895 lines
553 KiB
Plaintext
895 lines
553 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "9ad53808",
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"metadata": {},
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"source": [
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"## Question 7 - FasterRCNN"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 61,
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"id": "e0e0e0cd",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import glob\n",
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"\n",
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"import cv2\n",
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"import torch\n",
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"import torchvision\n",
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"import numpy as np\n",
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"from PIL import Image\n",
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"\n",
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"import pandas as pd\n",
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"from pathlib import Path\n",
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"\n",
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"from tqdm import tqdm\n",
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"from collections import Counter\n",
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"from xml.etree import ElementTree as ET\n",
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"\n",
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"from torchvision import transforms, models\n",
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"from torch.utils.data import Dataset, DataLoader"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 62,
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"id": "1a9f6e7f",
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"metadata": {},
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"outputs": [],
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"source": [
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"MODEL_NAME = 'data/weights_masks.pth'\n",
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"\n",
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"class_dict = {\"with_mask\": 1, \n",
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" \"without_mask\": 2, \n",
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" \"mask_weared_incorrect\": 3}\n",
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"\n",
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"class_dct_inv = {1: 'with_mask', \n",
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" 2: \"without_mask\", \n",
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" 3: \"mask_weared_incorrect\"}"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 63,
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"id": "c38a4481",
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"metadata": {},
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"outputs": [],
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"source": [
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"import albumentations as A #note installing this changes your version of OpenCV and you loose sift\n",
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"from albumentations.pytorch import ToTensorV2\n",
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"\n",
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"bbox_params = A.BboxParams(\n",
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" format = 'pascal_voc',\n",
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" label_fields = ['labels'],\n",
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" min_visibility = 0.3\n",
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")\n",
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"\n",
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"test_transform = A.Compose([\n",
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" A.Resize(height=480, width=480),\n",
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"# A.Normalize(\n",
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"# mean=[0.485, 0.456, 0.406],\n",
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"# std=[0.229, 0.224, 0.225]),\n",
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" ToTensorV2(p=1.0)],\n",
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" bbox_params = bbox_params\n",
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")\n",
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"\n",
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"# bbox_params = A.BboxParams(\n",
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"# format='pascal_voc',\n",
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"# min_area=5, # 5\n",
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"# min_visibility=0.9, # 0.9\n",
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"# # check_each_transform =True,\n",
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"# label_fields=['labels']\n",
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"# )\n",
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"\n",
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"# test_transform = A.Compose([\n",
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"# A.Resize(height=446, width=446),\n",
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"# ToTensorV2()],\n",
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"# bbox_params=bbox_params,\n",
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"# is_check_shapes=False\n",
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"# )"
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]
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},
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{
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"cell_type": "markdown",
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"id": "aa8ae1ed",
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"metadata": {},
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"source": [
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"## Load the model"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 64,
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"id": "ca6e9967",
