{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MURA | Abnormality detection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Author: [Pierre Guillou](https://www.linkedin.com/in/pierreguillou)\n",
"- Date: March 2019\n",
"- MURA Dataset: https://stanfordmlgroup.github.io/competitions/mura/\n",
"- Ref: [Fastai v1](https://docs.fast.ai/) (Deep Learning library on PyTorch)\n",
"- Post in medium: https://medium.com/@pierre_guillou/fastai-the-new-radiology-tool-76f02c1e25bf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What is MURA?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"MURA (musculoskeletal radiographs) is a large dataset of bone X-rays. Algorithms are tasked with determining whether an X-ray study is normal or abnormal.\n",
"\n",
"Musculoskeletal conditions affect more than 1.7 billion people worldwide, and are the most common cause of severe, long-term pain and disability, with 30 million emergency department visits annually and increasing. We hope that our dataset can lead to significant advances in medical imaging technologies which can diagnose at the level of experts, towards improving healthcare access in parts of the world where access to skilled radiologists is limited.\n",
"\n",
"MURA is one of the largest public radiographic image datasets. We're making this dataset available to the community and hosting a competition to see if your models can perform as well as radiologists on the task."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Initialisation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *\n",
"from fastai.widgets import *\n",
"import shutil"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from fastai.callbacks import * "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fastai: 1.0.48\n",
"cuda: True\n"
]
}
],
"source": [
"import fastai\n",
"print(f'fastai: {fastai.__version__}')\n",
"print(f'cuda: {torch.cuda.is_available()}')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import gc\n",
"import torch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data path"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/tutorials/data')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Config.data_path()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid_labeled_studies.csv'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train_image_paths.csv'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train_labeled_studies.csv'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid_image_paths.csv'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/data2')]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Config.data_path() / 'MURA-v1.1'\n",
"path.ls()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### csv"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'MURA-v1.1/train/XR_SHOULDER/patient00001/study1_positive/image1.png'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train = pd.read_csv(path / 'train_image_paths.csv', header=None, names=['image'])\n",
"df_train.image[0]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'MURA-v1.1/valid/XR_WRIST/patient11185/study1_positive/image1.png'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_valid = pd.read_csv(path / 'valid_image_paths.csv', header=None, names=['image'])\n",
"df_valid.image[0]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" image \n",
" label \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" MURA-v1.1/train/XR_SHOULDER/patient00001/study... \n",
" 1 \n",
" \n",
" \n",
" 1 \n",
" MURA-v1.1/train/XR_SHOULDER/patient00002/study... \n",
" 1 \n",
" \n",
" \n",
" 2 \n",
" MURA-v1.1/train/XR_SHOULDER/patient00003/study... \n",
" 1 \n",
" \n",
" \n",
" 3 \n",
" MURA-v1.1/train/XR_SHOULDER/patient00004/study... \n",
" 1 \n",
" \n",
" \n",
" 4 \n",
" MURA-v1.1/train/XR_SHOULDER/patient00005/study... \n",
" 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" image label\n",
"0 MURA-v1.1/train/XR_SHOULDER/patient00001/study... 1\n",
"1 MURA-v1.1/train/XR_SHOULDER/patient00002/study... 1\n",
"2 MURA-v1.1/train/XR_SHOULDER/patient00003/study... 1\n",
"3 MURA-v1.1/train/XR_SHOULDER/patient00004/study... 1\n",
"4 MURA-v1.1/train/XR_SHOULDER/patient00005/study... 1"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train_label = pd.read_csv(path / 'train_labeled_studies.csv', header=None, names=['image', 'label'])\n",
"df_train_label.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create folder data2 to train models"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Create data2 with data to train our models\n",
"path_train = path / 'data2/train'\n",
"path_valid = path / 'data2/valid'\n",
"path_train.mkdir(parents=True, exist_ok=True)\n",
"path_valid.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"path_train_neg = path_train / '0'\n",
"path_train_pos = path_train / '1'\n",
"path_train_neg.mkdir(parents=True, exist_ok=True)\n",
"path_train_pos.mkdir(parents=True, exist_ok=True)\n",
"\n",
"path_valid_neg = path_valid / '0'\n",
"path_valid_pos = path_valid / '1'\n",
"path_valid_neg.mkdir(parents=True, exist_ok=True)\n",
"path_valid_pos.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get list of images"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"36808\n"
]
},
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train/XR_FINGER/patient04021/study1_negative/image1.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train/XR_FINGER/patient03816/study1_negative/image1.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train/XR_FINGER/patient04345/study1_negative/image2.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train/XR_FINGER/patient04345/study1_negative/image3.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/train/XR_FINGER/patient04345/study1_negative/image1.png')]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fnames_train = get_image_files(path/'train', recurse=True)\n",
"print(len(fnames_train))\n",
"fnames_train[:5]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3197\n"
]
},
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid/XR_FINGER/patient11855/study1_negative/image1.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid/XR_FINGER/patient11606/study1_negative/image1.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid/XR_FINGER/patient11513/study1_negative/image1.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid/XR_FINGER/patient11911/study1_positive/image2.png'),\n",
" PosixPath('/home/jupyter/tutorials/data/MURA-v1.1/valid/XR_FINGER/patient11911/study1_positive/image3.png')]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fnames_valid = get_image_files(path/'valid', recurse=True)\n",
"print(len(fnames_valid))\n",
"fnames_valid[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Copy images into data2"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/XR_([^/]+)/[^/]+/[^/]+/[^/]+.png$')\n",
"pat_patient = re.compile(r'/[^/]+/patient([^/]+)/[^/]+/[^/]+.png$')\n",
"pat_study = re.compile(r'/[^/]+/[^/]+/([^/]+)/[^/]+.png$')\n",
"# pat_study_negpos = re.compile(r'\\\\[^\\\\]+\\\\[^\\\\]+\\\\study\\d+_([^\\\\]+)\\\\[^\\\\]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3.42 s, sys: 6.41 s, total: 9.83 s\n",
"Wall time: 2min 22s\n"
]
}
],
"source": [
"%%time\n",
"# copy all train images in corresponding class folders under MURA-v1.1/data2/train\n",
"for src in fnames_train:\n",
" # get image label\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1)\n",
" # get patient number\n",
" patient = pat_patient.search(str(src))\n",
" patient = patient.group(1)\n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # create class folder if necessary\n",
" if 'negative' in study:\n",
" path_label = path_train_neg\n",
" else:\n",
" path_label = path_train_pos\n",
" # copy image to its class folder\n",
" img_name = label + '_patient' + patient + '_' + study + '_' + src.name\n",
" dest = path_label / img_name\n",
" shutil.copy(str(src), str(dest))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 336 ms, sys: 564 ms, total: 900 ms\n",
"Wall time: 11.4 s\n"
]
}
],
"source": [
"%%time\n",
"# copy all valid images in corresponding class folders under MURA-v1.1/data2/valid\n",
"for src in fnames_valid:\n",
" # get image label\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1)\n",
" # get patient number\n",
" patient = pat_patient.search(str(src))\n",
" patient = patient.group(1)\n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # create class folder if necessary\n",
" if 'negative' in study:\n",
" path_label = path_valid_neg\n",
" else:\n",
" path_label = path_valid_pos\n",
" # copy image to its class folder\n",
" img_name = label + '_patient' + patient + '_' + study + '_' + src.name\n",
" dest = path_label / img_name\n",
" shutil.copy(str(src), str(dest))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of studies "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/XR_([^/]+)/[^/]+/[^/]+/[^/]+.png$')\n",
"pat_patient = re.compile(r'/[^/]+/patient([^/]+)/[^/]+/[^/]+.png$')\n",
"pat_study = re.compile(r'/([^/]+)_[^/]+/[^/]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"mura = ['elbow', 'finger', 'forearm', 'hand', 'humerus', 'shoulder', 'wrist']\n",
"\n",
"study_train_dict = dict()\n",
"study_valid_dict = dict()\n",
"\n",
"for m in mura:\n",
" study_train_dict[m] = list()\n",
" study_valid_dict[m] = list()\n",
" \n",
