Datasets
Models
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"source": [
"# Parallelized Deep Convolutional Neural Networks for Pathology Detection and Localization in Chest X-Rays"
]
},
{
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"source": [
"* Name : **Rammuni Ravidu Suien Silva**\n",
"* Module : **Final Year Project 20/21**\n",
"* UoW No : **16267097**\n",
"* IIT No : **2016134**\n",
"* Supervisor: Mr. Pumudu Fernando\n",
"\n",
"*University of Westminster | IIT Sri Lanka*\n",
"* Prototype\n",
"* Model: PAR-128-MODEL-MIMIC"
]
},
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"tags": []
},
"source": [
"### System Specifications"
]
},
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"text": [
"Collecting system_query\r\n",
" Downloading system_query-0.2.7-py3-none-any.whl (18 kB)\r\n",
"Collecting version-query==1.*,>=1.0.5\r\n",
" Downloading version_query-1.1.0-py3-none-any.whl (22 kB)\r\n",
"Requirement already satisfied: packaging>=20.1 in /opt/conda/lib/python3.7/site-packages (from version-query==1.*,>=1.0.5->system_query) (20.1)\r\n",
"Requirement already satisfied: setuptools>=45.1 in /opt/conda/lib/python3.7/site-packages (from version-query==1.*,>=1.0.5->system_query) (46.1.3.post20200325)\r\n",
"Requirement already satisfied: GitPython~=3.0 in /opt/conda/lib/python3.7/site-packages (from version-query==1.*,>=1.0.5->system_query) (3.1.1)\r\n",
"Collecting semver~=2.9\r\n",
" Downloading semver-2.13.0-py2.py3-none-any.whl (12 kB)\r\n",
"Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from packaging>=20.1->version-query==1.*,>=1.0.5->system_query) (1.14.0)\r\n",
"Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging>=20.1->version-query==1.*,>=1.0.5->system_query) (2.4.7)\r\n",
"Requirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.7/site-packages (from GitPython~=3.0->version-query==1.*,>=1.0.5->system_query) (4.0.4)\r\n",
"Requirement already satisfied: smmap<4,>=3.0.1 in /opt/conda/lib/python3.7/site-packages (from gitdb<5,>=4.0.1->GitPython~=3.0->version-query==1.*,>=1.0.5->system_query) (3.0.2)\r\n",
"Installing collected packages: semver, version-query, system-query\r\n",
"Successfully installed semver-2.13.0 system-query-0.2.7 version-query-1.1.0\r\n",
"\u001b[33mWARNING: You are using pip version 20.1.1; however, version 21.0.1 is available.\r\n",
"You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n"
]
}
],
"source": [
"!pip install system_query"
]
},
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"data": {
"text/plain": [
"{'host': '4379e21f9e81',\n",
" 'os': 'Linux-5.4.89+-x86_64-with-debian-buster-sid',\n",
" 'cpu': {},\n",
" 'gpus': [{'brand': 'Tesla P100-PCIE-16GB',\n",
" 'memory': 17071734784,\n",
" 'memory_clock': 715000,\n",
" 'compute_capability': 6.0,\n",
" 'clock': 1328500,\n",
" 'multiprocessors': 56,\n",
" 'cores': 3584,\n",
" 'warp_size': 32}],\n",
" 'ram': {'total': 16795631616},\n",
" 'hdds': {},\n",
" 'swap': 0}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"import system_query \n",
"system_query.query_all()"
]
},
{
"cell_type": "markdown",
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},
"tags": []
},
"source": [
"### GPU Information"
]
},
{
"cell_type": "code",
"execution_count": 3,
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"text": [
"b'Fri Mar 26 05:11:21 2021 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 450.51.06 Driver Version: 450.51.06 CUDA Version: 11.0 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"| | | MIG M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla P100-PCIE... Off | 00000000:00:04.0 Off | 0 |\n",
"| N/A 35C P0 26W / 250W | 255MiB / 16280MiB | 0% Default |\n",
"| | | N/A |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: |\n",
"| GPU GI CI PID Type Process name GPU Memory |\n",
"| ID ID Usage |\n",
"|=============================================================================|\n",
"+-----------------------------------------------------------------------------+\n",
"'\n"
]
}
],
"source": [
"import pprint\n",
"import subprocess as sbp\n",
"\n",
"sp = sbp.Popen(['nvidia-smi'], stdout=sbp.PIPE, stderr=sbp.PIPE)\n",
"\n",
"info_data = str(sp.communicate()[0]).split('\\\\n')\n",
"\n",
"for data in info_data:\n",
" print(data)"
]
},
{
"cell_type": "code",
"execution_count": null,
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"tags": []
},
"source": [
"# Model for CXR classification\n",
"### MIMIC-CXR 2020 Dataset"
]
},
{
"cell_type": "markdown",
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},
"source": [
"Imporing Required Libraries\n",
"* Tensorflow was used as the main library for this project. The decision was taken considering the performance, support and the feature available\n",
"* Apart from that matplotlib, numpy, pands, OpenCV, sklearn are the other libraries used"
]
},
{
"cell_type": "code",
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"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import multiprocessing\n",
"import os\n",
"from glob import glob\n",
"from datetime import datetime"
]
},
{
"cell_type": "code",
"execution_count": 5,
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"source": [
"from tensorflow.keras import backend as K\n",
"from tensorflow.keras.preprocessing import image\n",
"from tensorflow.compat.v1.logging import INFO, set_verbosity\n",
"from tensorflow.keras.optimizers import Adam\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator \n",
"from tensorflow.keras.applications.xception import Xception\n",
"from tensorflow.keras.layers import Dense, GlobalAveragePooling2D, GlobalMaxPool2D, Multiply, Concatenate, Input \n",
"from tensorflow.keras.models import Model\n",
"from tensorflow.keras import backend as K\n",
"from tensorflow.keras.models import load_model\n",
"from sklearn.metrics import roc_auc_score, roc_curve\n",
"set_verbosity(INFO)"
]
},
{
"cell_type": "code",
"execution_count": 6,
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},
"outputs": [],
"source": [