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"metadata": {},
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"outputs": [],
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"source": [
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"from torchvision.models.detection.faster_rcnn import FastRCNNPredictor"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 65,
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"id": "891d6141",
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_model_detection(num_classes):\n",
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" model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\n",
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" in_features = model.roi_heads.box_predictor.cls_score.in_features\n",
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" model.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)\n",
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"\n",
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" return model"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 66,
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"id": "ff5139f7",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"D:\\Anaconda3\\envs\\what\\lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
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" warnings.warn(\n",
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"D:\\Anaconda3\\envs\\what\\lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=FasterRCNN_ResNet50_FPN_Weights.COCO_V1`. You can also use `weights=FasterRCNN_ResNet50_FPN_Weights.DEFAULT` to get the most up-to-date weights.\n",
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" warnings.warn(msg)\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"FasterRCNN(\n",
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" (transform): GeneralizedRCNNTransform(\n",
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" Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
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" Resize(min_size=(800,), max_size=1333, mode='bilinear')\n",
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" )\n",
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" (backbone): BackboneWithFPN(\n",
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" (body): IntermediateLayerGetter(\n",
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" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
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" (layer1): Sequential(\n",
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" (0): Bottleneck(\n",
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" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" (downsample): Sequential(\n",
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" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" )\n",
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" )\n",
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" (1): Bottleneck(\n",
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" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (2): Bottleneck(\n",
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" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
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" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" )\n",
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" (layer2): Sequential(\n",
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" (0): Bottleneck(\n",
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" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" (downsample): Sequential(\n",
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" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
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" (1): FrozenBatchNorm2d(512, eps=0.0)\n",
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" )\n",
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" )\n",
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" (1): Bottleneck(\n",
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" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (2): Bottleneck(\n",
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" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (3): Bottleneck(\n",
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" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
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" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" )\n",
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" (layer3): Sequential(\n",
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" (0): Bottleneck(\n",
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" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" (downsample): Sequential(\n",
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" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
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" (1): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" )\n",
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" )\n",
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" (1): Bottleneck(\n",
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" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (2): Bottleneck(\n",
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" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (3): Bottleneck(\n",
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" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (4): Bottleneck(\n",
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" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (5): Bottleneck(\n",
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" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
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" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" )\n",
|
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" (layer4): Sequential(\n",
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" (0): Bottleneck(\n",
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" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" (downsample): Sequential(\n",
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" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
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" (1): FrozenBatchNorm2d(2048, eps=0.0)\n",