"for src in fnames_train:\n",
" # get image label\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1)\n",
" # get patient number\n",
" patient = pat_patient.search(str(src))\n",
" patient = patient.group(1)\n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1)\n",
" # add to label list\n",
" s = 'patient' + patient + '_' + study\n",
" study_train_dict[label.lower()].append(s)\n",
"\n",
"for src in fnames_valid:\n",
" # get image label\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1)\n",
" # get patient number\n",
" patient = pat_patient.search(str(src))\n",
" patient = patient.group(1)\n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1)\n",
" # add to label list\n",
" s = 'patient' + patient + '_' + study\n",
" study_valid_dict[label.lower()].append(s)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"num_train_studies = 0\n",
"num_valid_studies = 0\n",
"\n",
"for m in mura:\n",
" # train\n",
" myset = set(study_train_dict[m])\n",
" num_train_studies += len(myset)\n",
" # valid\n",
" myset = set(study_valid_dict[m])\n",
" num_valid_studies += len(myset)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(13457, 1199, 14863)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 207 studies in test\n",
"num_train_studies, num_valid_studies, num_train_studies + num_valid_studies + 207"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"## Training with resnet34"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### size = 112"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"size = 112\n",
"bs = 512\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,6))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['0', '1']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(36808, 3197, 40005)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data.train_ds), len(data.valid_ds), len(data.train_ds) + len(data.valid_ds)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.bar([0,1], [len(path_train_neg.ls()), len(path_train_pos.ls())])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"Total time: 1:10:49
\n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" 1 \n",
" 0.777486 \n",
" 0.657900 \n",
" 0.380044 \n",
" 0.619956 \n",
" 20:09 \n",
" \n",
" \n",
" 2 \n",
" 0.656167 \n",
" 0.632573 \n",
" 0.353769 \n",
" 0.646231 \n",
" 12:55 \n",
" \n",
" \n",
" 3 \n",
" 0.614780 \n",
" 0.602607 \n",
" 0.324679 \n",
" 0.675321 \n",
" 12:23 \n",
" \n",
" \n",
" 4 \n",
" 0.592553 \n",
" 0.595166 \n",
" 0.322803 \n",
" 0.677197 \n",
" 12:34 \n",
" \n",
" \n",
" 5 \n",
" 0.585395 \n",
" 0.598298 \n",
" 0.325618 \n",
" 0.674382 \n",
" 12:44 \n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 1 with val_loss value: 0.6579000353813171.\n",
"Better model found at epoch 2 with val_loss value: 0.6325731873512268.\n",
"Better model found at epoch 3 with val_loss value: 0.6026073694229126.\n",
"Better model found at epoch 4 with val_loss value: 0.5951657891273499.\n"
]
}
],
"source": [
"learn.fit_one_cycle(5,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"Total time: 06:55
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.767645 \n",
" 0.673345 \n",
" 0.381608 \n",
" 0.618392 \n",
" 01:20 \n",
" \n",
" \n",
" 1 \n",
" 0.653763 \n",
" 0.621917 \n",
" 0.346575 \n",
" 0.653425 \n",
" 01:22 \n",
" \n",
" \n",
" 2 \n",
" 0.612328 \n",
" 0.622118 \n",
" 0.341883 \n",
" 0.658117 \n",
" 01:23 \n",
" \n",
" \n",
" 3 \n",
" 0.590675 \n",
" 0.595303 \n",
" 0.323741 \n",
" 0.676259 \n",
" 01:24 \n",
" \n",
" \n",
" 4 \n",
" 0.581991 \n",
" 0.597755 \n",
" 0.322803 \n",
" 0.677197 \n",
" 01:21 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.6733449101448059.\n",
"Better model found at epoch 1 with val_loss value: 0.6219168901443481.\n",
"Better model found at epoch 3 with val_loss value: 0.5953028202056885.\n"
]
}
],
"source": [
"learn.fit_one_cycle(5,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.save('resnet34-stage-1')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.load('resnet34-stage-1');"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.purge()\n",
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"Total time: 1:19:50
\n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" 1 \n",
" 0.578047 \n",
" 0.588865 \n",
" 0.314670 \n",
" 0.685330 \n",
" 14:43 \n",
" \n",
" \n",
" 2 \n",
" 0.566004 \n",
" 0.573437 \n",
" 0.297466 \n",
" 0.702534 \n",
" 16:19 \n",
" \n",
" \n",
" 3 \n",
" 0.552305 \n",
" 0.558046 \n",
" 0.283703 \n",
" 0.716297 \n",
" 16:15 \n",
" \n",
" \n",
" 4 \n",
" 0.542241 \n",
" 0.556961 \n",
" 0.284016 \n",
" 0.715984 \n",
" 16:14 \n",
" \n",
" \n",
" 5 \n",
" 0.537519 \n",
" 0.553843 \n",
" 0.283703 \n",
" 0.716297 \n",
" 16:13 \n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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PTlmTGWxaUc3F9eVUJCL0DiapSESoKYvx7suWsqqulJBld1SxyOK+LTRQffBT7jxOz9u3/wCXNcSyO7fcl624Un3wIueDmdG8pOyMB95qymJnHEV/aHMTH9o88Qk492zXUcazJ+SptFNfEZ9wq+pk7s7R3mGO9Q1nb18tiWJmjCTT9I+keL49uxN5Yn8H/SMpastiDI6m6RtO8qePvzJhXZcvq+TK5lqGRtMczz1R3T+SpLmujE0rqqkqieIOx/uGiUVCLCmPs7ahnHVLy7moMjHe3TSSStPRN8KxvmH6R1JcelEFFYkoiUho7sZaCrpi+v/DUWi49Kx/hAJe5E1kZuNDXMzmPWPdTYWM3bbq7mQcwrnnBnoHk/zT7jcYzF1wHkqm+VHrCR7a2UZ5PMLSygTLqxOUxsp5+fgp/vz7rePrLImGGU1nJnQ7lcXCNFQm6BtK0jUw9RlFLBwiEQ2xvKaUzSurufSiCq5aU8e6huytuaPpbDfYSCr7PeNOXVmcWCTE4GiK0liEwdEUybSTzjjHczuRwdEU1aNpBkdThHOhGAmHxn9fOZMCXiQgzIxwXtZVlUb55M82T2jzhfe8Zcr3ZzJO33CSVMZZUh7H3TnRP0prRz+tHad4tXOAzv6R7DWLqgQXVWaH8I5FQrzS0c/waJqhZO5rNM3+Y30TrllUl0YZGk0zkip8EXamgfoAvnFzI60dEwfAC4eMcMhIp51oJERZPELYsuEfC4dIZTKEQyHK42HCoRDJdHbnEs89oDeTZG5HZ2RHt02ls09tR0Kh7GmYQyxihAs8FV1eXk5/fz9Hjhzh9ttv5+GHHz6jzfXXX89Xv/pVWlqK6nWZFQW8iADZC9PVpae7mcyM+oo49RVxrr64bpp3wlVrCi93d9q7h3j6YBe7DndTHs9eGxh7AjoeCWEYJwZGGBhJUVUSZWAkPb4MsiO5lscjlMYjhHrfYFVt6fiOIJnJZI/0004kYQwl03TnBt/zSRcxw2ZEwiFGUqdvoY1HwsQjIdLuZDI+vrNIpj37fofhZOaMdU1mQHkiSjySPaNIpbN1ucOrnf2UltXwV3/3D/QPJwFjbN8wMJomlc7QeWqY104MjK/Lye5wu/pH+PA9P2JpZYLGqgQ/s2J248kr4EXkvDHLPqG8Ijei67na13+UqtLi7hgaSaVJpZ1o2BhNO90Do6QzTk1plEQszEgyzcBImtF0hnDuInQq4ySTGaJhw3L3+y+JR0jEwuBw152/y6pVq/iVX/0MyXSGL//hH2Bm/NsPf8jJk92MJpPc9ltf4j03vm/8WoQ7PL/vFW775H/k29/7McNDQ9z5G7/GwVcOsHrtJfT2D9I3lCKVzoBl21tu26UyTsiMvUf6eHzf8fHhy4ulgBeRxek7d2QHoJtCPPcFEAMKDc5xxqNsF70VbvzylOv8xMc/xuc//3k+f/t/BWD7I//Iv/7rv/LF3/5NKisr6ezs5Oqrr+b2//xRzAwzWNtQTqi/glgkzJol5fz5n32D+upKHtz1HK379nLV269kdX1ZwZFnk10Jvvmrm4Hs2dBIKsP//tiU5Z1BAS8iUqTNmzfT0dHBkSNH6OzspKamhsbGRn7913+dp556ilAoxBtvvMHx48e56KLTw5qHQkbIoDwR4Zkf/zu333471aUxWq7YzMaNGwkV8SStmZGIzu5/jVLAi8jiNM2R9vl066238vDDD3Ps2DG2bt3K/fffT2dnJ7t27SIajdLc3FxwmOB85+1/bZtEN6yKiMzC1q1befDBB3n44Ye59dZb6e3tpaGhgWg0yhNPPMHhw4enff91113H/fffD8CePXt44YUXzlutOoIXEZmFyy+/nFOnTrF8+XIaGxv52Mc+xgc+8AFaWlrYtGkTl146/YNJn/nMZ/j0pz/Nxo0b2bRpE1u2bDlvtWqoAhFZNAI1VEERznW4YHXRiIgElAJeRCSgFPAisqjMV7fym20ufs+iAt7MbjCzA2bWamZ3FFj+KTPrNLPdua9fPufKREQmSSQSdHV1BT7k3Z2uri4SicQ5rWfGu2jMLAzcDbwHaAeeNbPt7v7SpKbfdPfbzqkaEZFpNDU10d7eTmdn53yXct4lEgmamppmbjiNYm6T3AK0uvtBADN7ELgFmBzwIiLnVTQaZfXq1fNdxqJRTBfNcqAtb7o9N2+y/2BmL5jZw2Z27qMKiYjIOSkm4As9Uzu5A+yfgWZ33wg8DvxtwRWZbTOznWa280I4xRIRmU/FBHw7kH9E3gQcyW/g7l3uPvYfTX4DuKLQitz9XndvcfeW+vozxnETEZE5VEzAPwusM7PVZhYDtgLb8xuYWWPe5M3AvrkrUUREzsaMF1ndPWVmtwGPAWHgPnffa2Z3ATvdfTtwu5ndDKSAk8CnzmPNIiJSBI1FIyKyiGgsGhERUcCLiASVAl5EJKAU8CIiAaWAFxEJKAW8iEhAKeBFRAJKAS8iElAKeBGRgFLAi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUAp4EZGAUsCLiARUUQFvZjeY2QEzazWzO6Zpd6uZuZm1zF2JIiJyNmYMeDMLA3cDNwLrgY+a2foC7SqA24Fn5rpIERGZvWKO4LcAre5+0N1HgQeBWwq0+wPgK8DwHNYnIiJnqZiAXw605U235+aNM7PNwAp3/5c5rE1ERM5BMQFvBeb5+EKzEPA14DdmXJHZNjPbaWY7Ozs7i69SRERmrZiAbwdW5E03AUfypiuADcCTZnYIuArYXuhCq7vf6+4t7t5SX19/9lWLiMiMign4Z4F1ZrbazGLAVmD72EJ373X3Je7e7O7NwNPAze6+87xULCIiRZkx4N09BdwGPAbsAx5y971mdpeZ3Xy+CxQRkbMTKaaRu+8Adkyad+cUba8/97JERORc6UlWEZGAUsCLiASUAl5EJKAU8CIiAaWAFxEJKAW8iEhAKeBFRAJKAS8iElAKeBGRgFLAi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUAp4EZGAUsCLiASUAl5EJKCKCngzu8HMDphZq5ndUWD5fzGzF81st5n9m5mtn/tSRURkNmYMeDMLA3cDNwLrgY8WCPAH3P2t7r4J+ArwJ3NeqYiIzEoxR/BbgFZ3P+juo8CDwC35Ddy9L2+yDPC5K1FERM5GpIg2y4G2vOl24O2TG5nZrwFfAGLAOwutyMy2AdsAVq5cOdtaRURkFoo5grcC8844Qnf3u939YuB3gP9WaEXufq+7t7h7S319/ewqFRGRWSkm4NuBFXnTTcCRado/CHzwXIoSEZFzV0zAPwusM7PVZhYDtgLb8xuY2bq8yfcBr8xdiSIicjZm7IN395SZ3QY8BoSB+9x9r5ndBex09+3AbWb2biAJdAOfPJ9Fi4jIzIq5yIq77wB2TJp3Z97rz81xXSIico70JKuISEAp4EVEAkoBLyISUAp4EZGAUsCLiASUAl5EJKAU8CIiAaWAFxEJKAW8iEhAKeBFRAJKAS8iElAKeBGRgFLAi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAqqogDezG8zsgJm1mtkdBZZ/wcxeMrMXzOx7ZrZq7ksVEZHZmDHgzSwM3A3cCKwHPmpm6yc1ew5ocfeNwMPAV+a6UBERmZ1ijuC3AK3uftDdR4EHgVvyG7j7E+4+mJt8Gmia2zJFRGS2ign45UBb3nR7bt5Ufgn4zrkUJSIi5y5SRBsrMM8LNjT7ONAC/PwUy7cB2wBWrlxZZIkiInI2ijmCbwdW5E03AUcmNzKzdwNfAm5295FCK3L3e929xd1b6uvrz6ZeEREpUjEB/yywzsxWm1kM2Apsz29gZpuBvyAb7h1zX6aIiMzWjAHv7ingNuAxYB/wkLvvNbO7zOzmXLP/CZQD3zKz3Wa2fYrViYjIm6SYPnjcfQewY9K8O/Nev3uO6xIRkXOkJ1lFRAJKAS8iElAKeBGRgFLAi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUAp4EZGAUsCLiASUAl5EJKAU8CIiAaWAFxEJKAW8iEhAKeBFRAJKAS8iElAKeBGRgCoq4M3sBjM7YGatZnZHgeXXmdlPzSxlZrfOfZkiIjJbMwa8mYWBu4EbgfXAR81s/aRmrwOfAh6Y6wJFROTsRIposwVodfeDAGb2IHAL8NJYA3c/lFuWOQ81iojIWSimi2Y50JY33Z6bN2tmts3MdprZzs7OzrNZhYiIFKmYgLcC8/xsfpi73+vuLe7eUl9ffzarEBGRIhUT8O3AirzpJuDI+SlHRETmSjEB/yywzsxWm1kM2ApsP79liYjIuZox4N09BdwGPAbsAx5y971mdpeZ3QxgZleaWTvwYeAvzGzv+SxaRERmVsxdNLj7DmDHpHl35r1+lmzXjYiILBB6klVEJKAU8CIiAaWAFxEJKAW8iEhAKeBFRAJKAS8iElAKeBGRgFLAi4gElAJeRCSgFPAiIgGlgBcRCSgFvIhIQCngRUQCSgEvIhJQCngRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUAp4EZGAUsCLiASUAl5EJKAU8CIiAVVUwJvZDWZ2wMxazeyOAsvjZvbN3PJnzKx5rgsVEZHZmTHgzSwM3A3cCKwHPmpm6yc1+yWg293XAl8D/niuCxURkdkp5gh+C9Dq7gfdfRR4ELhlUptbgL/NvX4YeJeZ2dyVKSIis1VMwC8H2vKm23PzCrZx9xTQC9TNRYEiInJ2IkW0KXQk7mfRBjPbBmzLTY6Y2Z4ifv5CtAQ4Md9FnKXFXDss7vpV+/wIWu2rin1zMQHfDqzIm24CjkzRpt3MIkAVcHLyitz9XuBeADPb6e4txRa6kKj2+bOY61ft8+NCrr2YLppngXVmttrMYsBWYPukNtuBT+Ze3wp8393POIIXEZE3z4xH8O6eMrPbgMeAMHCfu+81s7uAne6+Hfgr4O/MrJXskfvW81m0iIjMrJguGtx9B7Bj0rw7814PAx+e5c++d5btFxLVPn8Wc/2qfX5csLWbelJERIJJQxWIiATUvAT8TEMfLDRmdsjMXjSz3Wa2Mzev1sy+a2av5L7XzHedAGZ2n5l15N+COlWtlvX13N/hBTN72/xVPmXtv2dmb+S2/W4zuylv2RdztR8ws/fOT9XjtawwsyfMbJ+Z7TWzz+XmL/htP03tC37bm1nCzH5iZs/nav/93PzVuWFTXskNoxLLzV8ww6pMU/vfmNlredt9U27+7D8z7v6mfpG9UPsqsAaIAc8D69/sOmZZ8yFgyaR5XwHuyL2+A/jj+a4zV8t1wNuAPTPVCtwEfIfscwxXAc8swNp/D/jNAm3X5z47cWB17jMVnsfaG4G35V5XAC/nalzw236a2hf8ts9tv/Lc6yjwTG57PgRszc2/B/hM7vVngXtyr7cC35zH7T5V7X8D3Fqg/aw/M/NxBF/M0AeLQf7wDH8LfHAeaxnn7k9x5jMIU9V6C/B/PetpoNrMGt+cSs80Re1TuQV40N1H3P01oJXsZ2teuPtRd/9p7vUpYB/ZJ7wX/LafpvapLJhtn9t+/bnJaO7LgXeSHTYFztzuC2JYlWlqn8qsPzPzEfDFDH2w0Djw/8xsl2WfxgVY6u5HIfsPBGiYt+pmNlWti+VvcVvulPS+vK6wBVt77rR/M9kjskW17SfVDotg25tZ2Mx2Ax3Ad8meUfR4dtiUyfUtqGFVJtfu7mPb/Q9z2/1rZhbPzZv1dp+PgC9qWIMF5hp3fxvZETV/zcyum++C5shi+Fv8H+BiYBNwFPhfufkLsnYzKwf+Efi8u/dN17TAvHmtv0Dti2Lbu3uOJtUfAAAB5UlEQVTa3TeRfcp+C3BZoWa57wu6djPbAHwRuBS4EqgFfifXfNa1z0fAFzP0wYLi7kdy3zuAR8h+iI6PnR7lvnfMX4UzmqrWBf+3cPfjuX8EGeAbnO4KWHC1m1mUbEDe7+7fzs1eFNu+UO2LadsDuHsP8CTZ/ulqyw6bAhPrG6/dphlW5c2WV/sNuS4zd/cR4K85h+0+HwFfzNAHC4aZlZlZxdhr4BeAPUwcnuGTwKPzU2FRpqp1O/CJ3NX5q4Dese6EhWJSH+OHyG57yNa+NXdXxGpgHfCTN7u+Mbl+3L8C9rn7n+QtWvDbfqraF8O2N7N6M6vOvS4B3k32GsITZIdNgTO3+4IYVmWK2vfnHRAY2WsH+dt9dp+Zebp6fBPZK/WvAl+ajxpmUesasncMPA/sHauXbL/d94BXct9r57vWXF3/QPZ0Okl2j/9LU9VK9pTv7tzf4UWgZQHW/ne52l7IfcAb89p/KVf7AeDGea79WrKnyy8Au3NfNy2GbT9N7Qt+2wMbgedyNe4B7szNX0N2p9MKfAuI5+YnctOtueVrFmDt389t9z3A33P6TptZf2b0JKuISEDpSVYRkYBSwIuIBJQCXkQkoBTwIiIBpYAXEQkoBbyISEAp4EVEAkoBLyISUP8fTgOd//VYC6gAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 1 with val_loss value: 0.5888653993606567.\n",
"Better model found at epoch 2 with val_loss value: 0.5734368562698364.\n",
"Better model found at epoch 3 with val_loss value: 0.5580459237098694.\n",
"Better model found at epoch 4 with val_loss value: 0.5569610595703125.\n",
"Better model found at epoch 5 with val_loss value: 0.5538430213928223.\n"
]
}
],
"source": [
"lr=1e-4\n",
"learn.fit_one_cycle(5,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"Total time: 07:13
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.576275 \n",
" 0.590239 \n",
" 0.319049 \n",
" 0.680951 \n",
" 01:24 \n",
" \n",
" \n",
" 1 \n",
" 0.564980 \n",
" 0.572742 \n",
" 0.298405 \n",
" 0.701595 \n",
" 01:25 \n",
" \n",
" \n",
" 2 \n",
" 0.551877 \n",
" 0.564305 \n",
" 0.291211 \n",
" 0.708789 \n",
" 01:25 \n",
" \n",
" \n",
" 3 \n",
" 0.543682 \n",
" 0.561075 \n",
" 0.286831 \n",
" 0.713169 \n",
" 01:26 \n",
" \n",
" \n",
" 4 \n",
" 0.537840 \n",
" 0.559501 \n",
" 0.285580 \n",
" 0.714420 \n",
" 01:25 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.5902385711669922.\n",
"Better model found at epoch 1 with val_loss value: 0.5727419257164001.\n",
"Better model found at epoch 2 with val_loss value: 0.5643052458763123.\n",
"Better model found at epoch 3 with val_loss value: 0.5610751509666443.\n",
"Better model found at epoch 4 with val_loss value: 0.5595011115074158.\n"
]
}
],
"source": [
"lr=1e-4\n",
"learn.fit_one_cycle(5,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.save('resnet34-stage-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by image"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [],
"source": [
"size = 112\n",
"bs = 512\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"learn.load('resnet34-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# first interpretation\n",
"interp.plot_confusion_matrix()"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('1', '0', 723), ('0', '1', 184)]"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by study"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"learn.load('resnet34-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# validation\n",
"preds_val, y_val = learn.get_preds()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.2962, 0.7038],\n",
" [0.1308, 0.8692],\n",
" [0.4768, 0.5232],\n",
" ...,\n",
" [0.7501, 0.2499],\n",
" [0.8186, 0.1814],\n",
" [0.6868, 0.3132]])"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds_val"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3197"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(preds_val)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jupyter/tutorials/data/MURA-v1.1/data2/valid/1/HAND_patient11538_study1_positive_image1.png\n"
]
}
],
"source": [
"for img_url in data.valid_ds.x.items:\n",
" print(img_url)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/([^/]+)_patient[^/]+.png$')\n",
"pat_study = re.compile(r'/([^/]+)_[^_]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 192 ms, sys: 0 ns, total: 192 ms\n",
"Wall time: 50.2 ms\n"
]
}
],
"source": [
"%%time\n",
"studies = dict()\n",
"studies_num = dict()\n",
"labels_num = dict()\n",
"\n",
"for m in mura:\n",
" labels_num[m] = 0\n",
"\n",
"for idx, src in enumerate(data.valid_ds.x.items):\n",
" # get label name\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1) \n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # sum probabilities by study\n",
" if study in studies:\n",
" studies[study] += preds_val[idx,:].clone()\n",
" studies_num[study] += 1\n",
" else:\n",
" studies[study] = preds_val[idx,:].clone()\n",
" studies_num[study] = 1\n",
" labels[study] = label"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"labels_num = dict()\n",
"for m in mura:\n",
" labels_num[m] = sum([1 for k,v in labels.items() if v.lower() == m])"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'elbow': 158, 'finger': 175, 'forearm': 133, 'hand': 167, 'humerus': 135, 'shoulder': 194, 'wrist': 237}\n",
"1199\n"
]
}
],
"source": [
"print(labels_num)\n",
"print(sum([v for k,v in labels_num.items()]))"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies)"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies_num)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"# get averages\n",
"for (k,v) in studies.items():\n",
" studies[k] = studies[k] / studies_num[k]"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study\n",
"acc = 0.\n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" if 'negative' in k:\n",
" acc += (0 == y_hat.item())\n",
" else:\n",
" acc += (1 == y_hat.item())\n",
" # print(f'{k} {y_hat.item()} ({prob})')"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1199, 876.0)"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies), acc"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"study accuracy total: 0.731\n"
]
}
],
"source": [
"# get study accuracy total\n",
"print(f'study accuracy total: {round(acc / len(studies),3)}')"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study and label\n",
"acc_label = dict()\n",
"for m in mura:\n",
" acc_label[m] = 0\n",
" \n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" label = labels[k]\n",
" if 'negative' in k:\n",
" acc_label[label.lower()] += (0 == y_hat.item())\n",
" else:\n",
" acc_label[label.lower()] += (1 == y_hat.item())"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 120,\n",
" 'finger': 121,\n",
" 'forearm': 105,\n",
" 'hand': 112,\n",
" 'humerus': 102,\n",
" 'shoulder': 130,\n",
" 'wrist': 186}"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acc_label"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"876"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([v for k,v in acc_label.items()])"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 158,\n",
" 'finger': 175,\n",
" 'forearm': 133,\n",
" 'hand': 167,\n",
" 'humerus': 135,\n",
" 'shoulder': 194,\n",
" 'wrist': 237}"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels_num"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"elbow: 0.759\n",
"finger: 0.691\n",
"forearm: 0.789\n",
"hand: 0.671\n",
"humerus: 0.756\n",
"shoulder: 0.67\n",
"wrist: 0.785\n"
]
}
],
"source": [
"# get study accuracy by label\n",
"for m in mura:\n",
" print(f'{m}: {round(acc_label[m] / labels_num[m],3)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### size = 224"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7046"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn = None\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [],
"source": [
"size = 224\n",
"bs = 128\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.load('resnet34-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"Total time: 13:40
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.543209 \n",
" 0.529940 \n",
" 0.258993 \n",
" 0.741007 \n",
" 02:43 \n",
" \n",
" \n",
" 1 \n",
" 0.511583 \n",
" 0.511662 \n",
" 0.243666 \n",
" 0.756334 \n",
" 02:43 \n",
" \n",
" \n",
" 2 \n",
" 0.497246 \n",
" 0.504433 \n",
" 0.238661 \n",
" 0.761339 \n",
" 02:43 \n",
" \n",
" \n",
" 3 \n",
" 0.480150 \n",
" 0.498858 \n",
" 0.236472 \n",
" 0.763528 \n",
" 02:43 \n",
" \n",
" \n",
" 4 \n",
" 0.473954 \n",
" 0.486756 \n",
" 0.229590 \n",
" 0.770410 \n",
