528 lines (527 with data), 285.2 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cd ./CNN_design_for_AD/"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torchvision.transforms as transforms\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from torch.autograd import Variable\n",
"import torch.nn.functional as F\n",
"import os"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import accuracy_score\n",
"from sklearn.metrics import roc_curve, auc\n",
"from sklearn.preprocessing import label_binarize\n",
"from scipy import interp\n",
"import matplotlib.pyplot as plt\n",
"from numpy.random import permutation\n",
"import yaml"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Config"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"config_name = 'config.yaml'\n",
"with open(os.path.join('./'+config_name), 'r') as f:\n",
" cfg = yaml.load(f)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load Data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from datasets.adni_3d import ADNI_3D\n",
"from models.build_model import build_model"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"dir_to_scans = 'dir/to/ADNI_processed/subjects'\n",
"dir_to_tsv = './datasets/files'\n",
"Test_dataset = ADNI_3D(dir_to_scans, dir_to_tsv, mode = 'Test', n_label = cfg['model']['n_label'])\n",
"Test_loader = torch.utils.data.DataLoader(\n",
" Test_dataset, batch_size=cfg['data']['val_batch_size'], shuffle=False,\n",
" num_workers=cfg['data']['workers'], pin_memory=True) "
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"category = ['CN','MCI','AD']"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"def visualize_example(Test_dataset,sub_id):\n",
" plt.figure(figsize=(10, 10))\n",
" image = Test_dataset.__getitem__(sub_id)[0][0]\n",
" plt.subplot(1, 3, 1)\n",
" plt.imshow(np.rot90(image[26,:,:]),cmap = 'gray')\n",
" plt.ylabel('Subject '+str(sub_id) + ' in Test dataset', fontsize=10)\n",
" plt.title('Class: '+category[Test_dataset.__getitem__(sub_id)[1]] , fontsize=10)\n",
" plt.subplot(1, 3, 2)\n",
" plt.imshow(np.rot90(image[:,57,:]),cmap = 'gray')\n",
" plt.title('Class: '+category[Test_dataset.__getitem__(sub_id)[1]], fontsize=10)\n",
" plt.subplot(1, 3, 3)\n",
" plt.imshow(np.rot90(image[:,:,50]),cmap = 'gray')\n",
" plt.title('Class: '+category[Test_dataset.__getitem__(sub_id)[1]], fontsize=10)"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualize_example(Test_dataset,20)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualize_example(Test_dataset,52)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"visualize_example(Test_dataset,0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Utility functions"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"def balanced_accuracy_score(y_true, y_pred, sample_weight=None,\n",
" adjusted=False):\n",
" C = confusion_matrix(y_true, y_pred, sample_weight=sample_weight)\n",
" with np.errstate(divide='ignore', invalid='ignore'):\n",
" per_class = np.diag(C) / C.sum(axis=1)\n",
" if np.any(np.isnan(per_class)):\n",
" warnings.warn('y_pred contains classes not in y_true')\n",
" per_class = per_class[~np.isnan(per_class)]\n",
" score = np.mean(per_class)\n",
" if adjusted:\n",
" n_classes = len(per_class)\n",
" chance = 1 / n_classes\n",
" score -= chance\n",
" score /= 1 - chance\n",