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" )\n",
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" )\n",
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" (1): Bottleneck(\n",
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" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" (2): Bottleneck(\n",
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" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
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" (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
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" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
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" (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
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" (relu): ReLU(inplace=True)\n",
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" )\n",
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" )\n",
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" )\n",
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" (fpn): FeaturePyramidNetwork(\n",
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" (inner_blocks): ModuleList(\n",
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" (0): Conv2dNormActivation(\n",
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" (0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
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" )\n",
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" (1): Conv2dNormActivation(\n",
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" (0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
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" )\n",
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" (2): Conv2dNormActivation(\n",
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" (0): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1))\n",
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" )\n",
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" (3): Conv2dNormActivation(\n",
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" (0): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))\n",
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" )\n",
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" )\n",
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" (layer_blocks): ModuleList(\n",
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" (0-3): 4 x Conv2dNormActivation(\n",
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" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
|
|
" )\n",
|
|
" )\n",
|
|
" (extra_blocks): LastLevelMaxPool()\n",
|
|
" )\n",
|
|
" )\n",
|
|
" (rpn): RegionProposalNetwork(\n",
|
|
" (anchor_generator): AnchorGenerator()\n",
|
|
" (head): RPNHead(\n",
|
|
" (conv): Sequential(\n",
|
|
" (0): Conv2dNormActivation(\n",
|
|
" (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
|
|
" (1): ReLU(inplace=True)\n",
|
|
" )\n",
|
|
" )\n",
|
|
" (cls_logits): Conv2d(256, 3, kernel_size=(1, 1), stride=(1, 1))\n",
|
|
" (bbox_pred): Conv2d(256, 12, kernel_size=(1, 1), stride=(1, 1))\n",
|
|
" )\n",
|
|
" )\n",
|
|
" (roi_heads): RoIHeads(\n",
|
|
" (box_roi_pool): MultiScaleRoIAlign(featmap_names=['0', '1', '2', '3'], output_size=(7, 7), sampling_ratio=2)\n",
|
|
" (box_head): TwoMLPHead(\n",
|
|
" (fc6): Linear(in_features=12544, out_features=1024, bias=True)\n",
|
|
" (fc7): Linear(in_features=1024, out_features=1024, bias=True)\n",
|
|
" )\n",
|
|
" (box_predictor): FastRCNNPredictor(\n",
|
|
" (cls_score): Linear(in_features=1024, out_features=4, bias=True)\n",
|
|
" (bbox_pred): Linear(in_features=1024, out_features=16, bias=True)\n",
|
|
" )\n",
|
|
" )\n",
|
|
")"
|
|
]
|
|
},
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"device='cuda' if torch.cuda.is_available() else 'cpu'\n",
|
|
"model = get_model_detection(4)\n",
|
|
"\n",
|
|
"model.load_state_dict(torch.load(MODEL_NAME, map_location=torch.device('cpu')), False)\n",
|
|
"model.eval()\n",
|
|
"model.to(device)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ba043f3a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Load the dataset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"id": "53755773",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"FastRCNNPredictor(\n",
|
|
" (cls_score): Linear(in_features=1024, out_features=4, bias=True)\n",
|
|
" (bbox_pred): Linear(in_features=1024, out_features=16, bias=True)\n",
|
|
")"
|
|
]
|
|
},
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"model.roi_heads.box_predictor"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"id": "293d7bfb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Parameter containing:\n",
|
|
"tensor([[-0.0034, -0.0309, 0.0127, ..., -0.0032, 0.0060, -0.0092],\n",
|
|
" [-0.0279, 0.0228, -0.0226, ..., 0.0033, -0.0116, 0.0315],\n",
|
|
" [ 0.0014, -0.0015, 0.0290, ..., 0.0268, 0.0039, -0.0081],\n",
|
|
" [-0.0322, -0.0034, -0.0322, ..., -0.0224, 0.0004, -0.0206]],\n",
|
|
" requires_grad=True)"
|
|
]
|
|
},
|
|
"execution_count": 68,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"model.roi_heads.box_predictor.cls_score.weight"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "b97032c2",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from bs4 import BeautifulSoup\n",
|
|
"\n",
|
|
"class MaskedFaceTestDataset(torch.utils.data.Dataset):\n",
|
|
" def __init__(self, path_to_imgs, path_to_xml_files, transform=None):\n",
|
|
" self.path_to_imgs = path_to_imgs\n",
|
|
" self.path_to_xml_files = path_to_xml_files\n",
|
|
" self.transform = transform\n",
|
|
"\n",
|
|
" self.file_names = [file for file in os.listdir(self.path_to_imgs) if file.endswith(\".png\")]\n",
|
|
"\n",
|
|
" self.file_paths = [os.path.join(self.path_to_imgs, file_name) for file_name in self.file_names]\n",
|
|
"\n",
|
|
" def __getitem__(self, index: int):\n",
|
|
" path_to_img = self.file_paths[index]\n",
|
|
" path = Path(path_to_img)\n",
|
|
" fname = path.stem\n",
|
|
"\n",
|
|
" self.name = self.file_names[index]\n",
|
|
"\n",
|
|
" image = Image.open(path_to_img).convert('RGB')\n",
|
|
" image = np.array(image) / 255.0\n",
|
|
"\n",
|
|
" target = self.__generate_target(self.path_to_xml_files, self.name)\n",
|
|
"\n",
|
|
" if self.transform:\n",
|
|
" augmentations = self.transform(image=image, bboxes=target['boxes'], labels=target['labels'])\n",
|