" 02:43 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Q3f/o2cJ/lKoDgQ3AzhDdQzuhZCsULIKD/hE8m1zXm5DqD/8uPbkpqTc3nd2Lz/fG8szScopdNw7GppFfkcQn+Xu48smPeWnaGMYMTG1SRjiK9lcw+hfvc3pWd/7+7TPatAwRr1HAy+HFJEL3gf5Hc2qrD30DKCtq9M0g8HPXBijbyQhfNTODLyuIg8qIeLbVdKP4f5LZ3T+D1ORkiIqD6ARcdDxvryuhW1JXsvv3Zt7GUgb368HwrD68n1eKxSTw5qrdLNtZTW9iWLupjJE/2cWvrx5FalIcORnJ1H1LLdhbTnpKPDU+x6rt+xner1uLo4aKHM8U8HLkIqOhWz//ozk+X6B7qLDBWUOxpTvpWriF4k357P5iHfF7IZ4qXHU5VJczyVcFu4BN8FWArcAnMCGw2PMAGp2F6fu7UUEMlbEJVBJLUUUE5cRQHp/IQV8MRRURzI2MY9zJ/YlL6IJFx0N0AkTHU1obTZkvhj6pyRCdwO6qSOISupCQ2AULtKlrS1Rc2NcuNFwVThuXNnLOfSmO27RH93lYAW9mE4HfAZHAM865Rxq9fgPwa2BbYNYTzrlnjrg68ZaICEhM9T96DWvwUhqwr6iM8x/7ECobvi2SWuKoIp4qTu4ZTUHxHuKpIjWmhr6JjlHp8Vw+rDtW498gbN6xi3eXb8JVVxB/sJKkyGqiXAXxVBF3sIp4KyXDqojzVVKyYjVVVJIYWUOUz3/wOSnwqNNip1F0Qv03Dn/4x+OiE3BRsUTEJNbPO+hiWL2rhrKaKD7eWs6kkQM5NasPRMdTHRFHBTEkJXU9tAGJivUvNzLG/zMqtk0bEy+Ji4tj9+7dpKamejrknXPs3r2buLi4I1pOiwdZzSwSWA9cABQAi4BrnHOrg9rcAOQ656aH+8E6yCqh3Pvacl78dCtJcVGUVviHWv7O+EH84CL/mQnOOZYXlDCsb1eiQtzSMdjMeXn1N3x54ebT6d01ji17DpKTnkxKYgx3vvQ5/1i6vb59BL7AhqSSeKsitu45VcSb/2csVcSbf35O7xjS4nwM6BpBehf8p7RWH6Sy/ACf5+8g2ldBSnQtA7oZlQfLqCovI5Yq4qy67SuoLuzrQz8o/CNjAxuF2KDpuBDzWtMmxLIjYzpsQ1NdXU1BQUGL55l7QVxcHOnp6URHNzytuF1HkzSzM4AHnHMXBabvBXDOPRzU5gYU8HIUbNl9gIyUhDZ1Z/h8jr98vJnhGcmMDHGzFeccO0oqqK718fRH+fztE/9QDbefN5i7LzyRg1U1PP7uekZmpnDeST35wcvL2VFSzrrCUvZXNB3n//GrT+UrI9K56c+LeW/NziavpybGkN23K3GRMG5gEr+Zs4x4KomzqgYblngqeeiSQaTE+vjFG0uJ8FURSzU94uGioSl0j3X+jURNZeBR4T/1taYCaup+VkJtZVCbQDvfEWxcgoWz8Qi1IYoM3nA03lg1876YRIhL9l+v4eE993C0d8BfAUx0zt0UmP4GcHpwmAcC/mGgGP/e/l3Oua0hljUNmAaQmZl5WksXBIgcS8WllURHtjy4XEV1LesKS/nBK8soKa+uvx9wsL7d4nhj+lnc+9oK3luzk8E9u/DCTafTs2tcg+UU7D3IvLXFnHtiD7rGRXPPq8v5cH1xi7XO//44BrThyuA5y7fxzPw1lJeX46uq4OlrTyGjawRWW3lo4xBqw1DrPyZSdvAg0a6KOKs59Fr9+4I2Lofb8NRN+5puIMNiERDXLfBIPvQ8PrnhvPiUpu3ik/0bkONcewf8lcBFjQJ+tHPu9qA2qUCZc67SzG4BrnLONTtEovbgxUs+3bSHq576uH76tdvODPmtIRwvfvoF977mH0TrnolDuXXcIACufPI/9QPDAUwdlcFPpwzjk/w9DO7ZhX7J8YD/Xga7yiqJiYzgo7xdvL9mJ2MHp9G3WzzXPbuwyeddMrwPT1wzor5P+7Mv9nLLX5fQLT6a3AEp3Dg2i6S4KMY/Op+Kah8AV+Wm88uvDW97P7ivNoxvH0HzqsqgogTK9/l/VuxrNB2YV9NC101UXMPAD7URONzGI7ab/zhSBzvmXTSN2kcCe5xzoW9oGqCAF6/Ztq+cBeuLmToq44gPAO4oKWfmvDzum5Td4FaQFdW13PnSUt5ZVdigfVSEMe2cgaQkxPDzOWuaXfb08YO5Y8IQFm/ew0P/XMPqHftJio3i/suy+VfeLhasL66/TWRLzj2hB9POGcjYwWmt/yWPhuqKhoFf97x8b/MbhrrnztfMws0/4mt8428Qyc1vGOrmRce3S/dSewd8FP5ulwn4z5JZBFzrnFsV1KaPc25H4PlXgHucc2OaW64CXuTI/Pyfq3n6o030S46n1uco3H9o73VgWiIHqmqIjozgl18bzs1/WczBqtr64wt1an2O8x/7kE2B+xCDf3C4l6adDsAf5+eTnBDNv/N2MbJ/Cvdfmk1VrY+ZH+Tx1IL8+ve8dftZh71JfTjWFZaSnhJP4jG43aRzjlqfa3qQ3ucLfFNouBHYvG076fGVbC7YTkXpHoZ1d1j9xiFoY1F9IPQH1omMCaNrKdS3ihT/hiXSv27a/ZZ9ZjYJ+C3+0ySfc8793MweBBY75940s4eByUANsAe41Tm39vBLVMCLtCfnHJ9v3UdeURk5Gckhb8x+OFU1Pr7x7EIK9pZzw5kDmJzTl15dWz49r6bWx4fri/nWnxcztHcSb0wfS4QZ0c2c3fTMR/ls21fOLecOolfXOCqqa3n8vfU89WE+/ZLj+fu3x5CektDs5+YVlfL/PsjjgzVFlFbW8M2xWUw/bzBvLN3G4i17GZmZwr6DVRSXVjLj4qFNjqk8/u56nv4on1nfyOWt5dtZt7OU8qpa/usM/+8eYbCx6ACnpHfjk/zdTJ31SYP3D+7Zhb9963RKyqt58K1VnJqezA8nDvV3J1Xub9SN1Pgbw76mG4a6eS0dl4hJgrhu2N2rdU9WETk2/m9VIdP+uoTM7gkUlVZwYXZvHg+6L7BzjsoaH799b0OToaRDGZ7ejXEn9uScIWnkDuhOeVUtG4pKWbC+mH8s3U5eUVmr6rtv0kms2bGfnMxkLj65D6N+/l5Y7/vd1Bx+8PJyqmr93TZ9usVx3tCezF68lerahrn5v9PP4pT0tn+DwTn/0CAtbQTK92FffVIBLyLHzv1vrOQvHx86K+7cE3rw26tzqPE5Hnt3HS9+6j+pbnRWd+6/NJvrnl3IvkA/f05GMi/fcgbLC0p46J+rWbp1Hy3F0n2TTqLa5yMrNZHH31vP+p1lRBg89Y1cNhSV8sXug9T6HC8vKWjwvtP6p7Bky15+clk2/7dqJ32T44mPieCq3AyWbt3H/W+savJZV56Wzgm9kvjGGf2Ji45k9qKt/PBV/xC/D3/1FB6du47M1ARe/vYZLV6bAbC8wP85S7fu463bz2r1/Y/bvYvmaFDAi3hHRXUtP3xlOV8Z2Y91haU88nboHto/3TiK8Sf2xOfz587m3QfomxxPXNCdyapqfLyypIAfvd7wdny3nzeYbvHRdI2P5oqR6WFdG7Fo8x6enL+RKSP68eN/rKSkvJqzh6Tx12+dHrJ9ZU0tu8uq2F9RzRMf5NGnWxz3XZLd7GfUnfX06JWncsVp6YD/2MaBqhq6xjW8SKmyppYT//udJsvon5rAzWcP5OpRGby/poiRmckNTqkNpoAXkQ7j8zl++OpyXgnae/6vM/rTPzWRb44dEPbealllDTGREURHGs5xxGP3fPbFXl5Y+AU/vjSbbvHtd9MZn88x6fcfsbawlDMHpRITFcH8df5rGb47YQjfPncgu8uqyOieUL8xOHtIGjedPZDrn/v0sMv95N4J9O4Wx6rtJTz70SZe+3wb/ZLj+c+9ExTwItLx1hWWkpIYTc+kIxtTpbMrLKng/jdW8u6anYftXvr2OQN5akE+uf1TePmWM+o3dJU1tby/pojbnv+Ms4eksWnXAQr2lgNw01lZ/G3hlvrrDwC2/PJSBbyIyLG2clsJc1cV0j81kQtO6sWoX7xHVU3Dc+vfv/tcBvXo0uxynvkon9+/v6F+SIwBqQn86cbRbN9XzllDeijgRUQ6i7dX7GDxlr1MOqUPp/UP7wrnotIK/pO3mz0HqvjqyH71p3uqD15ExKNaE/AdP7CCiIgcFQp4ERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhHKeBFRDxKAS8i4lEKeBERj1LAi4h4lAJeRMSjFPAiIh6lgBcR8SgFvIiIRyngRUQ8SgEvIuJRCngREY9SwIuIeFRYAW9mE81snZnlmdmMZtpdYWbOzMK6X6CIiBw9LQa8mUUCM4GLgWzgGjPLDtEuCbgDWNjeRYqISOuFswc/GshzzuU756qAl4ApIdr9DPgVUNGO9YmISBuFE/D9gK1B0wWBefXMbASQ4Zx7qx1rExGRIxBOwFuIea7+RbMI4HHg7hYXZDbNzBab2eLi4uLwqxQRkVYLJ+ALgIyg6XRge9B0EnAyMN/MNgNjgDdDHWh1zs1yzuU653J79OjR9qpFRKRF4QT8ImCImWWZWQwwFXiz7kXnXIlzLs05N8A5NwD4BJjsnFt8VCoWEZGwtBjwzrkaYDowF1gDzHbOrTKzB81s8tEuUERE2iYqnEbOuTnAnEbz7j9M23FHXpaIiBwpXckqIuJRCngREY9SwIuIeJQCXkTEoxTwIiIepYAXEfEoBbyIiEcp4EVEPEoBLyLiUQp4ERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhHKeBFRDxKAS8i4lEKeBERj1LAi4h4lAJeRMSjFPAiIh6lgBcR8SgFvIiIRyngRUQ8SgEvIuJRCngREY9SwIuIeFRYAW9mE81snZnlmdmMEK/fYmYrzGypmf3LzLLbv1QREWmNFgPezCKBmcDFQDZwTYgAf8E5d4pzLgf4FfBYu1cqIiKtEs4e/GggzzmX75yrAl4CpgQ3cM7tD5pMBFz7lSgiIm0RFUabfsDWoOkC4PTGjczsO8D3gBjgvFALMrNpwDSAzMzM1tYqIiKtEM4evIWY12QP3Tk30zk3CLgH+O9QC3LOzXLO5Trncnv06NG6SkVEpFXCCfgCICNoOh3Y3kz7l4DLj6QoERE5cuEE/CJgiJllmVkMMBV4M7iBmQ0JmrwE2NB+JYqISFu02AfvnKsxs+nAXCASeM45t8rMHgQWO+feBKab2flANbAXuP5oFi0iIi0L5yArzrk5wJxG8+4Pev7ddq5LRESOkK5kFRHxKAW8iIhHKeBFRDxKAS8i4lEKeBERj1LAi4h4lAJeRMSjFPAiIh6lgBcR8SgFvIiIRyngRUQ8SgEvIuJRCngREY9SwIuIeJQCXkTEoxTwIiIepYAXEfEoBbyIiEcp4EVEPEoBLyLiUQp4ERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhHhRXwZjbRzNaZWZ6ZzQjx+vfMbLWZLTez982sf/uXKiIirdFiwJtZJDATuBjIBq4xs+xGzT4Hcp1zw4FXgF+1d6EiItI64ezBjwbynHP5zrkq4CVgSnAD59w859zBwOQnQHr7likiIq0VTsD3A7YGTRcE5h3Ot4C3j6QoERE5clFhtLEQ81zIhmbXAbnAuYd5fRowDSAzMzPMEkVEpC3C2YMvADKCptOB7Y0bmdn5wH3AZOdcZagFOedmOedynXO5PXr0aEu9IiISpnACfhEwxMyyzCwGmAq8GdzAzEYAT+EP96L2L1NERFqrxYB3ztUA04G5wBpgtnNulZk9aGaTA81+DXQBXjazpWb25mEWJyIix0g4ffA45+YAcxrNuz/o+fntXJeIiBwhXckqIuJRCngREY9SwIuIeJQCXkTEoxTwIiIepYAXEfEoBbyIiEcp4EVEPEoBLyLiUQp4ERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhHKeBFRDxKAS8i4lEKeBERj1LAi4h4lAJeRMSjFPAiIh6lgBcR8SgFvIiIRyngRUQ8SgEvIuJRCngREY9SwIuIeFRYAW9mE81snZnlmdmMEK+fY2afmVmNmV3R/mWKiEhrtRjwZhYJzAQuBrKBa8wsu1GzL4CMNuucAAAHh0lEQVQbgBfau0AREWmbqDDajAbynHP5AGb2EjAFWF3XwDm3OfCa7yjUKCIibRBOF00/YGvQdEFgXquZ2TQzW2xmi4uLi9uyCBERCVM4AW8h5rm2fJhzbpZzLtc5l9ujR4+2LEJERMIUTsAXABlB0+nA9qNTjoiItJdwAn4RMMTMsswsBpgKvHl0yxIRkSPVYsA752qA6cBcYA0w2zm3ysweNLPJAGY2yswKgCuBp8xs1dEsWkREWhbOWTQ45+YAcxrNuz/o+SL8XTciItJJ6EpWERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhHKeBFRDxKAS8i4lEKeBERj1LAi4h4lAJeRMSjFPAiIh6lgBcR8SgFvIiIRyngRUQ8SgEvIuJRCngREY9SwIuIeJQCXkTEoxTwIiIepYAXEfEoBbyIiEcp4EVEPEoBLyLiUQp4ERGPUsCLiHhUWAFvZhPNbJ2Z5ZnZjBCvx5rZ3wOvLzSzAe1dqIiItE6LAW9mkcBM4GIgG7jGzLIbNfsWsNc5Nxh4HPhlexcqIiKtE84e/GggzzmX75yrAl4CpjRqMwX4c+D5K8AEM7P2K1NERFornIDvB2wNmi4IzAvZxjlXA5QAqe1RoIiItE1UGG1C7Ym7NrTBzKYB0wKTlWa2MozP74zSgF0dXUQbHK91g2rvCMdr3eDt2vuHu6BwAr4AyAiaTge2H6ZNgZlFAd2APY0X5JybBcwCMLPFzrnccAvtTI7X2o/XukG1d4TjtW5Q7XXC6aJZBAwxsywziwGmAm82avMmcH3g+RXAB865JnvwIiJy7LS4B++cqzGz6cBcIBJ4zjm3ysweBBY7594EngX+amZ5+Pfcpx7NokVEpGXhdNHgnJsDzGk07/6g5xXAla387FmtbN+ZHK+1H691g2rvCMdr3aDaATD1pIiIeJOGKhAR8agOCfiWhj7oSGaWYWbzzGyNma0ys+8G5nc3s3fNbEPgZ0pgvpnZ7wO/y3IzG9nB9Uea2edm9lZgOiswfMSGwHASMYH5nWp4CTNLNrNXzGxtYN2fcRyt87sCfysrzexFM4vrrOvdzJ4zs6LgU5Tbsp7N7PpA+w1mdn2ozzpGtf868Dez3MxeN7PkoNfuDdS+zswuCpp/TPMnVN1Br33fzJyZpQWm23edO+eO6QP/gdqNwEAgBlgGZB/rOpqprw8wMvA8CViPf4iGXwEzAvNnAL8MPJ8EvI3/WoAxwMIOrv97wAvAW4Hp2cDUwPMngVsDz28Dngw8nwr8vYPr/jNwU+B5DJB8PKxz/Bf5bQLig9b3DZ11vQPnACOBlUHzWrWege5AfuBnSuB5SgfVfiEQFXj+y6DaswPZEgtkBTInsiPyJ1TdgfkZ+E9e2QKkHY113hH/Ic4A5gZN3wvce6zraEW9bwAXAOuAPoF5fYB1gedPAdcEta9v1wG1pgPvA+cBbwX+SHYF/QeoX/eBP6wzAs+jAu2sg+ruGghJazT/eFjndVdxdw+sx7eAizrzegcGNArJVq1n4BrgqaD5Ddody9obvfYV4PnA8wa5UrfeOyp/QtWNf1iXU4HNHAr4dl3nHdFFE87QB51C4OvzCGAh0Ms5twMg8LNnoFln+n1+C/wQ8AWmU4F9zj98BDSsrTMNLzEQKAb+FOheesbMEjkO1rlzbhvwKPAFsAP/elzC8bHe67R2PXea9d/IN/Hv/UInr93MJgPbnHPLGr3UrnV3RMCHNaxBRzOzLsCrwJ3Ouf3NNQ0x75j/PmZ2KVDknFsSPDtEUxfGa8daFP6vsH90zo0ADuDvKjicTlN7oL96Cv5ugL5AIv6RVxvrjOu9JYertdP9DmZ2H1ADPF83K0SzTlG7mSUA9wH3h3o5xLw2190RAR/O0Acdysyi8Yf788651wKzd5pZn8DrfYCiwPzO8vuMBSab2Wb8I36eh3+PPtn8w0c0rq2+bmtmeIljpAAocM4tDEy/gj/wO/s6Bzgf2OScK3bOVQOvAWdyfKz3Oq1dz51p/RM44Hgp8HUX6L+gc9c+CP8OwbLA/9d04DMz691MfW2quyMCPpyhDzqMmRn+K3PXOOceC3opeDiG6/H3zdfN/6/A0e8xQEnd191jyTl3r3Mu3Tk3AP86/cA593VgHv7hI0LV3SmGl3DOFQJbzezEwKwJwGo6+ToP+AIYY2YJgb+duto7/XoP0tr1PBe40MxSAt9gLgzMO+bMbCJwDzDZOXcw6KU3gamBs5aygCHAp3SC/HHOrXDO9XTODQj8fy3Af2JHIe29zo/FgZEQBxwm4T87ZSNwX0fU0ExtZ+H/6rMcWBp4TMLfT/o+sCHws3ugveG/IcpGYAWQ2wl+h3EcOotmIP4/7DzgZSA2MD8uMJ0XeH1gB9ecAywOrPd/4D9T4LhY58BPgbXASuCv+M/c6JTrHXgR/7GC6kCwfKst6xl/f3de4HFjB9aeh79vuu7/6pNB7e8L1L4OuDho/jHNn1B1N3p9M4cOsrbrOteVrCIiHqUrWUVEPEoBLyLiUQp4ERGPUsCLiHiUAl5ExKMU8CIiHqWAFxHxKAW8iIhH/X9htSky92V4/AAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.5299397706985474.\n",
"Better model found at epoch 1 with val_loss value: 0.5116621851921082.\n",
"Better model found at epoch 2 with val_loss value: 0.5044328570365906.\n",
"Better model found at epoch 3 with val_loss value: 0.4988577663898468.\n",
"Better model found at epoch 4 with val_loss value: 0.4867563545703888.\n"
]
}
],
"source": [
"learn.fit_one_cycle(5,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn.save('resnet34-stage-3');"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [],