" return score"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def calc_aucs(target_all,logit_all):\n",
" y = label_binarize(target_all, classes=[0,1,2])\n",
" fpr = dict()\n",
" tpr = dict()\n",
" roc_auc = dict()\n",
" for k in range(cfg['model']['n_label']):\n",
" fpr[k], tpr[k], _ = roc_curve(y[:, k], logit_all[:, k])\n",
" roc_auc[k] = auc(fpr[k], tpr[k])\n",
"\n",
" # Compute micro-average ROC curve and ROC area\n",
" fpr[\"micro\"], tpr[\"micro\"], _ = roc_curve(y.ravel(), logit_all.ravel())\n",
" roc_auc[\"micro\"] = auc(fpr[\"micro\"], tpr[\"micro\"])\n",
" all_fpr = np.unique(np.concatenate([fpr[k] for k in range(cfg['model']['n_label'])]))\n",
"\n",
" mean_tpr = np.zeros_like(all_fpr)\n",
" for k in range(cfg['model']['n_label']):\n",
" mean_tpr += interp(all_fpr, fpr[k], tpr[k])\n",
"\n",
" # Finally average it and compute AUC\n",
" mean_tpr /= cfg['model']['n_label']\n",
"\n",
" fpr[\"macro\"] = all_fpr\n",
" tpr[\"macro\"] = mean_tpr\n",
" roc_auc[\"macro\"] = auc(fpr[\"macro\"], tpr[\"macro\"])\n",
" return roc_auc"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_rocs(target_all,logit_all):\n",
" y = label_binarize(target_all, classes=[0,1,2])\n",
" fpr = dict()\n",
" tpr = dict()\n",
" roc_auc = dict()\n",
" for k in range(cfg['model']['n_label']):\n",
" fpr[k], tpr[k], _ = roc_curve(y[:, k], logit_all[:, k])\n",
" roc_auc[k] = auc(fpr[k], tpr[k])\n",
"\n",
" # Compute micro-average ROC curve and ROC area\n",
" fpr[\"micro\"], tpr[\"micro\"], _ = roc_curve(y.ravel(), logit_all.ravel())\n",
" roc_auc[k+1] = auc(fpr[\"micro\"], tpr[\"micro\"])\n",
" all_fpr = np.unique(np.concatenate([fpr[k] for k in range(cfg['model']['n_label'])]))\n",
"\n",
" mean_tpr = np.zeros_like(all_fpr)\n",
" for k in range(cfg['model']['n_label']):\n",
" mean_tpr += interp(all_fpr, fpr[k], tpr[k])\n",
"\n",
" # Finally average it and compute AUC\n",
" mean_tpr /= cfg['model']['n_label']\n",
"\n",
" fpr[\"macro\"] = all_fpr\n",
" tpr[\"macro\"] = mean_tpr\n",
" roc_auc[k+2] = auc(fpr[\"macro\"], tpr[\"macro\"])\n",
" plotting_fpr = []\n",
" plotting_tpr = []\n",
" for k in range(cfg['model']['n_label']):\n",
" plotting_fpr.append(fpr[k])\n",
" plotting_tpr.append(tpr[k])\n",
" plotting_fpr += [fpr[\"micro\"], fpr[\"macro\"]]\n",
" plotting_tpr += [tpr[\"micro\"], tpr[\"macro\"]]\n",
" auc_outs = [plotting_fpr, plotting_tpr, roc_auc]\n",
" name = ['CN vs all ','MCI vs all ', 'AD vs all ', 'Micro ', 'Macro '] \n",
" from itertools import cycle\n",
" colors = cycle(['aqua', 'darkorange', 'cornflowerblue','navy','deeppink'])\n",
" plt.figure()\n",
" for i, color in zip(range(len(auc_outs[0])), colors):\n",
" plt.plot(auc_outs[0][i], auc_outs[1][i], color=color, lw=2, label=name[i] + 'ROC curve (area = %0.2f)' % auc_outs[2][i])\n",
" plt.plot([0, 1], [0, 1], 'k--', lw=2)\n",
" plt.xlim([0.0, 1.0])\n",
" plt.ylim([0.0, 1.05])\n",
" plt.xlabel('False Positive Rate')\n",
" plt.ylabel('True Positive Rate')\n",
" plt.title('AUC curves')\n",
" plt.legend(loc=\"lower right\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Functions for model evaluations"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def run_epoch(model,val_loader,use_age=False):\n",
" logit_all = []\n",
" target_all = []\n",
" mmse_all = []\n",
" patient_idx_all = []\n",
" cdr_all = []\n",