|
"\n",
|
|
" image = augmentations['image']\n",
|
|
"\n",
|
|
" target['boxes'] = torch.tensor(augmentations['bboxes'])\n",
|
|
"\n",
|
|
" target['labels'] = torch.tensor(augmentations['labels'])\n",
|
|
"\n",
|
|
" return image, target, fname\n",
|
|
"\n",
|
|
" def __generate_target(self, path_to_xml, name_of_img):\n",
|
|
" path_to_annot = os.path.join(path_to_xml, name_of_img.replace('png', 'xml'))\n",
|
|
"\n",
|
|
" boxes_lst = []\n",
|
|
" labels_lst = []\n",
|
|
" clases_lst = []\n",
|
|
" target = {}\n",
|
|
"\n",
|
|
" with open(path_to_annot, 'r') as file:\n",
|
|
" xml_content = file.read()\n",
|
|
"\n",
|
|
" soup = BeautifulSoup(xml_content, 'xml')\n",
|
|
"\n",
|
|
" objects = soup.find_all('object')\n",
|
|
"\n",
|
|
" for obj in objects:\n",
|
|
" name = obj.find('name').text\n",
|
|
" xmin = int(float(obj.find('xmin').text)) - 1\n",
|
|
" ymin = int(float(obj.find('ymin').text)) - 1\n",
|
|
" xmax = int(float(obj.find('xmax').text)) - 1\n",
|
|
" ymax = int(float(obj.find('ymax').text)) - 1\n",
|
|
"\n",
|
|
" labels_lst.append(name)\n",
|
|
" boxes_lst.append([xmin, ymin, xmax, ymax])\n",
|
|
" clases_lst.append(class_dict[name])\n",
|
|
"\n",
|
|
" target[\"boxes\"] = torch.tensor(boxes_lst, dtype=torch.float32)\n",
|
|
" target[\"labels\"] = torch.tensor(clases_lst, dtype=torch.int64)\n",
|
|
"\n",
|
|
" return target\n",
|
|
"\n",
|
|
" def __len__(self):\n",
|
|
" return len(self.file_paths)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "c3ea0f7f",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import xmltodict\n",
|
|
"from torch.utils.data.sampler import SubsetRandomSampler\n",
|
|
"\n",
|
|
"def collate_fn(batch):\n",
|
|
" return tuple(zip(*batch))\n",
|
|
"\n",
|
|
"test_ds = MaskedFaceTestDataset(path_to_imgs = './data/MaskedFace/val/',\n",
|
|
" path_to_xml_files = './data/MaskedFace/val/',\n",
|
|
" transform = test_transform)\n",
|
|
"\n",
|
|
"test_sampler = SubsetRandomSampler( list(range(0, len(test_ds))) )\n",
|
|
"\n",
|
|
"test_loader = DataLoader(test_ds, batch_size=16, num_workers=0, pin_memory=True,\n",
|
|
" sampler=test_sampler, collate_fn=collate_fn)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "5bc29be0",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Test an image"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"id": "b9988f5f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"index = 10"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "f754be6b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"image, target, fname = test_ds[index]\n",
|
|
"\n",
|
|
"cv_image = np.transpose(image, (1, 2, 0)).numpy()\n",
|
|
"\n",
|
|
"for box, label in zip(target['boxes'], target['labels']):\n",
|
|
" cv2.rectangle(cv_image, (int(box[0]), int(box[1])), (int(box[2]), int(box[3])), (255, 255, 0))\n",
|
|
" cv2.putText(cv_image, \n",
|
|
" class_dct_inv[label.item()], \n",
|
|
" (int(box[0])-10, int(box[1])-10),\n",
|
|
" cv2.FONT_HERSHEY_DUPLEX,\n",
|
|
" 0.5,\n",
|
|
" (255, 255, 0), \n",
|
|
" )\n",
|
|
"\n",
|
|
"plt.imshow(cv_image)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "102b58c5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model.eval()\n",
|
|
"\n",
|
|
"image, target, fname = test_ds[index]\n",
|
|
"\n",
|
|
"with torch.no_grad():\n",
|
|
" prediction = model(image.unsqueeze(0).to(device, dtype=torch.float))[0]\n",
|
|
"\n",
|
|
"cv_image = np.transpose(image, (1, 2, 0)).numpy()\n",
|
|
"\n",
|
|
"for box, label, score in zip(prediction['boxes'], prediction['labels'], prediction['scores']):\n",
|
|
" if score >= 0.5:\n",
|
|
" cv2.rectangle(cv_image, (int(box[0]), int(box[1])), (int(box[2]), int(box[3])), (255, 255, 0))\n",
|
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" cv2.putText(cv_image, \n",
|
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" class_dct_inv[label.item()], \n",
|
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" (int(box[0])-10, int(box[1])-10),\n",
|
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" cv2.FONT_HERSHEY_DUPLEX,\n",
|
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" 0.5,\n",
|
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" (255, 255, 0), \n",
|
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" )\n",
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"\n",
|
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"plt.imshow(cv_image)\n",
|
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"plt.show()"
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]
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},
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{
|
|
"cell_type": "markdown",
|
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"id": "1e5283aa",
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"metadata": {},
|
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"source": [
|
|
"## Evaluation on the Test set"
|
|
]
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},
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|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"id": "a0f1fef7",
|
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"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def read_true_object(root):\n",
|
|
" for child in root:\n",
|
|
" if child.tag == \"name\":\n",
|
|
" label_desc = str(child.text)\n",
|
|
" if label_desc == \"with_mask\":\n",
|
|
" return class_dict[\"with_mask\"]\n",
|
|
" elif label_desc == \"without_mask\":\n",
|
|
" return class_dict[\"without_mask\"]\n",
|
|
" else:\n",
|
|
" return class_dict[\"mask_weared_incorrect\"]\n",
|
|
"\n",
|
|
"def get_true_result(filename):\n",
|
|
" wi_m = 0\n",
|
|
" wo_m = 0\n",
|
|
" inc_m = 0\n",
|
|
" tree = ET.parse('./data/MaskedFace/val/' + filename + \".xml\")\n",
|
|
" root = tree.getroot()\n",
|
|
" result = None\n",
|
|
" for child in root:\n",
|
|
" if child.tag == \"object\":\n",
|
|
" result = read_true_object(child)\n",
|
|
" if result == class_dict[\"with_mask\"]:\n",
|
|
" wi_m+=1\n",
|
|
" elif result == class_dict[\"without_mask\"]:\n",
|
|
" wo_m+=1\n",
|
|
" elif result == class_dict[\"mask_weared_incorrect\"]:\n",
|
|
" inc_m+=1\n",
|
|
" return [wi_m, wo_m, inc_m]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"id": "480b262d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0%| | 0/6 [00:01<?, ?it/s]\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "RuntimeError",
|
|