"source": [
"learn = None\n",
"gc.collect()\n",
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=[error_rate, accuracy], wd=0.1)\n",
"learn.load('resnet34-stage-3');"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 13:36
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.480293 \n",
" 0.487448 \n",
" 0.228026 \n",
" 0.771974 \n",
" 02:41 \n",
" \n",
" \n",
" 1 \n",
" 0.474168 \n",
" 0.482256 \n",
" 0.222709 \n",
" 0.777291 \n",
" 02:42 \n",
" \n",
" \n",
" 2 \n",
" 0.468879 \n",
" 0.483917 \n",
" 0.227401 \n",
" 0.772599 \n",
" 02:44 \n",
" \n",
" \n",
" 3 \n",
" 0.461243 \n",
" 0.477690 \n",
" 0.223334 \n",
" 0.776666 \n",
" 02:43 \n",
" \n",
" \n",
" 4 \n",
" 0.468197 \n",
" 0.475864 \n",
" 0.221145 \n",
" 0.778855 \n",
" 02:43 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.4874477982521057.\n",
"Better model found at epoch 1 with val_loss value: 0.4822562336921692.\n",
"Better model found at epoch 3 with val_loss value: 0.47769007086753845.\n",
"Better model found at epoch 4 with val_loss value: 0.47586414217948914.\n"
]
}
],
"source": [
"lr = 3e-4\n",
"learn.fit_one_cycle(5,max_lr=lr,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"learn.save('resnet34-stage-4')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"learn.load('resnet34-stage-4');"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"learn.purge()\n",
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 18:17
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.467906 \n",
" 0.474374 \n",
" 0.221458 \n",
" 0.778542 \n",
" 03:37 \n",
" \n",
" \n",
" 1 \n",
" 0.464342 \n",
" 0.472145 \n",
" 0.219581 \n",
" 0.780419 \n",
" 03:39 \n",
" \n",
" \n",
" 2 \n",
" 0.466083 \n",
" 0.478271 \n",
" 0.222709 \n",
" 0.777291 \n",
" 03:38 \n",
" \n",
" \n",
" 3 \n",
" 0.460885 \n",
" 0.479489 \n",
" 0.223960 \n",
" 0.776040 \n",
" 03:39 \n",
" \n",
" \n",
" 4 \n",
" 0.460538 \n",
" 0.474725 \n",
" 0.221770 \n",
" 0.778230 \n",
" 03:39 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.47437402606010437.\n",
"Better model found at epoch 1 with val_loss value: 0.47214457392692566.\n"
]
}
],
"source": [
"lr=3e-6\n",
"learn.fit_one_cycle(5,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [],
"source": [
"learn.save('resnet34-stage-5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by image"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"size = 224\n",
"bs = 128\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [],
"source": [
"learn.load('resnet34-stage-5');"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# first interpretation\n",
"interp.plot_confusion_matrix()"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('1', '0', 531), ('0', '1', 171)]"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by study"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [],
"source": [
"learn.load('resnet34-stage-5');"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"# validation\n",
"preds_val, y_val = learn.get_preds()"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.0743, 0.9257],\n",
" [0.0709, 0.9291],\n",
" [0.1770, 0.8230],\n",
" ...,\n",
" [0.8040, 0.1960],\n",
" [0.8942, 0.1058],\n",
" [0.6382, 0.3618]])"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds_val"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3197"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(preds_val)"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jupyter/tutorials/data/MURA-v1.1/data2/valid/1/HAND_patient11538_study1_positive_image1.png\n"
]
}
],
"source": [
"for img_url in data.valid_ds.x.items:\n",
" print(img_url)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/([^/]+)_patient[^/]+.png$')\n",
"pat_study = re.compile(r'/([^/]+)_[^_]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 208 ms, sys: 0 ns, total: 208 ms\n",
"Wall time: 49.5 ms\n"
]
}
],
"source": [
"%%time\n",
"studies = dict()\n",
"studies_num = dict()\n",
"labels_num = dict()\n",
"\n",
"for m in mura:\n",
" labels_num[m] = 0\n",
"\n",
"for idx, src in enumerate(data.valid_ds.x.items):\n",
" # get label name\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1) \n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # sum probabilities by study\n",
" if study in studies:\n",
" studies[study] += preds_val[idx,:].clone()\n",
" studies_num[study] += 1\n",
" else:\n",
" studies[study] = preds_val[idx,:].clone()\n",
" studies_num[study] = 1\n",
" labels[study] = label"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"labels_num = dict()\n",
"for m in mura:\n",
" labels_num[m] = sum([1 for k,v in labels.items() if v.lower() == m])"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'elbow': 158, 'finger': 175, 'forearm': 133, 'hand': 167, 'humerus': 135, 'shoulder': 194, 'wrist': 237}\n",
"1199\n"
]
}
],
"source": [
"print(labels_num)\n",
"print(sum([v for k,v in labels_num.items()]))"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies)"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies_num)"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [],
"source": [
"# get averages\n",
"for (k,v) in studies.items():\n",
" studies[k] = studies[k] / studies_num[k]"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study\n",
"acc = 0.\n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" if 'negative' in k:\n",
" acc += (0 == y_hat.item())\n",
" else:\n",
" acc += (1 == y_hat.item())\n",
" # print(f'{k} {y_hat.item()} ({prob})')"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1199, 955.0)"
]
},
"execution_count": 191,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies), acc"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"study accuracy total: 0.796\n"
]
}
],
"source": [
"# get study accuracy total\n",
"print(f'study accuracy total: {round(acc / len(studies),3)}')"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study and label\n",
"acc_label = dict()\n",
"for m in mura:\n",
" acc_label[m] = 0\n",
" \n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" label = labels[k]\n",
" if 'negative' in k:\n",
" acc_label[label.lower()] += (0 == y_hat.item())\n",
" else:\n",
" acc_label[label.lower()] += (1 == y_hat.item())"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 129,\n",
" 'finger': 132,\n",
" 'forearm': 113,\n",
" 'hand': 124,\n",
" 'humerus': 110,\n",
" 'shoulder': 148,\n",
" 'wrist': 199}"
]
},
"execution_count": 194,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acc_label"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"955"
]
},
"execution_count": 195,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([v for k,v in acc_label.items()])"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 158,\n",
" 'finger': 175,\n",
" 'forearm': 133,\n",
" 'hand': 167,\n",
" 'humerus': 135,\n",
" 'shoulder': 194,\n",
" 'wrist': 237}"
]
},
"execution_count": 196,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels_num"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"elbow: 0.816\n",
"finger: 0.754\n",
"forearm: 0.85\n",
"hand: 0.743\n",
"humerus: 0.815\n",
"shoulder: 0.763\n",
"wrist: 0.84\n"
]
}
],
"source": [
"# get study accuracy by label\n",
"for m in mura:\n",
" print(f'{m}: {round(acc_label[m] / labels_num[m],3)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training with densenet169"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### size = 112"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import gc\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16898"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn = None\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"size = 112\n",
"bs = 256\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.densenet169, metrics=[error_rate, accuracy], wd=0.1)\n",
"learn = learn.to_fp16()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 08:56
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.647629 \n",
" 0.605026 \n",
" 0.325931 \n",
" 0.674069 \n",
" 01:56 \n",
" \n",
" \n",
" 1 \n",
" 0.553631 \n",
" 0.549180 \n",
" 0.288395 \n",
" 0.711605 \n",
" 01:45 \n",
" \n",
" \n",
" 2 \n",
" 0.523585 \n",
" 0.512760 \n",
" 0.249922 \n",
" 0.750078 \n",
" 01:44 \n",
" \n",
" \n",
" 3 \n",
" 0.503554 \n",
" 0.505001 \n",
" 0.247732 \n",
" 0.752268 \n",
" 01:44 \n",
" \n",
" \n",
" 4 \n",
" 0.486226 \n",
" 0.510447 \n",
" 0.249922 \n",
" 0.750078 \n",
" 01:44 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.6050257086753845.\n",
"Better model found at epoch 1 with val_loss value: 0.549180269241333.\n",
"Better model found at epoch 2 with val_loss value: 0.5127597451210022.\n",
"Better model found at epoch 3 with val_loss value: 0.5050009489059448.\n"
]
}
],
"source": [
"learn.fit_one_cycle(5,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-1')"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-1');\n",
"learn = learn.to_fp16()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"learn.purge()\n",
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 10:39
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.492801 \n",
" 0.509401 \n",
" 0.248983 \n",
" 0.751017 \n",
" 02:07 \n",
" \n",
" \n",
" 1 \n",
" 0.487105 \n",
" 0.498616 \n",
" 0.239600 \n",
" 0.760400 \n",
" 02:07 \n",
" \n",
" \n",
" 2 \n",
" 0.485631 \n",
" 0.496530 \n",
" 0.237723 \n",
" 0.762277 \n",
" 02:07 \n",
" \n",
" \n",
" 3 \n",
" 0.476899 \n",
" 0.494938 \n",
" 0.233969 \n",