"#Recording Start Time\n",
"notebook_start = datetime.now()\n",
"\n",
"#Labels for model training\n",
"xray_labels = [\"Enlarged Cardiomediastinum\",\n",
" \"Cardiomegaly\",\n",
" \"Lung Lesion\",\n",
" \"Lung Opacity\",\n",
" \"Edema\",\n",
" \"Consolidation\",\n",
" \"Pneumonia\",\n",
" \"Atelectasis\",\n",
" \"Pneumothorax\",\n",
" \"Pleural Effusion\",\n",
" \"Pleural Other\",\n",
" \"Fracture\",\n",
" \"Support Devices\"]"
]
},
{
"cell_type": "markdown",
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"tags": []
},
"source": [
"# Data pre-processing"
]
},
{
"cell_type": "code",
"execution_count": 7,
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},
"outputs": [],
"source": [
"#importing the labells\n",
"xray_dataset_fnl = pd.read_csv(\"../input/mimic-negbio-lbls/mimic_negbio_lbls.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train Split dimensions: (368945, 19)\n",
"Validation Split dimensions: (2991, 19)\n",
"Test Split dimensions: (5159, 19)\n"
]
}
],
"source": [
"#Generating pandas Data frames\n",
"is_train = (xray_dataset_fnl[\"split\"] == \"train\")\n",
"is_test = (xray_dataset_fnl[\"split\"] == \"test\")\n",
"is_valid = (xray_dataset_fnl[\"split\"] == \"validate\")\n",
"\n",
"train_xray_dataset = xray_dataset_fnl[is_train] \n",
"valid_xray_dataset = xray_dataset_fnl[is_valid]\n",
"test_xray_dataset = xray_dataset_fnl[is_test]\n",
"train_xray_dataset.reset_index(drop=True, inplace=True)\n",
"valid_xray_dataset.reset_index(drop=True, inplace=True)\n",
"test_xray_dataset.reset_index(drop=True, inplace=True)\n",
"print(\"Train Split dimensions: \",train_xray_dataset.shape)\n",
"print(\"Validation Split dimensions: \",valid_xray_dataset.shape)\n",
"print(\"Test Split dimensions: \",test_xray_dataset.shape)"
]
},
{
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"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" \n",
"/opt/conda/lib/python3.7/site-packages/pandas/core/indexing.py:966: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" self.obj[item] = s\n",
"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n",
"/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" after removing the cwd from sys.path.\n"
]
}
],
"source": [
"#Completing the labels\n",
"train_xray_dataset[xray_labels] = ((train_xray_dataset[xray_labels].to_numpy() == 1.0)*1.0)\n",
"valid_xray_dataset[xray_labels] = ((valid_xray_dataset[xray_labels].to_numpy() == 1.0)*1.0)\n",
"test_xray_dataset[xray_labels] = ((test_xray_dataset[xray_labels].to_numpy() == 1.0)*1.0)"
]
},
{
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"tags": []
},
"source": [
"### Head of Test, Validation and Training labels"
]
},
{
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{
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" <th></th>\n",
" <th>Path</th>\n",
" <th>dicom_id</th>\n",
" <th>study_id</th>\n",
" <th>subject_id_x</th>\n",
" <th>split</th>\n",
" <th>Atelectasis</th>\n",
" <th>Cardiomegaly</th>\n",
" <th>Consolidation</th>\n",
" <th>Edema</th>\n",
" <th>Enlarged Cardiomediastinum</th>\n",
" <th>Fracture</th>\n",
" <th>Lung Lesion</th>\n",
" <th>Lung Opacity</th>\n",
" <th>No Finding</th>\n",
" <th>Pleural Effusion</th>\n",
" <th>Pleural Other</th>\n",
" <th>Pneumonia</th>\n",
" <th>Pneumothorax</th>\n",
" <th>Support Devices</th>\n",
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" Path \\\n",
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" <td>3a8a17fc-3cd357d9-83466363-91dc5a06-a401e5ed</td>\n",
" <td>51738740</td>\n",
" <td>10046166</td>\n",
" <td>test</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Path \\\n",
"0 p10/p10032725/s50331901/687754ce-7420bfd3-0a19... \n",
"1 p10/p10032725/s55504914/fd4126e5-c5485b35-3bbc... \n",
"2 p10/p10046166/s50051329/427446c1-881f5cce-8519... \n",
"3 p10/p10046166/s50051329/abea5eb9-b7c32823-3a14... \n",
"4 p10/p10046166/s51738740/3a8a17fc-3cd357d9-8346... \n",
"\n",
" dicom_id study_id subject_id_x split \\\n",
"0 687754ce-7420bfd3-0a19911f-a27a3916-9019cd53 50331901 10032725 test \n",
"1 fd4126e5-c5485b35-3bbc48fc-acb448fa-fb1b42b7 55504914 10032725 test \n",
"2 427446c1-881f5cce-85191ce1-91a58ba9-0a57d3f5 50051329 10046166 test \n",
"3 abea5eb9-b7c32823-3a14c5ca-77868030-69c83139 50051329 10046166 test \n",
"4 3a8a17fc-3cd357d9-83466363-91dc5a06-a401e5ed 51738740 10046166 test \n",
"\n",
" Atelectasis Cardiomegaly Consolidation Edema \\\n",
"0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 \n",
"\n",
" Enlarged Cardiomediastinum Fracture Lung Lesion Lung Opacity \\\n",
"0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 \n",
"\n",
" No Finding Pleural Effusion Pleural Other Pneumonia Pneumothorax \\\n",
"0 1.0 0.0 0.0 0.0 0.0 \n",
"1 1.0 0.0 0.0 0.0 0.0 \n",
"2 1.0 0.0 0.0 0.0 0.0 \n",
"3 1.0 0.0 0.0 0.0 0.0 \n",
"4 1.0 0.0 0.0 0.0 0.0 \n",
"\n",
" Support Devices \n",
"0 1.0 \n",
"1 1.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_xray_dataset.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.045168,
"end_time": "2021-03-26T05:11:26.577740",
"exception": false,
"start_time": "2021-03-26T05:11:26.532572",
"status": "completed"
},
"tags": []
},
"source": [
"### **Pre-processing techniques used**\n",
"* Samplewise normalization and center was applied for the CXR images to improve training. \n",
"* Image size was reduced to 320x320 px considering the harware limitations\n",
"* Data Augmentation was done using random horizontal flips of CXR Images\n",
"* Generators was used to improve the training performances and the ease of development"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:11:26.674293Z",
"iopub.status.busy": "2021-03-26T05:11:26.673662Z",
"iopub.status.idle": "2021-03-26T05:11:26.677735Z",
"shell.execute_reply": "2021-03-26T05:11:26.677293Z"
},
"id": "8ZBH6u8mImOE",
"papermill": {
"duration": 0.055249,
"end_time": "2021-03-26T05:11:26.677821",
"exception": false,
"start_time": "2021-03-26T05:11:26.622572",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Generator for training split\n",