"evalue": "[enforce fail at C:\\actions-runner\\_work\\pytorch\\pytorch\\builder\\windows\\pytorch\\c10\\core\\impl\\alloc_cpu.cpp:72] data. DefaultCPUAllocator: not enough memory: you tried to allocate 655360000 bytes.",
|
|
"output_type": "error",
|
|
"traceback": [
|
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"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
|
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"Cell \u001b[1;32mIn[70], line 14\u001b[0m\n\u001b[0;32m 11\u001b[0m targets \u001b[38;5;241m=\u001b[39m [{k: v\u001b[38;5;241m.\u001b[39mto(device) \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m t\u001b[38;5;241m.\u001b[39mitems()} \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m targets]\n\u001b[0;32m 13\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n\u001b[1;32m---> 14\u001b[0m prediction \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(images)):\n\u001b[0;32m 17\u001b[0m with_m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n",
|
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"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[0;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torchvision\\models\\detection\\generalized_rcnn.py:101\u001b[0m, in \u001b[0;36mGeneralizedRCNN.forward\u001b[1;34m(self, images, targets)\u001b[0m\n\u001b[0;32m 94\u001b[0m degen_bb: List[\u001b[38;5;28mfloat\u001b[39m] \u001b[38;5;241m=\u001b[39m boxes[bb_idx]\u001b[38;5;241m.\u001b[39mtolist()\n\u001b[0;32m 95\u001b[0m torch\u001b[38;5;241m.\u001b[39m_assert(\n\u001b[0;32m 96\u001b[0m \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m 97\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll bounding boxes should have positive height and width.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 98\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m Found invalid box \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdegen_bb\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for target at index \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtarget_idx\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 99\u001b[0m )\n\u001b[1;32m--> 101\u001b[0m features \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackbone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtensors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 102\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(features, torch\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[0;32m 103\u001b[0m features \u001b[38;5;241m=\u001b[39m OrderedDict([(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m0\u001b[39m\u001b[38;5;124m\"\u001b[39m, features)])\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[0;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torchvision\\models\\detection\\backbone_utils.py:57\u001b[0m, in \u001b[0;36mBackboneWithFPN.forward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 56\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Dict[\u001b[38;5;28mstr\u001b[39m, Tensor]:\n\u001b[1;32m---> 57\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 58\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfpn(x)\n\u001b[0;32m 59\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[0;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torchvision\\models\\_utils.py:69\u001b[0m, in \u001b[0;36mIntermediateLayerGetter.forward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 67\u001b[0m out \u001b[38;5;241m=\u001b[39m OrderedDict()\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m name, module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m---> 69\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreturn_layers:\n\u001b[0;32m 71\u001b[0m out_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreturn_layers[name]\n",
|
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"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\module.py:1501\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1496\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1497\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1498\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[0;32m 1499\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1500\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1501\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1502\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1503\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
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"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\conv.py:463\u001b[0m, in \u001b[0;36mConv2d.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 462\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[1;32m--> 463\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_conv_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbias\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[1;32mD:\\Anaconda3\\envs\\what\\lib\\site-packages\\torch\\nn\\modules\\conv.py:459\u001b[0m, in \u001b[0;36mConv2d._conv_forward\u001b[1;34m(self, input, weight, bias)\u001b[0m\n\u001b[0;32m 455\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mzeros\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m 456\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m F\u001b[38;5;241m.\u001b[39mconv2d(F\u001b[38;5;241m.\u001b[39mpad(\u001b[38;5;28minput\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reversed_padding_repeated_twice, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode),\n\u001b[0;32m 457\u001b[0m weight, bias, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstride,\n\u001b[0;32m 458\u001b[0m _pair(\u001b[38;5;241m0\u001b[39m), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdilation, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgroups)\n\u001b[1;32m--> 459\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv2d\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbias\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstride\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 460\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpadding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdilation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"\u001b[1;31mRuntimeError\u001b[0m: [enforce fail at C:\\actions-runner\\_work\\pytorch\\pytorch\\builder\\windows\\pytorch\\c10\\core\\impl\\alloc_cpu.cpp:72] data. DefaultCPUAllocator: not enough memory: you tried to allocate 655360000 bytes."