" 0.766031 \n",
" 02:07 \n",
" \n",
" \n",
" 4 \n",
" 0.476169 \n",
" 0.492549 \n",
" 0.233344 \n",
" 0.766656 \n",
" 02:06 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.5094006061553955.\n",
"Better model found at epoch 1 with val_loss value: 0.4986157715320587.\n",
"Better model found at epoch 2 with val_loss value: 0.4965299963951111.\n",
"Better model found at epoch 3 with val_loss value: 0.49493834376335144.\n",
"Better model found at epoch 4 with val_loss value: 0.49254900217056274.\n"
]
}
],
"source": [
"lr=1e-4\n",
"learn.fit_one_cycle(5,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by image"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"size = 112\n",
"bs = 256\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs, \n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.densenet169, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# first interpretation\n",
"interp.plot_confusion_matrix()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('1', '0', 572), ('0', '1', 171)]"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by study"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"# validation\n",
"preds_val, y_val = learn.get_preds()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.4870, 0.5130],\n",
" [0.1144, 0.8856],\n",
" [0.3515, 0.6485],\n",
" ...,\n",
" [0.7868, 0.2132],\n",
" [0.8687, 0.1313],\n",
" [0.8325, 0.1675]])"
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds_val"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3197"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(preds_val)"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jupyter/tutorials/data/MURA-v1.1/data2/valid/1/HAND_patient11538_study1_positive_image1.png\n"
]
}
],
"source": [
"for img_url in data.valid_ds.x.items:\n",
" print(img_url)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/([^/]+)_patient[^/]+.png$')\n",
"pat_study = re.compile(r'/([^/]+)_[^_]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 44 ms, sys: 0 ns, total: 44 ms\n",
"Wall time: 43.7 ms\n"
]
}
],
"source": [
"%%time\n",
"studies = dict()\n",
"studies_num = dict()\n",
"labels = dict()\n",
"\n",
"for m in mura:\n",
" labels_num[m] = 0\n",
"\n",
"for idx, src in enumerate(data.valid_ds.x.items):\n",
" # get label name\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1) \n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # sum probabilities by study\n",
" if study in studies:\n",
" studies[study] += preds_val[idx,:].clone()\n",
" studies_num[study] += 1\n",
" else:\n",
" studies[study] = preds_val[idx,:].clone()\n",
" studies_num[study] = 1\n",
" labels[study] = label"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"labels_num = dict()\n",
"for m in mura:\n",
" labels_num[m] = sum([1 for k,v in labels.items() if v.lower() == m])"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'elbow': 158, 'finger': 175, 'forearm': 133, 'hand': 167, 'humerus': 135, 'shoulder': 194, 'wrist': 237}\n",
"1199\n"
]
}
],
"source": [
"print(labels_num)\n",
"print(sum([v for k,v in labels_num.items()]))"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies)"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies_num)"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [],
"source": [
"# get averages\n",
"for (k,v) in studies.items():\n",
" studies[k] = studies[k] / studies_num[k]"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study\n",
"acc = 0.\n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" if 'negative' in k:\n",
" acc += (0 == y_hat.item())\n",
" else:\n",
" acc += (1 == y_hat.item())\n",
" # print(f'{k} {y_hat.item()} ({prob})')"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1199, 942.0)"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies), acc"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"study accuracy total: 0.786\n"
]
}
],
"source": [
"# get study accuracy total\n",
"print(f'study accuracy total: {round(acc / len(studies),3)}')"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study and label\n",
"acc_label = dict()\n",
"for m in mura:\n",
" acc_label[m] = 0\n",
" \n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" label = labels[k]\n",
" if 'negative' in k:\n",
" acc_label[label.lower()] += (0 == y_hat.item())\n",
" else:\n",
" acc_label[label.lower()] += (1 == y_hat.item())"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 131,\n",
" 'finger': 127,\n",
" 'forearm': 110,\n",
" 'hand': 119,\n",
" 'humerus': 113,\n",
" 'shoulder': 148,\n",
" 'wrist': 194}"
]
},
"execution_count": 179,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acc_label"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"942"
]
},
"execution_count": 180,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([v for k,v in acc_label.items()])"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 158,\n",
" 'finger': 175,\n",
" 'forearm': 133,\n",
" 'hand': 167,\n",
" 'humerus': 135,\n",
" 'shoulder': 194,\n",
" 'wrist': 237}"
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels_num"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"elbow: 0.829\n",
"finger: 0.726\n",
"forearm: 0.827\n",
"hand: 0.713\n",
"humerus: 0.837\n",
"shoulder: 0.763\n",
"wrist: 0.819\n"
]
}
],
"source": [
"# get study accuracy by label\n",
"for m in mura:\n",
" print(f'{m}: {round(acc_label[m] / labels_num[m],3)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### size = 224 + use of the kappa metrics"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [],
"source": [
"import gc\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 187,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn = None\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"size = 224\n",
"bs = 64\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs,\n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"kappa = KappaScore()\n",
"kappa.weights = \"quadratic\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.densenet169, metrics=[error_rate, accuracy, kappa], wd=0.1).to_fp16()\n",
"learn.load('densenet169-stage-2');"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [],
"source": [
"learn.purge()\n",
"learn.freeze()"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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},
"metadata": {},
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{
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.4884549379348755.\n",
"Better model found at epoch 1 with val_loss value: 0.4711495637893677.\n",
"Better model found at epoch 3 with val_loss value: 0.46938833594322205.\n",
"Better model found at epoch 4 with val_loss value: 0.43665093183517456.\n",
"Better model found at epoch 5 with val_loss value: 0.42645740509033203.\n",
"Better model found at epoch 6 with val_loss value: 0.4229273200035095.\n",
"Better model found at epoch 8 with val_loss value: 0.41792407631874084.\n"
]
}
],
"source": [
"learn.fit_one_cycle(10,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-3')"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [],
"source": [
"learn = None\n",
"gc.collect()\n",
"torch.cuda.empty_cache()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.densenet169, metrics=[error_rate, accuracy], wd=0.1).to_fp16()\n",
"learn.load('densenet169-stage-3');"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 29:02
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.392378 \n",
" 0.419105 \n",
" 0.183922 \n",
" 0.816078 \n",
" 05:47 \n",
" \n",
" \n",
" 1 \n",
" 0.398792 \n",
" 0.422501 \n",
" 0.181107 \n",
" 0.818893 \n",
" 05:48 \n",
" \n",
" \n",
" 2 \n",
" 0.400548 \n",
" 0.414075 \n",
" 0.178918 \n",
" 0.821082 \n",
" 05:48 \n",
" \n",
" \n",
" 3 \n",
" 0.390565 \n",
" 0.413381 \n",
" 0.176728 \n",
" 0.823272 \n",
" 05:48 \n",
" \n",
" \n",
" 4 \n",
" 0.385529 \n",
" 0.413218 \n",
" 0.176728 \n",
" 0.823272 \n",
" 05:48 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Jz87f5M67YdoY4qIi+NGrS73q8dfPtnodc3jPJHfQnP2z87j25SV+X3v5zlyGpibyTrrrwjwtpRUf3X0Bl//1K7/5563b677S83d1vM1p6Vf4cM1ePlyzl+cXbGHu3RcSG+X9tziQV8iHq/dyy7AURITt2a4usfOe/BxwdZneN+ZMwNVtt3DzAZb+dpTfsgXy1daD3Dt7FQ9d0YfxAzoC0PvhebwyvrIB88qX29mR7X8SQExkeJUHJhaWlFEWYCywWbQrRPbp2IJHruwbsFxPPfUU69atY9WqVSxatIjLL7+cdxZ8Q+fkrmTmFjBz5kwSExMpKChgyJAhXHPNNbRu7X3C37p1K2+//TavvPIK1157Le+99x433XRT5XZngoBIAftyCyjPOkLfjtVfkfsTTEt/OdBDRFJFJArXwOycio2qekRV26hqiqqm4OrOGa+q6U6+SSISLSKpQA9gWTAF27L/GMVOS6DQo5WpzoXCEz84y335FRcVQViYsOSBi935MnNd/9AvLtrG7PTKlv/LN1V2Gf16TC++e+hSvrp/JBHhYV4t0Da1mHPfsWXl5dv9l7m6BP583UDWPTaGO0acAcBr3+z02qeie2JA5wR+fF4KL3t0ZX3ljEtU9NXPWLydf3yzkx/PXMbqzCO8uXSXOxBWKUtCDK9OTuPzX10UsLx3jDiD/7m4OwB9OybQLSmeR67s49W6rhhg9PT8gi0UFHt3k216fCxf3X8xvTy6XiqM6t0uYBle+XEa6x8bU20Q7dmuatfQVJ8+/h5t4/3+0+YcL2bQ4wuqHcg8XlT5ueqYEMNDV/ThurQuJHpc1r/qMaX15QDdjb4iwsMYlNyK9gkxJMRGsunxscy82XVlWdHImHxeV/fV4is/TuNv1w9i8a9H+j3ePaMqr2aHpiay48lx7vXNvx/LwvtGAHDty0t44qMN7s97t6R4r6Dw3u3nex3Xs2tv+c5cr217Dhfwx0+2kNgsivho77bhjoPH+f1HVWd9/e6/65j24QZSH5jLsKc+r7L97wszKCwpo7SsnFnLd7P/aJG7EefpWFEp1760hHv/vYqP1+51p3+2cT83vbqU7Lwi7n57Jc/M2+Q1O6lZVAQ92zUnsVkUcVH+P1eFJWUUlXpfYZSVB36sim/eYA1OG0LnZNdd3IcLinnuT39mwIABnHvuuezevZutW7dW2Sc1NZWBA12NzcGDB7Nz506/x6640np6nqvb7sDRQnbWYqZbjS19VS0VkbuA+UA4MFNV14vINCBdVedUs+96EZkNbABKgTtVNaj+C8/BqoN5xXy+aT8X92rnbhHF+gkW7VvEIOK6Se/vCzN4/tqBHC2o/FB8/quLqrROEptFef2Tf/mbkbV+qNrFvVzPdbl/bC/atYjx6pOdNCSZFxZtY8GG/SzcfIDMnHy6JMaxwZmf3r9zS69jgKsVlJ1XxPMLtrDovhEc9hlUfPD9dXRr04xzuyUSFxXB55sOsO0P4/jb51u5fmgy7Zwrj02Pj6WguMzdWh/YpSVv/vQcd+vF0y3DXDd6/PGTLWTnFfmdSjh37V66JHr3T1YE7Q//5wKGPPEpufklvHDj2VzQow1x1QT0sDAhrIY7J4Ppq9964Bi9HprHhT3a8MatrqGmr7Ye5KZXXSemj9ftY3dOPkWlZe7xhgqeLdlPf3WR+/WeBu5+eyVzVldelN4/thdj+p7AnbW4/kbnn+F9lXeF00qt2H6lxzrAB3cOY8L0rwHXiW3Z7y5BnL+XiHh9xlJaV14VVoyzdPSYUfTq5DRKysoZ3LUV943uyR8/2VKljNe+vMTrmF9sdl1Z/OEH/dwD1UWlZZz54DwA1mVVTobYdSif299cQb5H90nFOImvFxdt4/tDlQFqyBOfer3uhqyjjPurM9Fgp2tM7K2fnsP53dtw6+veN22+sGgbO51jxUdHcIYzfvTY+LMA2HekEBHXoLbvAHliXBQdW8WSe7zYXdZ2LWLcky7ioiLc07D7dGhR65vuYmIr35PlS75i7vxP+GD+QlLaJzJixAi/8+yjo10NzfyiUkrKobComILiUrYfPE6kn9evuPob+ofPalW2oEbAVHUuMNcn7eEAeUf4rD8BPFGrUvn4zXuuAcnZPzuP177eCUCL2KpPKBQRvnvwUgY9voD/fLeHJ6/uh6LER0ew7rHgbhGobsAnkMjwMK8PrqcOLSv/+W55bXmV7Zf37+A+RniYuFuszy9w/WOO+OMiv8fdfvA4I85sy0NX9EbVFUTvcbpsKsREhhMTGc57t5/HK4t38LcbBvn98Hh6+7Zz3VMTK7x3+/lc8+I3HDpezB/muronxg/oyLh+lZfUEeFhrHx4dLXHPhHTbzibqIgwhvdswyXPfeHuRvL15daDXPTsQm6/6IwqVwMXPuMawP566sV08rgqq2jFz/7ZeVVOMH+9fhB3juxO1pECRp55Ag9r8xETGc6Ce4ez/2gRZ7RtRocE/4N7X/5mJHsOFzCgS0t+dG5X3vj2e5rHRNI8JvATOUWElNZx7PSY9vm50/oHuMTjiuunF3ajtFxJad2Me/69ikC2Zx8jJjKM0X0q942OCHd3NeUVuhoipWXlDH92YaDDuK18yPV/+ZfPqrZw//bZVm4elkLzmMjKgO/hhv9d6reRBzB3rWtQ3PdmSfCeStu3Y4LX5Iyc/GLyikrdXT0prZvRIjaS8nIl+1gRcVHh7qBfWFJGszCpdn588+bNycurPLGUlSvhYUL3pHgWHj1Ki4SWHC0N44ulK/n226pjSBVUlYzsY+QeLyY/v5itziy4svLKE2pqm2ZkO1NrPO81Clbjvc/djx0HK1tmgbpfPEfcb565nCU+d4qeapHhYWyYNoY+PgPJFXq3b+FeXvfoGPo9Or/KAG8gPdvFIyI1PkhxcNdEBv8oMahjpvrM0GjfIobBXVu5A1CFKcO7cVYN9zDUhYqTIrjuiXh72S7+b3UW0yacRUJsJB+t3cuyHTl8sSWb7w/lVwn4nt5fuYc7R3Ynr7CE8nLcVzNDUlr5zX9m++ZeM4ZOVo92zb0Gf/3pkhjnbnhMm9CXaRMC9yN7euPWc8jIPsYtry2nbfPogN1mMZHh7sbByDPb0iI2gic/3sSMxdvZsj+P0c5U0jCBM9u3qDLL5/VbhnDHm9/x8bp9bN2fF7D74/J+HRjQJYHrhiSTX+x/JsxPhqUy8+sdPLdgC88t2OLVcPrq/pFes80KnK7OqwZ2JDYqnLeX7fY6Vk3/A+Fh4tV6B9e4YcVs54pGZOv4aPKLy0iKj6ZlXCQZB4657zmpuCqvUK5KZk4BSc2jaN26NcOGDeOss84iNjaWZi1bExsZTnRkOMNGXMI7/5rJxEuHkXJGD4YM9Zr86MV3EoavHu2aE+sxLvE/HpMMgtXonr0T3aGHdpj8Z7/berVvzqZ9eVyb1plnJg4IeIwDeYUMfaLykicmMszvlMlTyd9siW5Jzfj8VyO80lSV4c8uZHeOd4t2/ICOPHhFb+KjI9wnkLWPjq62BXiiDh0rosz5XMRGhtM8JpLD+cUMnObqJurbsQUf3Dms0TxnZndOvrs1X6FlXCTNoiICdjN4CnSVFio+3bDffa+Kp/PPaM1bt51bJf2Nb7/noffXBTzeMxP7c21alyrpP309nU83uqZIv3TTYEacmUSvh+a5t8dEhlFYUs6Yvu14+UeuMZAl2w5x/SuVLeMXbjzbfYX5i1kr+WBVFrddmMrV3YTevXtXW09V14hgaZmyaV9l91RcVITfqcUlzjz/Cmd1SiDM4+xSVFLGZo9uo+5t44mLikBVWZd1lDbxUXRIiKVclaMFJV4TB/p1SvC6cihXpbxc3d2+/sRGhrsbDWvXrefKf+302v7901cE9eydRtfSD6vmlL3JmULWp0OLgHmAKo+5/cGgam8NOCU2TBtDabkSFxnON9sOER4mDE2t2voWET648wJ2HDzOvf9exa6cfG67MJWfX3SG+4FuO5+6vF6f6e/vwXEt46J49Mo+fLbpgLvvvLHokhjH/WN78fQ8V9dT85gIVjldTev2HOHNpd9XaRlWeORUfAtaI9czwNXHvgBTFm8cmlwl6I88M4mFm7P5/VVn+Q344JoRd9YjrgZLj3bxxESG8+zE/vzauZ+ksMR11eD5/+o7mN8tqfJK9C+TBvH0Nf2JCg9j8+ZN1ETENSoSFSH065TgntrqeUxPkeFhtIyN4rAzTbKwpIy4qAiKS8soKCmr0lWaceAY/Tu3pLRcUVX39jARWsZFkV9cxkFn2u7aPUe8TiK+U9Er+J5oKvg2uK5L68IzNf4FXBpHU81DjM8gqm93A1Bl6qM/f79hEOB6SNrUy6pvAZwKcVERtIiJJCI8jOE9kxjWvU3A/vXEZlEM7tqKp67pR4+28dx7ac8qgbghnjNy87DURhfwK0wZXnk37x0juruXz+qUwJNX9+fXzlRBX5f383+vQihJbu09jrXkAddsrNk/O89v/rAwqfLYjBduHMz2P4zjxnOSA75OfHQE1w91bU9t7fq//mFaF/f04QpnJ1d2t7WOj2b9Y2NY9ttLWHTfCHq1927wxUSGn9D3WYgI/Tu3pH/nltU2NJNbx7mfrZRfXEZ5ubJpXx7fH8qnqKRq19bunHz3/QAxEd5dbB0SYmjp8SyvirvWfcVEhpPaphnJiXHVlq3C0NRE7r20Z435KjS67p2Wyb205Q3PAa7APaBzS95etov/ubgHQ574lGNFpfYYY+PXPbNW8v6qLLY+cZnfE2pFF1ub+GguO6s9F/Roc8Izck43f/l0K3/6dAv/veN8BiX7H+PwNfbPi9m0L6/KAHl1yspdN2V5jjkcLSzh7rdXcv3QZDq1jD2hsaKNGzfW2L1zolTVfVXgz5ntmnt181To27EF4WHen0NV5eCxYvcjS/p2bMH6LO8una6JcSTEVX838MaNGzkY0Ya5a/fx5NWuqdbBPlq50QX9hOReOv6R17lqYCeuPruTV4s2O6+I7w8dJy0luEFJYzw9Omc9//hmJ3/84QAmBvm4i1BRXq4cPF7k/xvAAjiSX8LhgmK6tq7d4xnqQ30GfcDrEQ+++nZMoLCkrMrNbL4DvxXKy5V1zkyi2Mhw9yB162ZRlGtwMwj91TfYoN/o+vRVleYxEX6fQZPUPLrGRx4YE8gvR/ckpXUcVw6wLh1fYWFSq4APkBAXSUJcaH+5e892zQkPE5pFR5AQG+l+nENKNSfCsDChd4cWrkdDOAE/OTHOq+unPjXCoE+Nc8mNOREtYiK5eVhqzRmN8dG9bby7D75r6zgSYqsG6K6tm1FWroRJzWNukeFhNI+JJK+whHBnoPdUaXTRVYGIsEZXLGNMCIuLiqBX+xa0axHj/ppPf8JruImrQnx8PBFhwoF9e7lnyo/95hkxYgT18dWxjbClr0RFhMY34Bhjmo6oiDD3I07qQmKzKNq278Arr79VZ8cMRuML+lhL3xjTtNx///107drV/Tz9Rx99FBFh8eLF5ObmUlJSwu9//3smTKj8/qlm0RG0KD3MFSOuYN26dRQUFHDLLbewYcMGevfuXeXRynWl8QV969M3xpyMj6fCvjr+xrX2/eCypwJunjRpEvfcc4876M+ePZt58+Zx77330qJFCw4ePMi5557L+PHjA3b/vPjii8TFxbFmzRrWrFnD2WefXbd1cDTCoK9Ehlv3jjGm6Rg0aBAHDhwgKyuL7OxsWrVqRYcOHbj33ntZvHgxYWFh7Nmzh/3799O+vf97QxYvXszdd98NQP/+/enf3/+X4Jysxhf0sZa+MeYkVNMir08TJ07k3XffZd++fUyaNIk333yT7OxsVqxYQWRkJCkpKX4fqezpVNxp3yijqwV9Y0xTM2nSJGbNmsW7777LxIkTOXLkCG3btiUyMpKFCxfy/fffV7v/8OHDefPNNwFYt24da9asqZdyNrqWPkCEde8YY5qYvn37kpeXR6dOnejQoQM33ngjV155JWlpaQwcOJBevXpVu//tt9/OLbfcQv/+/Rk4cCBDhw6tl3I2yqAfZS19Y0wTtHZt5QBymzZtWLLE//cZHzvmutErJSWFdetcTyyNjY1l1qxZ9V7GoKKriIwVkc0ikiEiU/3D7bo1AAASSUlEQVRs/7mIrBWRVSLylYj0cdJTRKTASV8lIi8F83q+X1xsjDGmbtTY0heRcGA6cCmQCSwXkTmq6vnNyG+p6ktO/vHA80DFs1e3qerA2hTKgr4xxtSPYFr6Q4EMVd2uqsXALGCCZwZV9Xw2aDNck3BOvFAW840xtdTYnhhcX062nsEE/U6A59cOZTppXkTkThHZBjwD3O2xKVVEVorIFyJyYVClaoAvCDHGNF0xMTEcOnTotA/8qsqhQ4eIiTnxx0EEM5DrLwJX+cuq6nRguojcADwITAb2AsmqekhEBgPvi0hfnysDRGQKMAUgqn13a+kbY2qlc+fOZGZmkp2d3dBFqXcxMTF07nzi3wcRTNDPBDy/9LIzkFVN/lnAiwCqWgQUOcsrnCuBnoDXo+NUdQYwA1xfjB7MV4QZY0yFyMhIUlPtsdnBCKZ7ZznQQ0RSRSQKmATM8cwgIj08Vi8HtjrpSc5AMCLSDegBbK+xUBbzjTGmXtTY0lfVUhG5C5gPhAMzVXW9iEwD0lV1DnCXiIwCSoBcXF07AMOBaSJSCpQBP1fVnJpesyG+9NsYY0JBUDdnqepcYK5P2sMey78IsN97wHu1LZR17xhjTP1olLe+WveOMcbUj0YZ9K2hb4wx9aNRBn3r3jHGmPrRKIO+DeQaY0z9aJRB3/r0jTGmfjTSoG9R3xhj6kMjDfoNXQJjjDk9Ncqgb336xhhTPxpl0LfuHWOMqR+NMuhbyDfGmPrRKIN+WKMslTHGNH2NMrxan74xxtSPRhn0rU/fGGPqRyMN+g1dAmOMOT010qBvUd8YY+pDowz6FvONMaZ+NM6gb5M2jTGmXgQV9EVkrIhsFpEMEZnqZ/vPRWStiKwSka9EpI/Htgec/TaLyJigCmUx3xhj6kWNQd/5YvPpwGVAH+B6z6DueEtV+6nqQOAZ4Hln3z64vki9LzAWeKHii9KrLZRFfWOMqRfBtPSHAhmqul1Vi4FZwATPDKp61GO1GaDO8gRglqoWqeoOIMM5XvWFsphvjDH1Ipig3wnY7bGe6aR5EZE7RWQbrpb+3bXcd4qIpItIurMeXOmNMcbUSjBB318E1ioJqtNV9QzgfuDBWu47Q1XTVDUNbMqmMcbUl2CCfibQxWO9M5BVTf5ZwFUnuK+rUBbzjTGmXgQT9JcDPUQkVUSicA3MzvHMICI9PFYvB7Y6y3OASSISLSKpQA9gWXUvJlhL3xhj6ktETRlUtVRE7gLmA+HATFVdLyLTgHRVnQPcJSKjgBIgF5js7LteRGYDG4BS4E5VLavu9c7qlMBZnRJOqlLGGGP8E9UqXewNKi0tTdPT0xu6GMYY06SIyIqKcdHqNMo7co0xxtQPC/rGGBNCLOgbY0wIsaBvjDEhxIK+McaEEAv6xhgTQizoG2NMCLGgb4wxIcSCvjHGhBAL+sYYE0Is6BtjTAixoG+MMSHEgr4xxoQQC/rGGBNCLOgbY0wIsaBvjDEhJKigLyJjRWSziGSIyFQ/238pIhtEZI2IfCYiXT22lYnIKudnju++xhhjTp0avy5RRMKB6cCluL7ofLmIzFHVDR7ZVgJpqpovIrcDzwDXOdsKVHVgHZfbGGPMCQimpT8UyFDV7apaDMwCJnhmUNWFqprvrH4LdK7bYhpjjKkLwQT9TsBuj/VMJy2QW4GPPdZjRCRdRL4VkatOoIzGGGPqSI3dO4D4SfP7beoichOQBlzkkZysqlki0g34XETWquo2n/2mAFMAkpOTgyq4McaY2gumpZ8JdPFY7wxk+WYSkVHA74DxqlpUka6qWc7v7cAiYJDvvqo6Q1XTVDUtKSmpVhUwxhgTvGCC/nKgh4ikikgUMAnwmoUjIoOAl3EF/AMe6a1EJNpZbgMMAzwHgI0xxpxCNXbvqGqpiNwFzAfCgZmqul5EpgHpqjoHeBaIB94REYBdqjoe6A28LCLluE4wT/nM+jHGGHMKiarf7vkGk5aWpunp6Q1dDGOMaVJEZIWqptWUz+7INcaYEGJB3xhjQogFfWOMCSEW9I0xJoRY0DfGmBBiQd8YY0KIBX1jjAkhFvSNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIRb0jTEmhFjQN8aYEGJB3xhjQogFfWOMCSEW9I0xJoRY0DfGmBASVNAXkbEisllEMkRkqp/tvxSRDSKyRkQ+E5GuHtsmi8hW52dyXRbeGGNM7dQY9EUkHJgOXAb0Aa4XkT4+2VYCaaraH3gXeMbZNxF4BDgHGAo8IiKt6q74xhhjaiOYlv5QIENVt6tqMTALmOCZQVUXqmq+s/ot0NlZHgMsUNUcVc0FFgBj66boxhhjaiuYoN8J2O2xnumkBXIr8PEJ7muMMaYeRQSRR/ykqd+MIjcBacBFtdlXRKYAUwCSk5ODKJIxxpgTEUxLPxPo4rHeGcjyzSQio4DfAeNVtag2+6rqDFVNU9W0pKSkYMtujDGmloIJ+suBHiKSKiJRwCRgjmcGERkEvIwr4B/w2DQfGC0irZwB3NFOmjHGmAZQY/eOqpaKyF24gnU4MFNV14vINCBdVecAzwLxwDsiArBLVcerao6IPI7rxAEwTVVz6qUmxhhjaiSqfrvnG0xaWpqmp6c3dDGMMaZJEZEVqppWUz67I9cYY0KIBX1jjAkhFvSNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIRb0jTEmhFjQN8aYEGJB3xhjQogFfWOMCSEW9I0xJoRY0DfGmBBiQd8YY0KIBX1jjAkhFvSNMSaEWNA3xpgQYkHfGGNCSFBBX0TGishmEckQkal+tg8Xke9EpFREJvpsKxORVc7PHN99jTHGnDo1fkeuiIQD04FLgUxguYjMUdUNHtl2ATcD9/k5RIGqDqyDshpjjDlJNQZ9YCiQoarbAURkFjABcAd9Vd3pbCuvhzIaY4ypI8F073QCdnusZzppwYoRkXQR+VZErqpV6YwxxtSpYFr64idNa/EayaqaJSLdgM9FZK2qbvN6AZEpwBSA5OTkWhzaGGNMbQTT0s8Eunisdwaygn0BVc1yfm8HFgGD/OSZoappqpqWlJQU7KGNMcbUUjBBfznQQ0RSRSQKmAQENQtHRFqJSLSz3AYYhsdYgDHGmFOrxqCvqqXAXcB8YCMwW1XXi8g0ERkPICJDRCQT+CHwsoisd3bvDaSLyGpgIfCUz6wfY4wxp5Co1qZ7vv6lpaVpenp6QxfDGGOaFBFZoappNeWzO3KNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIRb0jTEmhFjQN8aYEGJB3xhjQogFfWOMCSEW9I0xJoRY0DfGmBBiQd8YY0KIBX1jjAkhFvSNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIRb0jTEmhAQV9EVkrIhsFpEMEZnqZ/twEflOREpFZKLPtskistX5mVxXBTfGGFN7NQZ9EQkHpgOXAX2A60Wkj0+2XcDNwFs++yYCjwDnAEOBR0Sk1ckX2xhjzIkIpqU/FMhQ1e2qWgzMAiZ4ZlDVnaq6Bij32XcMsEBVc1Q1F1gAjK2DchtjjDkBwQT9TsBuj/VMJy0YQe0rIlNEJF1E0rOzs4M8tDHGmNoKJuiLnzQN8vhB7auqM1Q1TVXTkpKSgjy0McaY2gom6GcCXTzWOwNZQR7/ZPY1xhhTx4IJ+suBHiKSKiJRwCRgTpDHnw+MFpFWzgDuaCfNGGNMA6gx6KtqKXAXrmC9EZitqutFZJqIjAcQkSEikgn8EHhZRNY7++YAj+M6cSwHpjlpxhhjGoCoBts9f2qkpaVpenp6QxfDGGOaFBFZoappNeWzO3KNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIRb0jTEmhFjQN8aYEGJB3xhjQogFfWOMCSEW9I0xJoRY0DfGmBBiQd8YY0KIBX1jjAkhFvSNMSaEWNA3xpgQYkHfGGNCiAV9Y4wJIUEFfREZKyKbRSRDRKb62R4tIv92ti8VkRQnPUVECkRklfPzUt0W3xhjTG1E1JRBRMKB6cCluL7ofLmIzFHVDR7ZbgVyVbW7iEwCngauc7ZtU9WBdVxuY4wxJyCYlv5QIENVt6tqMTALmOCTZwLwurP8LnCJiEjdFdMYY0xdCCbodwJ2e6xnOml+8zhfpH4EaO1sSxWRlSLyhYhceJLlNcYYcxJq7N4B/LXYfb9NPVCevUCyqh4SkcHA+yLSV1WPeu0sMgWYApCcnBxEkYwxxpyIYFr6mUAXj/XOQFagPCISASQAOapapKqHAFR1BbAN6On7Aqo6Q1XTVDUtKSmp9rUwxhgTlGCC/nKgh4ikikgUMAmY45NnDjDZWZ4IfK6qKiJJzkAwItIN6AFsr5uiG2OMqa0au3dUtVRE7gLmA+HATFVdLyLTgHRVnQO8CrwhIhlADq4TA8BwYJqIlAJlwM9VNac+KmKMMaZmourbPd+w0tLSND09vaGLYYwxTYqIrFDVtJry2R25xhgTQizoG2NMCLGgb4wxIcSCvjHGhBAL+sYYE0Is6BtjTAixoG+MMSHEgr4xxoQQC/rGGBNCLOgbY0wIsaBvjDEhxIK+McaEEAv6xhgTQizoG2NMCLGgb4wxIcSCvjHGhBAL+sYYE0KCCvoiMlZENotIhohM9bM9WkT+7WxfKiIpHtsecNI3i8iYuiu6McaY2qox6DtfbD4duAzoA1wvIn18st0K5Kpqd+BPwNPOvn1wfV9uX2As8ELFF6UbY4w59YJp6Q8FMlR1u6oWA7OACT55JgCvO8vvApeIiDjps1S1SFV3ABnO8YwxxjSAYIJ+J2C3x3qmk+Y3j6qWAkeA1kHua4wx5hSJCCKP+EnTIPMEsy8iMgWY4qwWici6IMp1OmgDHGzoQpwCVs/TS6jUE5pWXbsGkymYoJ8JdPFY7wxkBciTKSIRQAKQE+S+qOoMYAaAiKSralowhW/qQqWuVs/TS6jUE07PugbTvbMc6CEiqSIShWtgdo5PnjnAZGd5IvC5qqqTPsmZ3ZMK9ACW1U3RjTHG1FaNLX1VLRWRu4D5QDgwU1XXi8g0IF1V5wCvAm+ISAauFv4kZ9/1IjIb2ACUAneqalk91cUYY0wNguneQVXnAnN90h72WC4Efhhg3yeAJ2pRphm1yNvUhUpdrZ6nl1CpJ5yGdRVXL4wxxphQYI9hMMaYENKogn5Nj3toakRkp4isFZFVIpLupCWKyAIR2er8buWki4j81an7GhE5u2FLH5iIzBSRA55Ta0+kXiIy2cm/VUQm+3uthhagro+KyB7nfV0lIuM8tvl97Ehj/2yLSBcRWSgiG0VkvYj8wkk/rd7Xaup52r2nAalqo/jBNUi8DegGRAGrgT4NXa6TrNNOoI1P2jPAVGd5KvC0szwO+BjXvQ3nAksbuvzV1Gs4cDaw7kTrBSQC253frZzlVg1dtyDr+ihwn5+8fZzPbTSQ6nyew5vCZxvoAJztLDcHtjj1Oa3e12rqedq9p4F+GlNLP5jHPZwOPB9Z8TpwlUf6P9XlW6CliHRoiALWRFUX45ql5am29RoDLFDVHFXNBRbgej5ToxKgroEEeuxIo/9sq+peVf3OWc4DNuK6e/60el+rqWcgTfY9DaQxBf3T8ZENCnwiIiucu44B2qnqXnB9AIG2TnpTr39t69XU63uX060xs6LLg9OkruJ6Su4gYCmn8fvqU084jd9TT40p6Af1yIYmZpiqno3rCaV3isjwavKejvWHk3xERyP1InAGMBDYCzznpDf5uopIPPAecI+qHq0uq5+0JlNXP/U8bd9TX40p6Af1yIamRFWznN8HgP/iuiTcX9Ft4/w+4GRv6vWvbb2abH1Vdb+qlqlqOfAKlU+ObdJ1FZFIXIHwTVX9j5N82r2v/up5ur6n/jSmoB/M4x6aDBFpJiLNK5aB0cA6vB9ZMRn4wFmeA/zYmRVxLnCk4rK6iahtveYDo0WklXMpPdpJa/R8xlp+gOt9hcCPHWn0n20REVx31m9U1ec9Np1W72ugep6O72lADT2S7PmDa0bAFlyj4r9r6PKcZF264RrRXw2sr6gPrkdOfwZsdX4nOumC68tqtgFrgbSGrkM1dXsb1yVwCa4Wz60nUi/gJ7gGxjKAWxq6XrWo6xtOXdbg+kfv4JH/d05dNwOXeaQ36s82cAGu7ok1wCrnZ9zp9r5WU8/T7j0N9GN35BpjTAhpTN07xhhj6pkFfWOMCSEW9I0xJoRY0DfGmBBiQd8YY0KIBX1jjAkhFvSNMSaEWNA3xpgQ8v+3XIh2iMWo3gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.41910460591316223.\n",
"Better model found at epoch 2 with val_loss value: 0.4140751361846924.\n",
"Better model found at epoch 3 with val_loss value: 0.4133813977241516.\n",
"Better model found at epoch 4 with val_loss value: 0.413217693567276.\n"
]
}
],
"source": [
"lr = 1e-4\n",
"learn.fit_one_cycle(5,max_lr=lr,callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-4')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-4');"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"learn.purge()\n",
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 38:07
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.399317 \n",
" 0.413274 \n",
" 0.177979 \n",
" 0.822021 \n",
" 07:44 \n",
" \n",
" \n",
" 1 \n",
" 0.382611 \n",
" 0.417556 \n",
" 0.180794 \n",
" 0.819206 \n",
" 07:35 \n",
" \n",
" \n",
" 2 \n",
" 0.381057 \n",
" 0.419299 \n",
" 0.182671 \n",
" 0.817329 \n",
" 07:35 \n",
" \n",
" \n",
" 3 \n",
" 0.379243 \n",
" 0.414985 \n",
" 0.181107 \n",
" 0.818893 \n",
" 07:35 \n",
" \n",
" \n",
" 4 \n",
" 0.385076 \n",
" 0.415866 \n",
" 0.181107 \n",
" 0.818893 \n",
" 07:34 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.4132744073867798.\n"
]
}
],
"source": [
"lr=3e-5\n",
"learn.fit_one_cycle(5,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-5')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-4');"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 17:42
\n",
" \n",
" \n",
" epoch \n",
" train_loss \n",
" valid_loss \n",
" error_rate \n",
" accuracy \n",
" kappa_score \n",
" time \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0.396593 \n",
" 0.415089 \n",
" 0.178292 \n",
" 0.821708 \n",
" 0.640306 \n",
" 06:00 \n",
" \n",
" \n",
" 1 \n",
" 0.392887 \n",
" 0.414959 \n",
" 0.177354 \n",
" 0.822646 \n",
" 0.642325 \n",
" 05:50 \n",
" \n",
" \n",
" 2 \n",
" 0.391908 \n",
" 0.419962 \n",
" 0.181420 \n",
" 0.818580 \n",
" 0.633679 \n",
" 05:49 \n",
" \n",
" \n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Better model found at epoch 0 with val_loss value: 0.41508930921554565.\n",
"Better model found at epoch 1 with val_loss value: 0.41495946049690247.\n"
]
}
],
"source": [
"lr=3e-5\n",
"learn.fit_one_cycle(3,max_lr=slice(lr/100,lr),callbacks=[ShowGraph(learn),SaveModelCallback(learn)])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"learn.save('densenet169-stage-5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by image"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"size = 224\n",
"bs = 64\n",
"\n",
"np.random.seed(42)\n",
"data = ImageDataBunch.from_folder(path/'data2', ds_tfms=get_transforms(flip_vert=True, max_warp=0.), \n",
" size=size, bs=bs,\n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.densenet169, metrics=[error_rate, accuracy], wd=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-5');"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# first interpretation\n",
"interp.plot_confusion_matrix()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('1', '0', 401), ('0', '1', 171)]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Results by study"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"learn.load('densenet169-stage-5');"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"# validation\n",
"preds_val, y_val = learn.get_preds()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.2387, 0.7613],\n",
" [0.0067, 0.9933],\n",
" [0.0238, 0.9762],\n",
" ...,\n",
" [0.7870, 0.2130],\n",
" [0.9130, 0.0870],\n",
" [0.6780, 0.3220]])"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"preds_val"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3197"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(preds_val)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/jupyter/tutorials/data/MURA-v1.1/data2/valid/1/HAND_patient11538_study1_positive_image1.png\n"
]
}
],
"source": [
"for img_url in data.valid_ds.x.items:\n",
" print(img_url)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"pat_label = re.compile(r'/([^/]+)_patient[^/]+.png$')\n",
"pat_study = re.compile(r'/([^/]+)_[^_]+.png$')"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 48 ms, sys: 4 ms, total: 52 ms\n",
"Wall time: 49.9 ms\n"
]
}
],
"source": [
"%%time\n",
"studies = dict()\n",
"studies_num = dict()\n",
"labels_num = dict()\n",
"\n",
"for m in mura:\n",
" labels_num[m] = 0\n",
"\n",
"for idx, src in enumerate(data.valid_ds.x.items):\n",
" # get label name\n",
" label = pat_label.search(str(src))\n",
" label = label.group(1) \n",
" # get study name\n",
" study = pat_study.search(str(src))\n",
" study = study.group(1) \n",
" # sum probabilities by study\n",
" if study in studies:\n",
" studies[study] += preds_val[idx,:].clone()\n",
" studies_num[study] += 1\n",
" else:\n",
" studies[study] = preds_val[idx,:].clone()\n",
" studies_num[study] = 1\n",
" labels[study] = label"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"labels_num = dict()\n",
"for m in mura:\n",
" labels_num[m] = sum([1 for k,v in labels.items() if v.lower() == m])"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'elbow': 158, 'finger': 175, 'forearm': 133, 'hand': 167, 'humerus': 135, 'shoulder': 194, 'wrist': 237}\n",
"1199\n"
]
}
],
"source": [
"print(labels_num)\n",
"print(sum([v for k,v in labels_num.items()]))"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1199"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies_num)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"# get averages\n",
"for (k,v) in studies.items():\n",
" studies[k] = studies[k] / studies_num[k]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study\n",
"acc = 0.\n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" if 'negative' in k:\n",
" acc += (0 == y_hat.item())\n",
" else:\n",
" acc += (1 == y_hat.item())\n",
" # print(f'{k} {y_hat.item()} ({prob})')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1199, 994.0)"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(studies), acc"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"study accuracy total: 0.829\n"
]
}
],
"source": [
"# get study accuracy total\n",
"print(f'study accuracy total: {round(acc / len(studies),3)}')"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [],
"source": [
"# get predictions by study and label\n",
"acc_label = dict()\n",
"for m in mura:\n",
" acc_label[m] = 0\n",
" \n",
"for (k,v) in studies.items():\n",
" prob, y_hat = torch.max(studies[k],0)\n",
" label = labels[k]\n",
" if 'negative' in k:\n",
" acc_label[label.lower()] += (0 == y_hat.item())\n",
" else:\n",
" acc_label[label.lower()] += (1 == y_hat.item())"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 137,\n",
" 'finger': 137,\n",
" 'forearm': 113,\n",
" 'hand': 134,\n",
" 'humerus': 117,\n",
" 'shoulder': 149,\n",
" 'wrist': 207}"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acc_label"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"994"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([v for k,v in acc_label.items()])"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'elbow': 158,\n",
" 'finger': 175,\n",
" 'forearm': 133,\n",
" 'hand': 167,\n",
" 'humerus': 135,\n",
" 'shoulder': 194,\n",
" 'wrist': 237}"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels_num"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"elbow: 0.867\n",
"finger: 0.783\n",
"forearm: 0.85\n",
"hand: 0.802\n",
"humerus: 0.867\n",
"shoulder: 0.768\n",
"wrist: 0.873\n"
]
}
],
"source": [
"# get study accuracy by label\n",
"for m in mura:\n",
" print(f'{m}: {round(acc_label[m] / labels_num[m],3)}')"
]
}
],
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}