"def get_train_generator(input_df, image_directory, x_col, y_cols, shuffle=True, \n",
" batch_size=16, img_width = 320, img_height = 320):\n",
"\n",
" print(\"Creating TrainGenerator...\") \n",
" image_generator = ImageDataGenerator(\n",
" samplewise_center=True,\n",
" samplewise_std_normalization= True,\n",
" horizontal_flip=True)\n",
" \n",
" generator = image_generator.flow_from_dataframe(\n",
" dataframe=input_df,\n",
" directory=image_directory,\n",
" x_col=x_col,\n",
" y_col=y_cols,\n",
" class_mode=\"raw\",\n",
" batch_size=batch_size,\n",
" shuffle=shuffle,\n",
" target_size=(img_width,img_height))\n",
" \n",
" return generator"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:11:26.776190Z",
"iopub.status.busy": "2021-03-26T05:11:26.775611Z",
"iopub.status.idle": "2021-03-26T05:11:26.779833Z",
"shell.execute_reply": "2021-03-26T05:11:26.779394Z"
},
"papermill": {
"duration": 0.055181,
"end_time": "2021-03-26T05:11:26.779918",
"exception": false,
"start_time": "2021-03-26T05:11:26.724737",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Generator for validation split\n",
"def get_valid_generator(input_df, image_directory, x_col, y_cols, shuffle=True, \n",
" sample_size=100, batch_size=16, img_width = 320, img_height = 320):\n",
"\n",
" print(\"Creating ValidGenerator...\")\n",
"\n",
" image_generator = ImageDataGenerator(\n",
" samplewise_center=True,\n",
" samplewise_std_normalization= True)\n",
"\n",
" valid_generator = image_generator.flow_from_dataframe(\n",
" dataframe=input_df,\n",
" directory=image_directory,\n",
" x_col=x_col,\n",
" y_col=y_cols,\n",
" class_mode=\"raw\",\n",
" batch_size=batch_size,\n",
" shuffle=shuffle,\n",
" target_size=(img_width,img_height))\n",
"\n",
" return valid_generator"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:11:26.876724Z",
"iopub.status.busy": "2021-03-26T05:11:26.876021Z",
"iopub.status.idle": "2021-03-26T05:11:26.879164Z",
"shell.execute_reply": "2021-03-26T05:11:26.879537Z"
},
"papermill": {
"duration": 0.054587,
"end_time": "2021-03-26T05:11:26.879655",
"exception": false,
"start_time": "2021-03-26T05:11:26.825068",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Generator for test split\n",
"def get_test_generator(input_df, image_directory, x_col, y_cols, sample_size=100,\n",
" batch_size=16, img_width = 320, img_height = 320):\n",
" \n",
" print(\"Creating TestGenerator\")\n",
"\n",
" image_generator = ImageDataGenerator(\n",
" samplewise_center=True,\n",
" samplewise_std_normalization= True)\n",
"\n",
" test_generator = image_generator.flow_from_dataframe(\n",
" dataframe=input_df,\n",
" directory=image_directory,\n",
" x_col=x_col,\n",
" y_col=y_cols,\n",
" class_mode=\"raw\",\n",
" batch_size=batch_size,\n",
" shuffle=False,\n",
" target_size=(img_width,img_height))\n",
"\n",
" return test_generator"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:11:26.976513Z",
"iopub.status.busy": "2021-03-26T05:11:26.974637Z",
"iopub.status.idle": "2021-03-26T05:11:26.977133Z",
"shell.execute_reply": "2021-03-26T05:11:26.977570Z"
},
"papermill": {
"duration": 0.052718,
"end_time": "2021-03-26T05:11:26.977675",
"exception": false,
"start_time": "2021-03-26T05:11:26.924957",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Dataset directory\n",
"DATASET_DIR = \"../input/fyp0001/MIMIC_DATA/files\""
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:11:27.074800Z",
"iopub.status.busy": "2021-03-26T05:11:27.073642Z",
"iopub.status.idle": "2021-03-26T05:42:15.773717Z",
"shell.execute_reply": "2021-03-26T05:42:15.774165Z"
},
"id": "JMoNyYt6ImUl",
"outputId": "b25dd5c8-9933-40dd-aa47-c683affe56cc",
"papermill": {
"duration": 1848.75147,
"end_time": "2021-03-26T05:42:15.774329",
"exception": false,
"start_time": "2021-03-26T05:11:27.022859",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating TrainGenerator...\n",
"Found 368945 validated image filenames.\n",
"TrainGenerator creation time: 0:30:48.697202\n"
]
}
],
"source": [
"start = datetime.now()\n",
"train_generator = get_train_generator(train_xray_dataset, DATASET_DIR, \"Path\", xray_labels)\n",
"print(\"TrainGenerator creation time: \",datetime.now() - start)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:15.873278Z",
"iopub.status.busy": "2021-03-26T05:42:15.872453Z",
"iopub.status.idle": "2021-03-26T05:42:31.104081Z",
"shell.execute_reply": "2021-03-26T05:42:31.103378Z"
},
"papermill": {
"duration": 15.283456,
"end_time": "2021-03-26T05:42:31.104221",
"exception": false,
"start_time": "2021-03-26T05:42:15.820765",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating ValidGenerator...\n",
"Found 2991 validated image filenames.\n",
"ValidGenerator creation time: 0:00:15.225322\n"
]
}
],
"source": [
"start = datetime.now()\n",
"valid_generator = get_valid_generator(valid_xray_dataset, DATASET_DIR, \"Path\", xray_labels)\n",
"print(\"ValidGenerator creation time: \",datetime.now() - start)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:31.257479Z",
"iopub.status.busy": "2021-03-26T05:42:31.255826Z",
"iopub.status.idle": "2021-03-26T05:42:32.049929Z",
"shell.execute_reply": "2021-03-26T05:42:32.049494Z"
},
"papermill": {
"duration": 0.897702,
"end_time": "2021-03-26T05:42:32.050024",
"exception": false,
"start_time": "2021-03-26T05:42:31.152322",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating TestGenerator\n",
"Found 2991 validated image filenames.\n",
"TestGenerator creation time: 0:00:00.797677\n"
]
}
],
"source": [
"start = datetime.now()\n",
"test_generator = get_test_generator(valid_xray_dataset, DATASET_DIR, \"Path\", xray_labels)\n",
"print(\"TestGenerator creation time: \",datetime.now() - start)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.081683,
"end_time": "2021-03-26T05:42:32.179613",
"exception": false,
"start_time": "2021-03-26T05:42:32.097930",
"status": "completed"
},
"tags": []
},
"source": [
"### Sample pre-processed CXRs"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:32.342448Z",
