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"torch.load('papers/tmi2022/feature_extractor/runs/Oct29_16-15-55_xrh1/checkpoints/model.pth')" ] }, { "cell_type": "code", "execution_count": null, "id": "931f65c8", "metadata": {}, "outputs": [], "source": [ "import cl as cl\n", "\n", "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import DataLoader\n", "import torchvision.models as models\n", "import torchvision.transforms.functional as VF\n", "from torchvision import transforms\n", "\n", "import sys, argparse, os, glob\n", "import pandas as pd\n", "import numpy as np\n", "from PIL import Image\n", "from collections import OrderedDict\n", "from easydict import EasyDict as edict\n", "\n", "\n", "edict({'backbone':'resnet18',\n", " 'weights':})\n", "\n", "\n", "if args.backbone == 'resnet18':\n", " resnet = models.resnet18(pretrained=False, norm_layer=nn.InstanceNorm2d)\n", " num_feats = 512\n", "if args.backbone == 'resnet34':\n", " resnet = models.resnet34(pretrained=False, norm_layer=nn.InstanceNorm2d)\n", " num_feats = 512\n", "if args.backbone == 'resnet50':\n", " resnet = models.resnet50(pretrained=False, norm_layer=nn.InstanceNorm2d)\n", " num_feats = 2048\n", "if args.backbone == 'resnet101':\n", " resnet = models.resnet101(pretrained=False, norm_layer=nn.InstanceNorm2d)\n", " num_feats = 2048\n", "for param in resnet.parameters():\n", " param.requires_grad = False\n", "resnet.fc = nn.Identity()\n", "i_classifier = cl.IClassifier(resnet, num_feats, output_class=args.num_classes).cuda()\n", "\n", "# load feature extractor\n", "if args.weights is None:\n", " print('No feature extractor')\n", " return\n", "state_dict_weights = torch.load(args.weights)\n", "print(state_dict_weights)\n", "state_dict_init = i_classifier.state_dict()\n", "new_state_dict = OrderedDict()\n", "for (k, v), (k_0, v_0) in zip(state_dict_weights.items(), state_dict_init.items()):\n", " name = k_0\n", " new_state_dict[name] = v\n", "i_classifier.load_state_dict(new_state_dict, strict=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }