0hc8Z6YCeEs0uwmshk93rhr3YmbVCWdIFViro0WshmKMBzvR2MAljrQH60ZyWJlGA1ZjDJ02ZpIhR3FjtCcbvjP2/OsduXLUCXLBY+YqIKyFWlDyiKzCVUhHVN/0go8kqx5MedGtaKNPIYiCqPSTSdKqphM/AbXOohAtmNdzVViNGQxCjQEPBVkZtyaNXEW6uCaMG/Thy2VpDWRoTYsQ+ccfFKMx7UbjGXJoa1Pa/ElFXSlozSbiMKVKvIcsr1d2m0iVoLDRxauyO/CVTsq+5q3FTEZZttkUk1EM3aGSQrJlVRB25iXWjEdGeYNnUaYMNfQUKVc7V9xGrcb11FHGCzXKS2SxFxbhLd9KpUszyFnz/U79ohWHD6yqCMJM7GaJlguc269ot6CbZibezIqSaQ4VkSRxGSi1RCq976ALmjXYJZV+7bTH1yXbZv7dgiEqC+WVGHUDxj1ww1SM7ClijwaNfcTh48sekQRPOSI0dQJYCAhujZnpXS9/RS1CcAN3TabRSA1dT4Hr6jdN8hS/XDVC0MEDV4bmc3iYkH7hNZHD8ktkidIPkXyaZLvs/Z9P8ln9fYPWNvvJXlS77ttqMGHYJlCsnO1OotYBkuaKJ6WLPenafHUZJKULkFNFLK1oZbfy3P9hE1LN2lh9HQ8HXY4uL3NqxpZsQqrij9o68ep0m3cpZVkvKaYCkDt39mJKsg+IUSy2AFwq4icITkF8DGSHwZwBGoZwzeIyA7JKwCA5HUA7gRwPYCvAPBRkteuaqGhLmDNk9y7H9BqCGqIQksTE0dS0MQi0wmo9W0adeZIWk6QiXaRms/G25EkZXyFPQ5jJC1sMFYOSXHcigOVbFXOhksU06kiChMjksu8vcX97mcz5GfOxvTzfUSrZCEKZ/THqX4JgO8D8H4R2dHHvaiPuQPAgyKyIyLPATgJ4KbeR74kvERh8jzqpA3zFDRl3nQlp0oEpGkvSSAmxVrr6OazJISker+RJuyXM67CZeutk9Gy4rmDwVWWOleska5cg6bPDuHGvJj9e3sxUnMfEWQBI5mSfBLAiwAeEZHHAVwL4BtJPk7yN0h+vT78SgAvWKef0tta4VsYuLZsf4DxrnVi2OK6fvIV1vnppBosZD0VOVHvZTpRr4l182e5IoLpBNjcKLbLJAEmqSIIvZ3m2EmqXptT1W+SABvTUkWZTMBJWvUcJFUCKYyiLWrVvsSz2FGa02mZB1IObJ4E3KzSdbLLHFAEGTi1CnED1QLJv0Ly9frcVwO4GcDXAzhO8qsAbz7T3C9N8m4AdwPAFi5ovRnmbvROsQMt7lLbPmDbBXzJXkCZHTnTq48l1O5S9ZSXCzYhGxPMLpxicnYD3MuAWQ7ZmACbU6WKYAIhwb2ZOjdNwZ1dNXGmE2Dm5ImYCeOrzOV6EhoiOVex4BCA8vu0iWJSBpVZA5o/zyWKc+djTMUI0MkbIiIvk3wUwO1QEsMvi7r7TpDMAVymtx+zTrsKwOc8bd0P4H4AuCR57UofG7Ul920DptpoHZBYhs3EcbOWZCMpIRsTZJspsq0UzERpL7McMlGqR7ILCHJQEkhmtWmQJFArK1cJgABknnebYdkQVu45seIpvOHcrq3Cl+g2mymiiOt/7DtCvCGXa4kCJI8AeAuATwP4jwBu1duvBbAB4CUADwG4k+QmyasBXAPgxBCDD4blNaiUpbMNlSY92iyTN52qp+JkAm5tgZsb4MYGsLVZEsPGtFBB5IJN5BduQY5sINuaQKYJ0p0M6bldJOf2ij5lkiC7cEMlnM0yJYVsbqgn6AVbkK1NZcTbmCp1xWSBGu9KqlUPVxXRtgtaXhfXhmKufyVShR3OvTFV4dyppX6YEHWf+qElI9nbQ/7yH0aiGAlCJIujAB4gmUKRy3EReZjkBoCfJvnbAHYB3KWljKdJHgfwDIAZgHv2yxMS9CR1ffrGxmCrPW5lKt/2PNcFcADmAhFCUiLfnBSZofnmBJISyV4OTBLIBZvALAdNO3uzMvYiz9WEstSQIvPUXW/Vt/7qfsEiiko4t/0d+9ykvpDvWKNiVGglCxH5JIA3ebbvAvjOmnPuA3Df0qPrAUs/RUk1cU1MgIbY9TFJMDMh2PYiykC+kQIbqbZrQEkAsxz5NFGCzV5WkA6161QmKbing4/StEoUxQrvC06kIdPO7bwPLbU12inqxlFUvxoRCUaMs2DvoDBPOSMm+7wqCctAqjRV6oD2RMjGVHk6phMlGUwV3wqpXtMU25dtQBJi84nPAATOXz7F6WMb2H3VBPmU2LtkCkkTcC9HfmSK/IIN5BvKswIS3N5VXpCtzXJMaVraVUydSgPHpUr72lx1xP4OhoCJ0JxOClWu4l72xVR4pIr8zNlYU3NkGEW49z448xR8YcVulCRQrR5lqx6Zfm8CsSYJZKpXIMsFsruL3UsnOH9Zgr2LiJ1ZCs5SbH1JGxxnuZImACBRgVvmPc2kShOljrhBWb6nrreORoMkYUd5LhvxaROwr+iukYp86oeN2QyytxeDr0aIUZBFKAZdTcs2GqrOrIhEKWUwKyybWaYMlRMVvSnTFNkFEyQzAWc5kKY499oU544CexfnyLfURMw/MwFzIN2eID2vXIKSEtzLVeZpNgF2dpVr1hS/KUR3QWXF9jpR3fUwNLhTl4Yv7XxiGY6LsXqkCjM2c8hsFsO5R4q1IovOqBO1HcKpFLu1KmpXCMPO3QDUBE4TYJIg30iR7OhJT2Lz/21j+4ojOPUDbwT/+Cu47oov4B1X/BY+u3sZPn3my3HiS38MG6+odtLzewXRJLu6YncuiijsQrRpCtk1XpXUKqBju1zLSUikpXHXSBeuAdH3PVUMkQFShhPKjckE3JhWiTcwSjN/5XSUKEaM0ZBF7zEAPqJokkokB4QALQmm0P2d8yziEOM9maalpwMACORTwWsuPI+vufgLuOWC5/E70y/ionQb//O112D3pSmyI1ptMTkdRlQ3dTaNRFG3xIDIfEBW5RDOE4avjTq0GUMrth9Wy/jXfddN7ZnrjhglDqaBs8l4506OPC9VG9cWYCeLWS5S04ZYEyI7MoUkRHJuD/mRCZgLLn4O2Nmb4NXTs/gjk4tw4+Y53HbhMzj2updw7qjg/Gsm2L10A9mRaWWCKU9IpiZPlkH0yuCqU8tLQIcoTIKZJW3UJsu5+Sx18BlDHSNxGaE5KQ2aPqnCpxoVY48kMXaMRrIYHPbkSJzJZDwM2nbhFp+ZN4LqSS1lPGWypyazbKZIzs+QpgmSDPji86/CA7Ob8aWrL8S5fAMv7VyEFz57GS78A2KynWFydlZEd2JvBhpVQ4+hEuacZ1U1yMCQR0JUyv7lZWj38gtEe76DJCmCrWgK2VRUuDCikO1tyE5c+XzsWCuyCDZu1gRaAZgniiaYCeYGZZnCNgVpAMgEQiiXKAQUQbor2HwpxbnkIjyy8TXY3ptgZ3uKjS9MsPGyYHouL0hG6z/ea65MdHssbXEIPsKoU0fs622DLVGY5La6ytxtSWKmmE2M0hw9RkUWTU/A3rwgdXkIuQAQ5f7UtoJKfUxj3U8nZZiy6yGBkjayC6fIU+LISzPMtqbYfDnF+Rcuw+QccMm2YOMVwdaXZtj44raSKHLlPZHNDWCSgjt75VN5MlETyawrIpZnxC78W3xRyfy+uXVVFwzMMtdogqxMJm6hkrAqVbjh3O53nmUqnDtiLTAqsgDmCWNhkrBJoZhcTnASUOZXFDd6Xqoi5SD0ZMvLLFFSZZPmAHL9noRMEvU+SZBPElz0e0C+kWDvwgST8znS7RzT03tIdjNwL0NydgeSppCtCbi7p+wVjueASaLUnSyzxHt9fXPGzaxqL/AdU1ekxv2unUS24rszZGGX8E8tYm0zzEKpHtiN0sQ6YXRkAfQoRQBVlcRVJ+Y6rkZCqvdO9CHzMnpylimXqyTqxidBmRTEwWmqalZMEkzOTpBuz5DszJCc2y1jNbZ3VTToVId4+6pFJUlpHzFE4RBAJfU8lzkPTkHAXSQK97uyVQ8mpURRMVQGqjKzGWTXs75KxGgxSrLoHb51NHwekzxTYr+BTRS6dJ6YeplW8heNyJ0kEGbFU5a7M8gFKrR7+qVttc2cp+Mo5MgmIILktBWIZBsv08SqbZGosn4ZVEyFnpg2URTvi9q+LRGTITC5HrbqYYzAdKQYncfi7dON5oxYK4yHLIZMcPKg4i5NUT6NzQRMANoBWUgA5OAM9QbGPAf3BCJpEQaentuD6PVAmGUq4cyOyLS9HzOrhoUtxmeZtqM4kZyokkHde3t8nWElhRWqh+06LTus/rfOrxyT52olsRh8tXYYD1nsp9vMuBvt97koN4eptE2qXJBcSv08y0tbB1Do6wSUBAKA53fBhMi3NhRRGJuEBnf2AFOGzxgEUytQazbTyxNm1tM71901PJ27fJ+uTceFqQeSOBKFz8bRsLAQRCCzLC45uKYYD1kMDSduQkTKQjKmNJ2xRZisU6My2HUvbQnIrm5VRHyirMmZ5UWSWXJup1RfRArVRTanYJaD53cK8V2MG9HkgWRZuNjum6xNtpo6tyxQhnAbicJco0+i8EkKjlQhp8/E8nhrjMNDFm5mZZEg5gQ3GX3cRiH6o5rEZav/7gTyiOV01QzoaE3tJq1ICi1EEWSwdImgC2yvh70gkKtW1LVt2ymyDLK3p1SPGHi1thg1WfReXNaQBKme6kmiDIHGVpFaJefsiZBlVTIwbWTWJLHOoznPGPJsNcMYK02k4472CKRp6elI04IoJPNMrrYJ5wlp72TYTKylDnzrkVbUrqx8b/Y5ma4yy2JtigOA0ZGFTw/vmprepMvT9YwUq4ipCSHaDmEvrSd5Xta2tEnEfcqac0yGJ6nS14GyboVtWE1QrnFqi/GzGbA3aw/R7mKzaAqOMqhEZqYlUdjkYIKufP178k2i6nFwMBqy6CvjtBTPXas8K/tpT2hn0R6nwTIa0SB3Jn4RtGV7VJxYB1c1Medooihqa9qffQv22Cum+xAi5nuL/jhEkaTz34X5vtx8D/u7MO0WCXCzqHocEIyGLJrQixriBjElypUpIqr+gp6knE5L+4EVLSkzoLJ0eaJK89uTQ0ke1pMXTji2uY7ZrDCcyu7enEtUTOVrN4LSN+kWnYguYdguUuMetWEHttURleVOlb29qHocMIyCLHy33lIE0eQ5KMKkE0UYlU5LXZtmdfNcE0XdAsQAihwOdyIZ9cIS3wvJJ8uB3d3CgFmRJNyntq3+6PH1CtKKpUjLMZi+7JXe62ATxSunYxzFAcQoyKIvdFJlJIeKxpprpHyKV6pGtQQ5+ewAIlUpJbMiMW0DppEi6qQEO5fD98RfRswnqy5SlxQNCbR5PswxWRZVjwOKtSKLhRLMWipJVZ6ckkNEx0fYLlInGMpIIGLVjqAx4pnJq8daRF7OZuV5MysnwnInNl5fE5EsAu0aragebtyIJV3V9mcFaMnZczHg6gCj1Z9GcovkCZJPkXya5Pv09htIPkbySZJPkLzJOudekidJPkvytkUG1rQ4cicVxSUKU0mqWIksqR5jxzeYF1C1PdjVqtw+jGFPpIy8NJ4Qycv2dLSmaLtJsSaILqsnWdlG5fpdW8YiKOpmWrEUwNz3rDe2tqMCrk7HxLADjhDJYgfArSJyhuQUwMdIfhjAPwTwPhH5MMm3AvgAgFtIXgfgTgDXA/gKAB8leW1fq5L1Yux0XKMASlcm8sLIWC516EkHT4xobohASw1uBSuHiCqT0Q24MmHcuYBJDuTaQJonVfWga9yEDbtupp2a7zsupD+jemzvLDaeiLVByIpkAuCM/jjVL+0bxCV6+6UoFz++A8CDIrID4DmSJwHcBOA3lx3s0qqHZxEeksWklpkVuqyDttSTM6lkdKpjdMi2rochsleNRwDKICs36cu0Lw5R6NBzFssR5GWwlg4aWxqO6mG+qyKewo5ytWEbX638EDlzJhLFIUGQzUKvc/pxAF8N4F+KyOMk3wXg10j+CNQz+U/qw68E8Jh1+im9zW3zbgB3A8AWLggZQ8hQS9iEYT2VK+2YKE6w9EaYzEgRFYvhhn/7Km0ZY6lRJeztNlHo9gtPgVsguCJZWMFbZrcdnNZgq/BGvhrVo8hxsYPDrONsY2ZdgRy9XbZ3IHsx4OqwIEiWFZFMRG4AcBWAm0i+HsD3AXi3iBwD8G4AP6UP983quce8iNwvIjeKyI1TbtX2vdSq3451v7YdqxaDZOWaooUXw3uORzUxk9+xabhEZNtCxJzvWwlNHVD9uIi9wlY97HqZvhqeIe0bO8X583Gdj0OETt4QEXmZ5KMAbgdwF4B36l2/COAn9ftTAI5Zp12FUkXphDaS6DJxvG1ZUgQAVBb1sc6ZK5hr3hbGz0Slpjt9zK3Ebvoyma6Sl/EcCWFcueRyBsw5iaKyTqqVaZtaCWIGrufDjrfQ7ckrp2MI9yFEiDfkcpKv0u+PAHgLgE9DEcCf0YfdCuAz+v1DAO4kuUnyagDXADjRdWCDE0XZkPpvJrJHMijgiuRO2LPPe1NIFa6NogkJ/a8usKQIO9ejQJ0k416b3Z4IZGcnxlEcUoRIFkcBPKDtFgmA4yLyMMmXAXyQ5ATANrT9QUSeJnkcwDMAZgDu6eoJWQlR5B7xPpeqvaAJbkHgusljx1sU26rxGoV3xh5LA+YS63zlAk2wlSmF54BpUpAa09QKGGOVJMw2UrlxYwj3oQV7XTJwQVySvFZu3vxWAM1EschYQ+wdRYwDUJ3IZhK7bkQfvDU9XbuF43qtGWfodc6NzVIVCrXDcY8W1bhVR7VtV5ZwBFTAVZQo1hofOf+hj4vIjYuev1YRnIugKb3dOyl94nloJifgdT3OF80NMLo2YO4clySAUpowROG7Lp8UYfdBQrRBNhJFxOjJog/Jx1f9eg4e1cM3kVsjSX3qDTDvogyAz2BawF5r1E6zdwOtbAlJT36qxqvGS8vOUiGc3V3IWavyeMShxajJom8Vadn2upzfJE0YLGKbKc5xicImCZsgqg1WvTPW9gpRxOzRCA9GQRbEYjr7kGh8qg/QfieYnBagmSjsPmqkCM/AdLxJHnM9IioYBVksgiEmcxfbho/cvHEZTf3UhVbXnVMkgKVVktBVreYIwm7fqB0NRFGMf3s7hnBHzGEcZGGFEIcdvsRTuUN7TZO+qVZoo23EhidBq5aY5oKr0kKSmMvr8A943tir7SgVktvejiHcEV6MgywcNE22VRFFH+32Ju3YKeVFbIZVI9M6pkBNSvvcmHIxCbMxezSiEeMgC8LKV1ABTqEifegxc122eDqGhC8hbM7LYghiqn8iJsDGtIjV4Ma0/L7s8n7mv8k9ceM7TB+pKiuI2QxyOno7ItoxDrKAFt3t0nF6EoU8+bs8xRdRObrAJoKmcfncubbLsrBLTCaFNKHWGC0upCpJlA2X++uuSXLItjJeetcliYjwYCRkAaU756gSBrCSQKD99L7M9Z2mSprQkhan08q+ArYL1UXbdzabRXUjojPGQRaEtuznIHTwkMm3CCSNEOliEdVjEa+LK10UaMrhSNNioSNOJtVzTFKXHSPhy4S1CtTYhXbknFMXM0ZiRiyAcZAFoIvVGONdXpUygKUkjUWNmL7zFiIl2/joejWM+9MsPGwvE1htVP13+/YQRYHZrFIQOCJiGYyELHSsAE2BmARIAUpeShlAq6ThGkVX7enwkoTaMR8bYbs9i+LBxujpSA0uUdh9e0iiGNveLAZWRfSGcZAFURZ/yUWRBgAIAZqFhh3icA14Fnl0IQk3uCr0XK96YcalP5MEppOSGCZa3TAEYK7BSBn2eqi+a3PrYOr3c8SVZZDz27GKVUSvGAdZwJIKEqAkDZTShhI1lLSRi1JRAH9NzAXF7lrJwH