"iopub.status.busy": "2021-03-26T05:42:32.341713Z",
"iopub.status.idle": "2021-03-26T05:42:32.926876Z",
"shell.execute_reply": "2021-03-26T05:42:32.926410Z"
},
"id": "7X0hTXKCImb7",
"outputId": "51da5f7e-f04d-451f-e3df-dbbd9355e741",
"papermill": {
"duration": 0.666888,
"end_time": "2021-03-26T05:42:32.926978",
"exception": false,
"start_time": "2021-03-26T05:42:32.260090",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0209caa750>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = train_generator.__getitem__(0)\n",
"plt.imshow(x[0])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:33.039911Z",
"iopub.status.busy": "2021-03-26T05:42:33.039325Z",
"iopub.status.idle": "2021-03-26T05:42:33.361217Z",
"shell.execute_reply": "2021-03-26T05:42:33.360773Z"
},
"papermill": {
"duration": 0.377794,
"end_time": "2021-03-26T05:42:33.361317",
"exception": false,
"start_time": "2021-03-26T05:42:32.983523",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0209bd6e10>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = valid_generator.__getitem__(0)\n",
"plt.imshow(x[0])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:33.476129Z",
"iopub.status.busy": "2021-03-26T05:42:33.475443Z",
"iopub.status.idle": "2021-03-26T05:42:33.963226Z",
"shell.execute_reply": "2021-03-26T05:42:33.962691Z"
},
"papermill": {
"duration": 0.54626,
"end_time": "2021-03-26T05:42:33.963339",
"exception": false,
"start_time": "2021-03-26T05:42:33.417079",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0209b8fb90>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = test_generator.__getitem__(0)\n",
"plt.imshow(x[0])"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.052333,
"end_time": "2021-03-26T05:42:34.069093",
"exception": false,
"start_time": "2021-03-26T05:42:34.016760",
"status": "completed"
},
"tags": []
},
"source": [
"# Dealing with data imbalance issue\n",
"This will allow the training to be done equaly on positive and negative labels"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:34.179803Z",
"iopub.status.busy": "2021-03-26T05:42:34.179089Z",
"iopub.status.idle": "2021-03-26T05:42:34.182791Z",
"shell.execute_reply": "2021-03-26T05:42:34.182347Z"
},
"id": "r-5ZPXTpna7K",
"papermill": {
"duration": 0.061618,
"end_time": "2021-03-26T05:42:34.182879",
"exception": false,
"start_time": "2021-03-26T05:42:34.121261",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Calculating label frequecies per class\n",
"def cal_class_freqencies(train_labels):\n",
" sample_count = train_labels.shape[0]\n",
" positive_freq = np.sum(train_labels == 1.0, axis=0)/sample_count\n",
" negative_freq = 1 - positive_freq \n",
" return positive_freq, negative_freq"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:34.309644Z",
"iopub.status.busy": "2021-03-26T05:42:34.308711Z",
"iopub.status.idle": "2021-03-26T05:42:34.319517Z",
"shell.execute_reply": "2021-03-26T05:42:34.319067Z"
},
"id": "OKmTkhXjtE8R",
"outputId": "6f1e45cf-ec71-4291-e786-0cb5bce8968f",
"papermill": {
"duration": 0.084157,
"end_time": "2021-03-26T05:42:34.319619",
"exception": false,
"start_time": "2021-03-26T05:42:34.235462",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"positive_freq, negative_freq = cal_class_freqencies(train_xray_dataset[xray_labels].to_numpy())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:34.440844Z",
"iopub.status.busy": "2021-03-26T05:42:34.439995Z",
"iopub.status.idle": "2021-03-26T05:42:34.704112Z",
"shell.execute_reply": "2021-03-26T05:42:34.704563Z"
},
"id": "W99Ef-XNtE--",
"outputId": "3e8b3092-8a04-4e30-de31-e3ecc4c3b4c9",
"papermill": {
"duration": 0.332025,
"end_time": "2021-03-26T05:42:34.704694",
"exception": false,
"start_time": "2021-03-26T05:42:34.372669",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = pd.DataFrame({\"Pathology\": xray_labels, \"Label\": \"Positive\", \"Frequency\": positive_freq})\n",
"data = data.append([{\"Pathology\": xray_labels[l], \"Label\": \"Negative\", \"Frequency\": v} for l,v in enumerate(negative_freq)], \n",
" ignore_index=True)\n",
"plt.xticks(rotation=90)\n",
"f = sns.barplot(x=\"Pathology\", y=\"Frequency\", hue=\"Label\" ,data=data)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:34.819118Z",
"iopub.status.busy": "2021-03-26T05:42:34.817301Z",
"iopub.status.idle": "2021-03-26T05:42:34.819706Z",
"shell.execute_reply": "2021-03-26T05:42:34.820125Z"
},
"id": "TqyGCI5stFDP",
"papermill": {
"duration": 0.061762,
"end_time": "2021-03-26T05:42:34.820234",
"exception": false,
"start_time": "2021-03-26T05:42:34.758472",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Weight Calculation\n",
"pos_freq_weights = negative_freq\n",
"neg_freq_weights = positive_freq\n",
"pos_lbl_contribution = positive_freq * pos_freq_weights \n",
"neg_lbl_contribution = negative_freq * neg_freq_weights"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.053488,
"end_time": "2021-03-26T05:42:34.928332",
"exception": false,
"start_time": "2021-03-26T05:42:34.874844",
"status": "completed"
},
"tags": []
},
"source": [
"### Visual verification of weighted classes"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:35.050620Z",
"iopub.status.busy": "2021-03-26T05:42:35.049459Z",
"iopub.status.idle": "2021-03-26T05:42:35.322263Z",
"shell.execute_reply": "2021-03-26T05:42:35.322700Z"
},
"id": "YpHRaEIwtFBq",
"outputId": "af675983-d4e4-4dc9-c184-3c810eebe643",
"papermill": {
"duration": 0.340973,
"end_time": "2021-03-26T05:42:35.322821",
"exception": false,
"start_time": "2021-03-26T05:42:34.981848",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = pd.DataFrame({\"Pathology\": xray_labels, \"Label\": \"Positive\", \"Frequency\": pos_lbl_contribution})\n",
"data = data.append([{\"Pathology\": xray_labels[l], \"Label\": \"Negative\", \"Frequency\": v} for l,v in enumerate(neg_lbl_contribution)], ignore_index=True)\n",
"plt.xticks(rotation=90)\n",
"f = sns.barplot(x=\"Pathology\", y=\"Frequency\", hue=\"Label\" ,data=data)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.054988,
"end_time": "2021-03-26T05:42:35.433018",
"exception": false,
"start_time": "2021-03-26T05:42:35.378030",
"status": "completed"
},
"tags": []
},
"source": [
"# Model Training"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.054503,
"end_time": "2021-03-26T05:42:35.542052",
"exception": false,
"start_time": "2021-03-26T05:42:35.487549",
"status": "completed"
},
"tags": []
},
"source": [
"### Wieghted binary cross entropy loss"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:35.660462Z",
"iopub.status.busy": "2021-03-26T05:42:35.659011Z",
"iopub.status.idle": "2021-03-26T05:42:35.661482Z",
"shell.execute_reply": "2021-03-26T05:42:35.661911Z"
},
"papermill": {
"duration": 0.065508,
"end_time": "2021-03-26T05:42:35.662027",
"exception": false,
"start_time": "2021-03-26T05:42:35.596519",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Wieghted binary cross entropy loss\n",
"def get_weighted_loss(pos_freq_weights, neg_freq_weights, epsilon_add=1e-7):\n",
" def weighted_loss(y_truth, y_detect):\n",
" loss = 0.0\n",
" for i in range(len(pos_freq_weights)):\n",
" loss += -(\n",
" K.mean(\n",
" neg_freq_weights[i] * ((1-y_truth[:,i]) * K.log(1 - y_detect[:,i] + epsilon_add)), axis=0\n",
" ) +\n",
" K.mean( \n",
" pos_freq_weights[i] * (y_truth[:,i] * K.log(y_detect[:,i] + epsilon_add)), axis=0\n",
" )\n",
" )\n",
" return loss\n",
" return weighted_loss"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:35.781310Z",
"iopub.status.busy": "2021-03-26T05:42:35.780585Z",
"iopub.status.idle": "2021-03-26T05:42:35.783497Z",
"shell.execute_reply": "2021-03-26T05:42:35.783065Z"
},
"id": "01b6_t9EAOOu",
"papermill": {
"duration": 0.066293,
"end_time": "2021-03-26T05:42:35.783588",
"exception": false,
"start_time": "2021-03-26T05:42:35.717295",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Optimizer definition\n",
"adam_opt = Adam(\n",
" learning_rate=0.0001, beta_1=0.9, beta_2=0.999, epsilon=1e-07, name='Adam',\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.055279,
"end_time": "2021-03-26T05:42:35.893788",
"exception": false,
"start_time": "2021-03-26T05:42:35.838509",
"status": "completed"
},
"tags": []
},
"source": [
"### Parallelized Model Architecture\n",
"ResNet50V2, DenseNet121 and DenseNet169 are parallelized"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:36.008269Z",
"iopub.status.busy": "2021-03-26T05:42:36.007502Z",
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},
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"start_time": "2021-03-26T05:42:35.948542",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Model Imports\n",
"\n",
"from tensorflow.keras.applications.resnet_v2 import ResNet50V2\n",
"from tensorflow.keras.applications.densenet import DenseNet121\n",
"from tensorflow.keras.applications.densenet import DenseNet169"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:36.124301Z",
"iopub.status.busy": "2021-03-26T05:42:36.123770Z",
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"shell.execute_reply": "2021-03-26T05:42:36.141722Z"
},
"papermill": {
"duration": 0.077331,
"end_time": "2021-03-26T05:42:36.142525",
"exception": false,
"start_time": "2021-03-26T05:42:36.065194",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"combinedInput = Input(batch_shape=(None, None, None, 3))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:36.265190Z",
"iopub.status.busy": "2021-03-26T05:42:36.264383Z",
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"shell.execute_reply": "2021-03-26T05:42:56.392631Z"
},
"papermill": {
"duration": 20.194398,
"end_time": "2021-03-26T05:42:56.393369",
"exception": false,
"start_time": "2021-03-26T05:42:36.198971",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
"94674944/94668760 [==============================] - 1s 0us/step\n",
"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
"29089792/29084464 [==============================] - 0s 0us/step\n",
"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet169_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
"51879936/51877672 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"# Base models preoaded with imagenet weights\n",
"resnetV2_m = ResNet50V2(weights='imagenet', include_top=False, \n",
" input_shape=(320,320,3), input_tensor=combinedInput)\n",
"densenet121_m = DenseNet121(weights='imagenet', include_top=False, \n",
" input_shape=(320,320,3), input_tensor=combinedInput)\n",
"densenet169_m = DenseNet169(weights='imagenet', include_top=False, \n",
" input_shape=(320,320,3), input_tensor=combinedInput)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:56.560080Z",
"iopub.status.busy": "2021-03-26T05:42:56.558911Z",
"iopub.status.idle": "2021-03-26T05:42:56.561795Z",
"shell.execute_reply": "2021-03-26T05:42:56.561386Z"
},
"papermill": {
"duration": 0.102961,
"end_time": "2021-03-26T05:42:56.561887",
"exception": false,
"start_time": "2021-03-26T05:42:56.458926",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"for layer in resnetV2_m.layers:\n",
" layer._name = layer.name + str(\"_0\")\n",
" \n",
"for layer in densenet121_m.layers:\n",
" layer._name = layer.name + str(\"_1\")\n",
" \n",
"for layer in densenet169_m.layers:\n",
" layer._name = layer.name + str(\"_2\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:56.696688Z",
"iopub.status.busy": "2021-03-26T05:42:56.695274Z",
"iopub.status.idle": "2021-03-26T05:42:56.697829Z",
"shell.execute_reply": "2021-03-26T05:42:56.698271Z"
},
"papermill": {
"duration": 0.072029,
"end_time": "2021-03-26T05:42:56.698387",
"exception": false,
"start_time": "2021-03-26T05:42:56.626358",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"base_model_output = []\n",
"base_model_output.append(resnetV2_m.output)\n",
"base_model_output.append(densenet121_m.output)\n",
"base_model_output.append(densenet169_m.output)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.064298,
"end_time": "2021-03-26T05:42:56.826935",
"exception": false,
"start_time": "2021-03-26T05:42:56.762637",
"status": "completed"
},