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"pred_list = []\n",
|
|
"true_list = []\n",
|
|
"\n",
|
|
"model.eval()\n",
|
|
"\n",
|
|
"for images, targets, fname in tqdm(test_loader):\n",
|
|
" for i in range(len(fname)):\n",
|
|
" true_list.append(get_true_result(fname[i]))\n",
|
|
"\n",
|
|
" images = list(image.to(device, dtype=torch.float) for image in images)\n",
|
|
" targets = [{k: v.to(device) for k, v in t.items()} for t in targets]\n",
|
|
"\n",
|
|
" with torch.no_grad():\n",
|
|
" prediction = model(images)\n",
|
|
"\n",
|
|
" for i in range(len(images)):\n",
|
|
" with_m = 0\n",
|
|
" with_o_m = 0\n",
|
|
" wrong_m = 0\n",
|
|
"\n",
|
|
" for pred in range(len(prediction[i]['boxes'])):\n",
|
|
"\n",
|
|
" box = prediction[i]['boxes'][pred].cpu().numpy()\n",
|
|
" label = prediction[i]['labels'][pred].cpu().numpy()\n",
|
|
" score = prediction[i]['scores'][pred].cpu().numpy()\n",
|
|
"\n",
|
|
" if score >= 0.5:\n",
|
|
" if label.item() == class_dict[\"with_mask\"]:\n",
|
|
" with_m += 1\n",
|
|
" elif label.item() == class_dict[\"without_mask\"]:\n",
|
|
" with_o_m += 1\n",
|
|
" elif label.item() == class_dict[\"mask_weared_incorrect\"]:\n",
|
|
" wrong_m += 1\n",
|
|
"\n",
|
|
" pred_list.append([int(with_m), int(with_o_m), int(wrong_m)])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "dad46009",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MAPE"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "878ea87e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def compute_mape(prediction, truth):\n",
|
|
" mape = np.mean( np.abs(truth - prediction) / np.maximum(truth, np.ones_like(truth)) ) * 100\n",
|
|
" return mape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "39322dbe",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"MAPE = compute_mape( np.array(pred_list), np.array(true_list) )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "afd38c63",
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"45.09803921568628\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(MAPE)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4cf2878c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Final Score"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "e775bf67",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Score: 0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"if MAPE <= 10:\n",
|
|
" print(\"Score: \", 25*1.0)\n",
|
|
"elif MAPE <= 15:\n",
|
|
" print(\"Score: \", 25*0.875)\n",
|
|
"elif MAPE <= 20:\n",
|
|
" print(\"Score: \", 25*0.75)\n",
|
|
"elif MAPE <= 25:\n",
|
|
" print(\"Score: \", 25*0.625)\n",
|
|
"elif MAPE <= 30:\n",
|
|
" print(\"Score: \", 25*0.5)\n",
|
|
"else:\n",
|
|
" print(\"Score: \", 0) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "2aa5f9cc",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "what",
|
|
"language": "python",
|
|
"name": "what"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.16"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|