" for i, (input, target, patient_idx, mmse, cdr_sub, age_id) in enumerate(val_loader):\n",
" if i % 20 == 0:\n",
" print('Iteration: ',i)\n",
" input = input.to(device)\n",
" target = target.to(device)\n",
" if use_age:\n",
" age_id = age_id.to(device)\n",
" else:\n",
" age_id = None\n",
" logit = model(input,age_id)\n",
" logit_all.append(logit.data.cpu())\n",
" target_all.append(target.data.cpu())\n",
" mmse_all.append(mmse.cpu())\n",
" patient_idx_all.append(patient_idx.cpu())\n",
" cdr_all.append(cdr_sub.cpu())\n",
" \n",
" logit_all_catted = torch.cat(logit_all)\n",
" target_all_catted = torch.cat(target_all)\n",
" mmse_all_catted = torch.cat(mmse_all)\n",
" patient_idx_all_catted = torch.cat(patient_idx_all)\n",
" cdr_all_catted = torch.cat(cdr_all)\n",
" return logit_all_catted.numpy(), target_all_catted.numpy(), mmse_all_catted.numpy(), patient_idx_all_catted.numpy(), cdr_all_catted.numpy() "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def evaluation_models(model_name,data_loader, expansion_list = [1], num_trails = 10,percentage = 0.8, use_age = False, norm_type= 'Instance'):\n",
" \n",
" all_acc = np.zeros((len(expansion_list),num_trails))\n",
" all_balanced_acc = np.zeros((len(expansion_list),num_trails))\n",
" all_auc = []\n",
" for i,ep in enumerate(expansion_list):\n",
" cfg['model']['expansion'] = ep\n",
" cfg['model']['norm_type'] = norm_type\n",
" model = build_model(cfg)\n",
" best_model_dir = './saved_model/'\n",
" pretrained_dict = torch.load(best_model_dir+model_name + '_model_low_loss.pth.tar',map_location='cpu')['state_dict']\n",
" old_ks = list(pretrained_dict.keys()).copy()\n",
" model_dict = model.state_dict()\n",
" pretrained_dict = {k[6:]: v for k, v in pretrained_dict.items() if (k[6:]in model_dict.keys())}\n",
" model_dict.update(pretrained_dict) \n",
" model.load_state_dict(model_dict)\n",
" model = model.to(device)\n",
" model = model.eval()\n",
" logit_all,target_all,_,_,_= run_epoch(model, data_loader, use_age)\n",
" #print(F.softmax(torch.tensor(logit_all[0:20]),dim=1))\n",
" tes_auc = []\n",
" for tes in range(num_trails):\n",
" rand_idex = permutation(range(len(target_all)))[:int(percentage*len(target_all))]\n",
" target_test = target_all[rand_idex]\n",
" pred_test = np.argmax(logit_all,1)[rand_idex]\n",
" logit_test = logit_all[rand_idex]\n",
" all_acc[i,tes] =accuracy_score(target_test, pred_test)\n",
" all_balanced_acc[i,tes] =balanced_accuracy_score(target_test, pred_test)\n",
" tes_auc.append(calc_aucs(target_test,logit_test))\n",
" plot_rocs(target_test,logit_test)\n",
" all_auc.append(tes_auc)\n",
" print(old_ks)\n",
" print(list(pretrained_dict.keys()))\n",
" return all_acc, all_balanced_acc, all_auc"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def test_model(all_acc, all_balanced_acc,all_auc):\n",
" for w_k in range(len(all_acc)):\n",
" print('Mean Acc ', np.mean(all_acc[w_k]),'\\t')\n",
" print('STD Acc ', np.std(all_acc[w_k]),'\\t')\n",
" print('Mean Balanced Acc ', np.mean(all_balanced_acc[w_k]),'\\t')\n",
" print('std Balanced Acc ', np.std(all_balanced_acc[w_k]),'\\t')\n",
" avg_micro = []\n",
" avg_macro = []\n",
" for d in all_auc[w_k]:\n",
" avg_micro.append( d['micro'])\n",
" avg_macro.append( d['macro'])\n",
" print('Micro mean: ',np.mean(avg_micro))\n",
" print('Micro std: ', np.std(avg_micro))\n",