"tags": []
},
"source": [
"### Parallelize Custom Block"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:56.961904Z",
"iopub.status.busy": "2021-03-26T05:42:56.961372Z",
"iopub.status.idle": "2021-03-26T05:42:56.965401Z",
"shell.execute_reply": "2021-03-26T05:42:56.964954Z"
},
"papermill": {
"duration": 0.074155,
"end_time": "2021-03-26T05:42:56.965487",
"exception": false,
"start_time": "2021-03-26T05:42:56.891332",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"def parallelize_block(tensor, ratio=128):\n",
" nb_channel = K.int_shape(tensor)[-1]\n",
" \n",
" # Averaging\n",
" x = GlobalAveragePooling2D()(tensor)\n",
" x = Dense(nb_channel // ratio, activation='relu')(x)\n",
" x = Dense(nb_channel, activation='sigmoid')(x)\n",
"\n",
" # Weighting\n",
" x = Multiply()([tensor, x])\n",
" return x"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.064066,
"end_time": "2021-03-26T05:42:57.094324",
"exception": false,
"start_time": "2021-03-26T05:42:57.030258",
"status": "completed"
},
"tags": []
},
"source": [
"### Model Compilation"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:57.233772Z",
"iopub.status.busy": "2021-03-26T05:42:57.232358Z",
"iopub.status.idle": "2021-03-26T05:42:57.458526Z",
"shell.execute_reply": "2021-03-26T05:42:57.457864Z"
},
"papermill": {
"duration": 0.299528,
"end_time": "2021-03-26T05:42:57.458649",
"exception": false,
"start_time": "2021-03-26T05:42:57.159121",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"c_model = Concatenate()(base_model_output)\n",
"\n",
"par_c_model = parallelize_block(c_model)\n",
"\n",
"x = GlobalAveragePooling2D()(par_c_model)\n",
"\n",
"detection_output = Dense(len(xray_labels), activation=\"sigmoid\")(x)\n",
"\n",
"model = Model(inputs=combinedInput, outputs=detection_output) \n",
"model.compile( optimizer=adam_opt, loss=get_weighted_loss(pos_freq_weights, neg_freq_weights))"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.064341,
"end_time": "2021-03-26T05:42:57.588331",
"exception": false,
"start_time": "2021-03-26T05:42:57.523990",
"status": "completed"
},
"tags": []
},
"source": [
"### Model Summary"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:42:57.722976Z",
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"shell.execute_reply": "2021-03-26T05:43:01.875629Z"
},
"papermill": {
"duration": 4.223149,
"end_time": "2021-03-26T05:43:01.875752",
"exception": false,
"start_time": "2021-03-26T05:42:57.652603",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tensorflow.keras.utils import plot_model \n",
"plot_model( model, to_file='model.png', show_shapes=False, show_layer_names=False, rankdir='TB', expand_nested=False, dpi=96 )"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true,
"execution": {
"iopub.execute_input": "2021-03-26T05:43:02.062809Z",
"iopub.status.busy": "2021-03-26T05:43:02.062071Z",
"iopub.status.idle": "2021-03-26T05:43:02.066164Z",
"shell.execute_reply": "2021-03-26T05:43:02.065672Z"
},
"papermill": {
"duration": 0.099702,
"end_time": "2021-03-26T05:43:02.066257",
"exception": false,
"start_time": "2021-03-26T05:43:01.966555",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.090673,
"end_time": "2021-03-26T05:43:02.247858",
"exception": false,
"start_time": "2021-03-26T05:43:02.157185",
"status": "completed"
},
"tags": []
},
"source": [
"### Callback definitions"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:43:02.434819Z",
"iopub.status.busy": "2021-03-26T05:43:02.434084Z",
"iopub.status.idle": "2021-03-26T05:43:02.437265Z",
"shell.execute_reply": "2021-03-26T05:43:02.437643Z"
},
"papermill": {
"duration": 0.099278,
"end_time": "2021-03-26T05:43:02.437756",
"exception": false,
"start_time": "2021-03-26T05:43:02.338478",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"from tensorflow.keras.callbacks import ModelCheckpoint\n",
"from tensorflow.keras.callbacks import ReduceLROnPlateau"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:43:02.623921Z",
"iopub.status.busy": "2021-03-26T05:43:02.623376Z",
"iopub.status.idle": "2021-03-26T05:43:02.627211Z",
"shell.execute_reply": "2021-03-26T05:43:02.626750Z"
},
"papermill": {
"duration": 0.099653,
"end_time": "2021-03-26T05:43:02.627352",
"exception": false,
"start_time": "2021-03-26T05:43:02.527699",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"reduce_lr = ReduceLROnPlateau(\n",
" monitor='val_loss', factor=0.1, patience=0, verbose=1, mode='min',\n",
" min_delta=0.001, cooldown=1, min_lr=0.000001\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:43:02.868526Z",
"iopub.status.busy": "2021-03-26T05:43:02.866585Z",
"iopub.status.idle": "2021-03-26T05:43:02.869179Z",
"shell.execute_reply": "2021-03-26T05:43:02.869581Z"
},
"papermill": {
"duration": 0.099905,
"end_time": "2021-03-26T05:43:02.869699",
"exception": false,
"start_time": "2021-03-26T05:43:02.769794",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"checkpoint_path = \"cp-{epoch:04d}.ckpt\"\n",
"cp_callback = ModelCheckpoint(\n",
" filepath=checkpoint_path,\n",
" verbose=1,\n",
" save_weights_only=True,\n",
" save_freq=4500)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:43:03.060068Z",
"iopub.status.busy": "2021-03-26T05:43:03.059219Z",
"iopub.status.idle": "2021-03-26T05:43:03.066005Z",
"shell.execute_reply": "2021-03-26T05:43:03.065562Z"
},
"id": "2034gTj4H_0w",
"outputId": "f9c52bee-d49a-4d81-df4c-b44472f6c516",
"papermill": {
"duration": 0.10455,
"end_time": "2021-03-26T05:43:03.066115",
"exception": false,
"start_time": "2021-03-26T05:43:02.961565",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#Setting Learning Rate to 10e-4\n",
"K.set_value(model.optimizer.learning_rate, 0.0001)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 0.100214,
"end_time": "2021-03-26T05:43:03.256995",
"exception": false,
"start_time": "2021-03-26T05:43:03.156781",
"status": "completed"
},
"tags": []
},
"source": [
"# Model Fitting"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T05:43:03.474163Z",
"iopub.status.busy": "2021-03-26T05:43:03.463913Z",