/w3LFzqgVQqheuimGOtYdqE6H92b4eR7qoJKqZtU7sJQwiInrCaMhCVbHW8RUiRSVrEZZiOXMlbaRQlbW1tKGOsyaWeXovghqJoQzRtvbbpJCUKeFzBkq32nilD73PdmHqyloFWtyv6pwsZodGDIqRkIXzlLYmk3paQ0+YpPoklVIsp9kGlNub1jwF5jNBrcpVlXE42+dyMCptJv59lXU/jKfCIYSaFdJrDapZBtnRNoloxIwYGCMhCw9cFcAO0tKSh4ib5wBNFNrdmFr7inZtyaCZLCpqie3NcGMcgvJAarwYoWHZvvZmM2Bvr73viIgeMBKykPYno8d+EGSKrFtNy0cETXDtCYBFPJaa4YuB8F1azfWGBojJ2bNRmohYKUZCFh74DJc2mia4W1Gq7jzvxLfH4Jm4dttZQ2BUKEKkid29eYNlJIqIFWO8ZGHQRho+LBJfYZe9q1MZ3Pe+CbtM6HiNjUWiuhExAoyfLAzcidkkMTShbuIDSl1oe2IvUFrPBHG1ltE7dy66PCNGi+DHNcmU5G+RfFh/fg3JR0h+Rv9/tXXsvSRPknyW5G1DDLx2wZ+2l3FL+l5Z1n5+DTrnmMxmuiLVNmRnV3k19jGhLSKiDR1ke7wTwKeszz8I4NdF5BoAv64/g+R1AO4EcD3UMoc/oRco6h+hJfrtVw0JiF4xzF1RzKBun7v6WF0FrblzdeanbO9Azp9X64ZGO0TEiBFEFiSvAvBtKNczBYA7ADyg3z8A4B3W9gdFZEdEngNwEsBNjR0sMknsorWh7TYQgA9N++3tppSeeQFacjh9xvvKXzkdU8Qj1g6hNosfA/AeABdb275MRD4PACLyeZJX6O1XAnjMOu6U3lYBybuhlzzc4oXhCU+LGC99ZNAWsNWlefPG9qjEbM+IA4ZWsiD5NgAvisjHSd4S0KZvNs/NTBG5H8D9AHBp8lqJocoREeNGiGTxZgBvJ/lWAFsALiH5IQBfIHlUSxVHAbyojz8F4Jh1/lVQK65HRESsMVptFiJyr4hcJSKvgzJc/lcR+U4ADwG4Sx92F4Bf1e8fAnAnyU2SVwO4BsCJ3kceERGxUiwTZ/F+AMdJfg+AzwL4dgAQkadJHgfwDIAZgHtEJAYPRESsOTiGpQIvTV4rN2+9db+HERFxoPGR8x/6uIjcuOj5XeIsIiIiDjEiWURERAQhkkVEREQQIllEREQEIZJFREREECJZREREBCGSRURERBAiWURERAQhkkVEREQQIllEREQEIZJFREREECJZREREBCGSRURERBAiWURERAQhkkVEREQQIllEREQEIZJFREREECJZREREBCGSRURERBAiWURERAQhkkVEREQQIllEREQEIZgsSKYkf4vkw/rzD5P8NMlPkvwVkq+yjr2X5EmSz5K8bYBxR0RErBhdJIt3AviU9fkRAK8XkTcA+D8A7gUAktdBrVx2PYDbAfwEybSf4UZEROwXgsiC5FUAvg3AT5ptIvIREZnpj49BrWkKAHcAeFBEdkTkOQAnAdzU35AjIiL2A6HLF/4YgPcAuLhm/3cD+A/6/ZVQ5GFwSm+rgOTdAO7WH3c+cv5Dvx04lr5xGYCXDmHf+91/7Hv1+KPLnNxKFiTfBuBFEfk4yVs8+98Ltabpz5tNnmbm1kgUkfsB3K/beGKZZdWWwWHte7/7j33vT9/LnB8iWbwZwNtJvhXAFoBLSH5IRL6T5F0A3gbgm6VcNPUUgGPW+VcB+Nwyg4yIiNh/tNosROReEblKRF4HZbj8r5oobgfwtwG8XUTOWac8BOBOkpskrwZwDYATA4w9IiJihQi1Wfjw4wA2ATxCEgAeE5HvFZGnSR4H8AyUenKPiGQtbd2/xDiWxWHte7/7j32vWd8stYeIiIiIesQIzoiIiCBEsoiIiAjCSsiC5DGS/43kp0g+TfKdevsNJB8j+STJJ0jeZJ3TS8g4yS2SJ0g+pft+n97+GpKPkPyM/v/qFfY9eKh8Xd/W/h8gKSQvW2XfJL9ft/80yQ+squ9V3GtWe25qxOD3WkPf/d1rIjL4C8BRAF+r318MFR5+HYCPAPhWvf2tAB7V768D8BSUAfVqAP8XQLpg3wRwkX4/BfA4gJsBfADAD+rtPwjgh1bY97cAmOjtP7TKvvXnYwB+DcDvArhshdf9TQA+CmBT77tihX0Pfq9ZY/gbAH4BwMP68+D3WkPfvd1rK5EsROTzIvIJ/f40VI7JlVDBWpfowy5FGY/RW8i4KJzRH6f6JbqPB/T2BwC8Y1V9ywpC5RuuGwB+FCoi17Zur6Lv7wPwfhHZ0ce9uMK+B7/XAH9qBFZwr9X13ee9tnKbBcnXAXgTFOO/C8APk3wBwI9AJ6NBEckL1mnekPEOfaYknwTwIoBHRORxAF8mIp8HFJkBuGKFfdv4bgAfXlXfJN8O4PdE5Cnn8FVc97UAvpHk4yR/g+TXr7Dvd2EF9xrK1Ijc2raSe62mbxtL3WsrJQuSFwH4JQDvEpFXoJ407xaRYwDeDeCnzKGe0xf28YpIJiI3QLHqTSRf3zTMVfXNBUPll+j7DQDeC+DveQ5fxXVPALwaSi34WwCOk+SK+h78XqOVGhF6yqr67uNeWxlZkJxCEcXPi8gv6813ATDvfxGlGDRIyLiIvAzgUajU+S+QPKrHdhTqKbSqvsEyVP47RCuRK+j7Dij99CmSz+v2P0Hyy1fQ9+26j1/WqsIJqCfgZSvqexX3mkmNeB7AgwBuJfkhrOZeq+u7v3ttGWNKB6MLAfwsgB9ztn8KwC36/TcD+Lh+fz2qxpffweIGr8sBvEq/PwLgf+gv7odRNTp9YIV93w4V4Xq5c/zgfTvHPI/SwLmK6/5eAP9Qb78WSgzmivoe/F5zxnELSiPj4PdaQ9+93WvLhHt3wZsBfBeA/611SQD4OwD+GoAPkpwA2IZOWZfFQsbrcBTAA1QFeBIAx0XkYZK/CSUGfw+AzwL49hX2fRL9hcp36rvu4BVd9waAnyb52wB2Adwl6s5dRd8vY/h7rQ7vx/D3Wh16S8uI4d4RERFBiBGcERERQYhkEREREYRIFhEREUGIZBERERGESBYRERFBiGQRERERhEgWERERQfj/ogHRAKM1YW0AAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"R8Ya5Ti_1ev3","outputId":"d9125564-c8b5-4d43-c6e3-43c1903030c5"},"source":["plt.imshow(labels[0, 0]*3 + inputs[0, 0])\n","plt.xlim([300, 310])\n","plt.ylim([380, 360])"],"execution_count":null,"outputs":[{"data":{"text/plain":["(380.0, 360.0)"]},"execution_count":114,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"iZb9twq21ev3"},"source":["attr2 = ig.attribute(inputs,target=(0, 375, 300), internal_batch_size=1, return_convergence_delta=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"JJdJDFuz1ev3","outputId":"d34bfda5-4572-4d62-9794-f679ebb63081"},"source":["plt.imshow(attr2[0, 0])\n","plt.xlim([280, 360])\n","plt.ylim([320, 400])"],"execution_count":null,"outputs":[{"ename":"TypeError","evalue":"tuple indices must be integers or slices, not tuple","output_type":"error","traceback":["\u001b[1;31m---------------------------------------------------------------------------\u001b[0m","\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)","\u001b[1;32m<ipython-input-123-32c5ae59e5d2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mattr2\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m280\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m360\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m320\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m400\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n","\u001b[1;31mTypeError\u001b[0m: tuple indices must be integers or slices, not tuple"]}]},{"cell_type":"code","metadata":{"id":"z-Ej4fbs1ev3"},"source":["attr2, delta = attr2"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"TL1H-VMg1ev3","outputId":"7b264e1d-a24e-47b2-a9bc-7e72a9e19970"},"source":["plt.imshow(attr2[0, 1])\n","plt.xlim([250, 360])\n","plt.ylim([320, 420])"],"execution_count":null,"outputs":[{"data":{"text/plain":["(320.0, 420.0)"]},"execution_count":139,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"V4nPMLUy1ev3","outputId":"079f74d1-124c-44ee-8c3f-edd7d3430546"},"source":["plt.figure()\n","plt.imshow(inputs[0, 0])\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Original\")\n","plt.figure()\n","plt.imshow(labels[0, 0]*3 + inputs[0, 0])\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Mask\")\n","plt.figure()\n","plt.imshow(attr2[0, 2]*500 + inputs[0, 0])\n","plt.xlim([280, 420])\n","plt.ylim([420, 280])\n","plt.title(\"Interpretability\")"],"execution_count":null,"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'Interpretability')"]},"execution_count":146,"metadata":{"tags":[]},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]},"output_type":"display_data"}]},{"cell_type":"code","metadata":{"id":"LQ8rWQIq1ev4"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"me46aw0a1ev4"},"source":[""],"execution_count":null,"outputs":[]}]}