" print('Macro mean: ',np.mean(avg_macro))\n",
" print('Macro std: ',np.std(avg_macro))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load model"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"model = build_model(cfg)\n",
"model_file_name = 'age_expansion_8'"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration: 0\n",
"Iteration: 20\n",
"Iteration: 40\n",
"Iteration: 60\n",
"Iteration: 80\n",
"Iteration: 100\n",
"Iteration: 120\n",
"Iteration: 140\n",
"Iteration: 160\n",
"Iteration: 180\n",
"['model.image_embedding_model.conv.conv0_s1.weight', 'model.image_embedding_model.conv.conv0_s1.bias', 'model.image_embedding_model.conv.conv1_s1.weight', 'model.image_embedding_model.conv.conv1_s1.bias', 'model.image_embedding_model.conv.conv2_s1.weight', 'model.image_embedding_model.conv.conv2_s1.bias', 'model.image_embedding_model.conv.conv3_s1.weight', 'model.image_embedding_model.conv.conv3_s1.bias', 'model.image_embedding_model.fc6.fc6_s1.weight', 'model.image_embedding_model.fc6.fc6_s1.bias', 'model.image_embedding_model.age_encoder.pe', 'model.image_embedding_model.age_encoder.fc6.fc6_s1.weight', 'model.image_embedding_model.age_encoder.fc6.fc6_s1.bias', 'model.image_embedding_model.age_encoder.fc6.lrn0_s1.weight', 'model.image_embedding_model.age_encoder.fc6.lrn0_s1.bias', 'model.image_embedding_model.age_encoder.fc6.fc6_s3.weight', 'model.image_embedding_model.age_encoder.fc6.fc6_s3.bias', 'model.classifier.classifier.LinearClassifier.weight', 'model.classifier.classifier.LinearClassifier.bias', 'model.classifier.classifier.LinearClassifier2.weight', 'model.classifier.classifier.LinearClassifier2.bias']\n",
"['image_embedding_model.conv.conv0_s1.weight', 'image_embedding_model.conv.conv0_s1.bias', 'image_embedding_model.conv.conv1_s1.weight', 'image_embedding_model.conv.conv1_s1.bias', 'image_embedding_model.conv.conv2_s1.weight', 'image_embedding_model.conv.conv2_s1.bias', 'image_embedding_model.conv.conv3_s1.weight', 'image_embedding_model.conv.conv3_s1.bias', 'image_embedding_model.fc6.fc6_s1.weight', 'image_embedding_model.fc6.fc6_s1.bias', 'image_embedding_model.age_encoder.pe', 'image_embedding_model.age_encoder.fc6.fc6_s1.weight', 'image_embedding_model.age_encoder.fc6.fc6_s1.bias', 'image_embedding_model.age_encoder.fc6.lrn0_s1.weight', 'image_embedding_model.age_encoder.fc6.lrn0_s1.bias', 'image_embedding_model.age_encoder.fc6.fc6_s3.weight', 'image_embedding_model.age_encoder.fc6.fc6_s3.bias', 'classifier.classifier.LinearClassifier.weight', 'classifier.classifier.LinearClassifier.bias', 'classifier.classifier.LinearClassifier2.weight', 'classifier.classifier.LinearClassifier2.bias']\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"all_acc, all_balanced_acc, all_auc = evaluation_models(model_file_name,Test_loader, expansion_list = [8], use_age = True, norm_type= 'Instance')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Acc 0.68125 \t\n",
"STD Acc 0.007565789473684216 \t\n",
"Mean Balanced Acc 0.6965590032569433 \t\n",
"std Balanced Acc 0.007475431973422053 \t\n",
"Micro mean: 0.8242625735803324\n",
"Micro std: 0.004859012158648881\n",
"Macro mean: 0.7856490801930776\n",
"Macro std: 0.005688730409962248\n"
]
}
],
"source": [
"test_model(all_acc, all_balanced_acc,all_auc)"
]
}
],
"metadata": {
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}