"iopub.status.idle": "2021-03-26T13:18:20.189904Z",
"shell.execute_reply": "2021-03-26T13:18:20.189126Z"
},
"papermill": {
"duration": 27316.841656,
"end_time": "2021-03-26T13:18:20.190042",
"exception": false,
"start_time": "2021-03-26T05:43:03.348386",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 1.1171\n",
"Epoch 00001: saving model to cp-0001.ckpt\n",
"4500/4500 [==============================] - 2710s 602ms/step - loss: 1.1171 - val_loss: 1.1040 - lr: 1.0000e-04\n",
"Epoch 2/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 1.0723\n",
"Epoch 00002: saving model to cp-0002.ckpt\n",
"4500/4500 [==============================] - 2700s 600ms/step - loss: 1.0723 - val_loss: 1.0747 - lr: 1.0000e-04\n",
"Epoch 3/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 1.0440\n",
"Epoch 00003: saving model to cp-0003.ckpt\n",
"4500/4500 [==============================] - 2693s 599ms/step - loss: 1.0439 - val_loss: 1.0610 - lr: 1.0000e-04\n",
"Epoch 4/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 1.0286\n",
"Epoch 00004: saving model to cp-0004.ckpt\n",
"4500/4500 [==============================] - 2697s 599ms/step - loss: 1.0285 - val_loss: 1.0472 - lr: 1.0000e-04\n",
"Epoch 5/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 1.0181\n",
"Epoch 00005: saving model to cp-0005.ckpt\n",
"4500/4500 [==============================] - ETA: 0s - loss: 1.0181\n",
"Epoch 00005: ReduceLROnPlateau reducing learning rate to 9.999999747378752e-06.\n",
"4500/4500 [==============================] - 2706s 601ms/step - loss: 1.0181 - val_loss: 1.0756 - lr: 1.0000e-04\n",
"Epoch 6/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 0.9803\n",
"Epoch 00006: saving model to cp-0006.ckpt\n",
"4500/4500 [==============================] - 2738s 608ms/step - loss: 0.9803 - val_loss: 1.0030 - lr: 1.0000e-05\n",
"Epoch 7/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 0.9652\n",
"Epoch 00007: saving model to cp-0007.ckpt\n",
"4500/4500 [==============================] - 2741s 609ms/step - loss: 0.9652 - val_loss: 0.9990 - lr: 1.0000e-05\n",
"Epoch 8/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 0.9595\n",
"Epoch 00008: saving model to cp-0008.ckpt\n",
"4500/4500 [==============================] - 2747s 610ms/step - loss: 0.9597 - val_loss: 0.9971 - lr: 1.0000e-05\n",
"Epoch 9/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 0.9538\n",
"Epoch 00009: saving model to cp-0009.ckpt\n",
"4500/4500 [==============================] - 2754s 612ms/step - loss: 0.9538 - val_loss: 0.9941 - lr: 1.0000e-05\n",
"Epoch 10/10\n",
"4499/4500 [============================>.] - ETA: 0s - loss: 0.9507\n",
"Epoch 00010: saving model to cp-0010.ckpt\n",
"4500/4500 [==============================] - 2743s 610ms/step - loss: 0.9507 - val_loss: 0.9914 - lr: 1.0000e-05\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Model Fitting Time: 7:35:16.707779\n"
]
}
],
"source": [
"start = datetime.now()\n",
"history = model.fit(\n",
" x=train_generator, validation_data=valid_generator, steps_per_epoch=4500, validation_steps=187, epochs=10, \n",
" verbose=1, workers=4, use_multiprocessing=True, callbacks=[cp_callback, reduce_lr]\n",
")\n",
"plt.plot(history.history['loss'])\n",
"plt.ylabel(\"loss\")\n",
"plt.xlabel(\"epoch\")\n",
"plt.title(\"Training Loss\")\n",
"plt.show()\n",
"print(\"Total Model Fitting Time: \",datetime.now() - start)"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 13.592535,
"end_time": "2021-03-26T13:18:47.235511",
"exception": false,
"start_time": "2021-03-26T13:18:33.642976",
"status": "completed"
},
"tags": []
},
"source": [
"# Model Evaluation Results"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 13.643313,
"end_time": "2021-03-26T13:19:14.099166",
"exception": false,
"start_time": "2021-03-26T13:19:00.455853",
"status": "completed"
},
"tags": []
},
"source": [
"### ROC-AUC Curve generation"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:19:40.800387Z",
"iopub.status.busy": "2021-03-26T13:19:40.798853Z",
"iopub.status.idle": "2021-03-26T13:19:40.800932Z",
"shell.execute_reply": "2021-03-26T13:19:40.801854Z"
},
"papermill": {
"duration": 13.663685,
"end_time": "2021-03-26T13:19:40.801973",
"exception": false,
"start_time": "2021-03-26T13:19:27.138288",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"def get_roc_curve(labels, detection_results_vals, generator):\n",
" auc_roc_vals_lst = []\n",
" for i in range(len(labels)):\n",
" try:\n",
" g_label = generator.labels[:, i]\n",
" output_vals = detection_results_vals[:, i]\n",
" auc_roc_val = roc_auc_score(g_label, output_vals)\n",
" auc_roc_vals_lst.append(auc_roc_val)\n",
" fpr_rf, tpr_rf, _ = roc_curve(g_label, output_vals)\n",
" plt.figure(1, figsize=(10, 10))\n",
" plt.plot([0, 1], [0, 1], 'k--')\n",
" plt.plot(fpr_rf, tpr_rf,\n",
" label=labels[i] + \" (\" + str(round(auc_roc_val, 4)) + \")\")\n",
" plt.xlabel('FPR - False Positive Rate')\n",
" plt.ylabel('TPR - True Positive Rate')\n",
" plt.title('AUC - ROC curve')\n",
" plt.legend(loc='best')\n",
" except:\n",
" print(\n",
" f\"Error in generating AUC-ROC curve for {labels[i]}. \"\n",
" )\n",
" plt.show()\n",
" return auc_roc_vals_lst"
]
},
{
"cell_type": "markdown",
"metadata": {
"papermill": {
"duration": 13.034232,
"end_time": "2021-03-26T13:20:06.775490",
"exception": false,
"start_time": "2021-03-26T13:19:53.741258",
"status": "completed"
},
"tags": []
},
"source": [
"### True Positive Rate Vs. False Positive Rate Curves\n",
"Below are the AUC curves for each pathology classified"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:20:33.471240Z",
"iopub.status.busy": "2021-03-26T13:20:33.431952Z",
"iopub.status.idle": "2021-03-26T13:22:15.684918Z",
"shell.execute_reply": "2021-03-26T13:22:15.684476Z"
},
"papermill": {
"duration": 115.36136,
"end_time": "2021-03-26T13:22:15.685024",
"exception": false,
"start_time": "2021-03-26T13:20:20.323664",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 33s 174ms/step\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model.load_weights(\"cp-0005.ckpt\")\n",
"\n",
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:22:42.447755Z",
"iopub.status.busy": "2021-03-26T13:22:42.446905Z",
"iopub.status.idle": "2021-03-26T13:24:17.548577Z",
"shell.execute_reply": "2021-03-26T13:24:17.548060Z"
},
"papermill": {
"duration": 108.334149,
"end_time": "2021-03-26T13:24:17.548691",
"exception": false,
"start_time": "2021-03-26T13:22:29.214542",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 32s 173ms/step\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model.load_weights(\"cp-0006.ckpt\")\n",
"\n",
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:24:44.682594Z",
"iopub.status.busy": "2021-03-26T13:24:44.662245Z",
"iopub.status.idle": "2021-03-26T13:25:51.816885Z",
"shell.execute_reply": "2021-03-26T13:25:51.816267Z"
},
"papermill": {
"duration": 80.64109,
"end_time": "2021-03-26T13:25:51.817009",
"exception": false,
"start_time": "2021-03-26T13:24:31.175919",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"model.load_weights(\"cp-0007.ckpt\")\n",
"model.save(\"PAR-128-MODEL-MIMIC-00.h5\")"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:26:19.092316Z",
"iopub.status.busy": "2021-03-26T13:26:19.091560Z",
"iopub.status.idle": "2021-03-26T13:26:52.297672Z",
"shell.execute_reply": "2021-03-26T13:26:52.296962Z"
},
"papermill": {
"duration": 47.206295,
"end_time": "2021-03-26T13:26:52.297780",
"exception": false,
"start_time": "2021-03-26T13:26:05.091485",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 32s 174ms/step\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:27:19.948705Z",
"iopub.status.busy": "2021-03-26T13:27:19.938378Z",
"iopub.status.idle": "2021-03-26T13:28:28.261428Z",
"shell.execute_reply": "2021-03-26T13:28:28.259863Z"
},
"papermill": {
"duration": 82.631784,
"end_time": "2021-03-26T13:28:28.261548",
"exception": false,
"start_time": "2021-03-26T13:27:05.629764",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"model.load_weights(\"cp-0008.ckpt\")\n",
"model.save(\"PAR-128-MODEL-MIMIC-0.h5\")"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:28:55.921637Z",
"iopub.status.busy": "2021-03-26T13:28:55.920390Z",
"iopub.status.idle": "2021-03-26T13:29:28.905875Z",
"shell.execute_reply": "2021-03-26T13:29:28.905437Z"
},
"papermill": {
"duration": 46.724109,
"end_time": "2021-03-26T13:29:28.905981",
"exception": false,
"start_time": "2021-03-26T13:28:42.181872",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 32s 172ms/step\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:29:56.064277Z",
"iopub.status.busy": "2021-03-26T13:29:56.038693Z",
"iopub.status.idle": "2021-03-26T13:31:02.242381Z",
"shell.execute_reply": "2021-03-26T13:31:02.241377Z"
},
"papermill": {
"duration": 79.639142,
"end_time": "2021-03-26T13:31:02.242497",
"exception": false,
"start_time": "2021-03-26T13:29:42.603355",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"model.load_weights(\"cp-0009.ckpt\")\n",
"model.save(\"PAR-128-MODEL-MIMIC-1.h5\")"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:31:30.120304Z",
"iopub.status.busy": "2021-03-26T13:31:30.119443Z",
"iopub.status.idle": "2021-03-26T13:32:03.523310Z",
"shell.execute_reply": "2021-03-26T13:32:03.524269Z"
},
"papermill": {
"duration": 47.547102,
"end_time": "2021-03-26T13:32:03.524452",
"exception": false,
"start_time": "2021-03-26T13:31:15.977350",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 32s 173ms/step\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:32:30.999411Z",
"iopub.status.busy": "2021-03-26T13:32:30.978865Z",
"iopub.status.idle": "2021-03-26T13:33:37.065768Z",
"shell.execute_reply": "2021-03-26T13:33:37.064658Z"
},
"papermill": {
"duration": 79.470822,
"end_time": "2021-03-26T13:33:37.065906",
"exception": false,
"start_time": "2021-03-26T13:32:17.595084",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"model.load_weights(\"cp-0010.ckpt\")\n",
"model.save(\"PAR-128-MODEL-MIMIC-2.h5\")"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:34:04.902316Z",
"iopub.status.busy": "2021-03-26T13:34:04.901071Z",
"iopub.status.idle": "2021-03-26T13:34:37.907355Z",
"shell.execute_reply": "2021-03-26T13:34:37.906901Z"
},
"papermill": {
"duration": 46.503881,
"end_time": "2021-03-26T13:34:37.907457",
"exception": false,
"start_time": "2021-03-26T13:33:51.403576",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"187/187 [==============================] - 32s 172ms/step\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"detection_results_vals = model.predict(test_generator, verbose=1, steps = len(test_generator))\n",
"auc_roc_graph = get_roc_curve(xray_labels, detection_results_vals, test_generator)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"execution": {
"iopub.execute_input": "2021-03-26T13:35:05.148202Z",
"iopub.status.busy": "2021-03-26T13:35:05.147042Z",
"iopub.status.idle": "2021-03-26T13:35:05.150377Z",
"shell.execute_reply": "2021-03-26T13:35:05.149912Z"
},
"papermill": {
"duration": 13.247256,
"end_time": "2021-03-26T13:35:05.150469",
"exception": false,
"start_time": "2021-03-26T13:34:51.903213",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Notebook runtime: 8:23:42.482693\n"
]
}
],
"source": [
"#Total Notebook runtime\n",
"print(\"Total Notebook runtime: \",datetime.now() - notebook_start)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"papermill": {
"duration": 13.832444,
"end_time": "2021-03-26T13:35:32.087032",
"exception": false,
"start_time": "2021-03-26T13:35:18.254588",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": []
}
],
"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": "3.7.6"
},
"papermill": {
"duration": 30285.576802,
"end_time": "2021-03-26T13:35:47.767523",
"environment_variables": {},
"exception": null,
"input_path": "__notebook__.ipynb",
"output_path": "__notebook__.ipynb",
"parameters": {},
"start_time": "2021-03-26T05:11:02.190721",
"version": "2.1.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}