[32b2c5]: / Colab_Notebook_Intracranial_Hemorrhage_Analyzer.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FJBo0beE1IEL"
   },
   "outputs": [],
   "source": [
    "import tensorflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lpWJridjR9zN"
   },
   "source": [
    "> ### Intracranial Hemorrhage Segmentation \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-UlC55OXSEWj",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: opencv-python in c:\\users\\preetham\\anaconda3\\lib\\site-packages (4.7.0.72)\n",
      "Requirement already satisfied: numpy>=1.17.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from opencv-python) (1.22.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
    "colab": {},
    "colab_type": "code",
    "id": "qWd1uWrVM6Kp"
   },
   "outputs": [],
   "source": [
    "from numpy.random import seed\n",
    "seed(101)\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "import os\n",
    "import cv2\n",
    "\n",
    "import imageio\n",
    "import skimage\n",
    "import skimage.io\n",
    "import skimage.transform\n",
    "\n",
    "from skimage.io import imread, imshow\n",
    "from skimage.transform import resize\n",
    "\n",
    "\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.model_selection import train_test_split\n",
    "import itertools\n",
    "import shutil\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GID-fNhiWBjs"
   },
   "outputs": [],
   "source": [
    "\n",
    "IMAGE_HEIGHT_ORIG = 650\n",
    "IMAGE_WIDTH_ORIG = 650\n",
    "\n",
    "NUM_TEST_IMAGES = 10\n",
    "\n",
    "IMAGE_HEIGHT = 256\n",
    "IMAGE_WIDTH = 256\n",
    "IMAGE_CHANNELS = 3\n",
    "\n",
    "BATCH_SIZE = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "D58P-DakSsq0"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "cVX0SFqWUx9a",
    "outputId": "fb725670-bc17-4974-abbf-788b84be955a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.ipynb_checkpoints',\n",
       " 'bone_image_dir',\n",
       " 'brain_image_dir',\n",
       " 'Colab_Notebook_Intracranial_Hemorrhage_Analyzer.ipynb',\n",
       " 'computed-tomography-images-for-intracranial-hemorrhage-detection-and-segmentation-1.0.0',\n",
       " 'df_data.csv.gz',\n",
       " 'df_test.csv.gz',\n",
       " 'df_train.csv.gz',\n",
       " 'df_val.csv.gz',\n",
       " 'mask_dir',\n",
       " 'model.h5',\n",
       " 'seg_exp',\n",
       " 'training_log.csv',\n",
       " 'Untitled.ipynb']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = 'C:/Users/PREETHAM/cranial hemm/'\n",
    "os.listdir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 153
    },
    "colab_type": "code",
    "id": "1H8nCFa5SsoK",
    "outputId": "c9719c0b-c49d-40d6-b939-4c1d363bde4b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ct_ich.yml',\n",
       " 'hemorrhage_diagnosis.csv',\n",
       " 'LICENSE.txt',\n",
       " 'Patients_CT',\n",
       " 'patient_demographics.csv',\n",
       " 'README.txt',\n",
       " 'SHA256SUMS.txt',\n",
       " 'split_data.py']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This is how to access the downloaded folders\n",
    "\n",
    "base_path = \"computed-tomography-images-for-intracranial-hemorrhage-detection-and-segmentation-1.0.0/\"\n",
    "\n",
    "os.listdir(base_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "IPSEjvFRi_WP"
   },
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "H8-pgzbXT-OG"
   },
   "outputs": [],
   "source": [
    "# Function to perform the augmentations\n",
    "\n",
    "def augment_image_and_mask(augmentation, image, mask):\n",
    "    \n",
    "    \"\"\"\n",
    " \n",
    "    Uses the Albumentations library.\n",
    "    \n",
    "    Inputs: \n",
    "    1. augmentation - this is the instance of type of augmentation to do \n",
    "    e.g. aug_type = HorizontalFlip(p=1) \n",
    "    # p=1 is the probability of the transform being executed.\n",
    "    \n",
    "    2. image - image with shape (h,w)\n",
    "    3. mask - mask with shape (h,w)\n",
    "    \n",
    "    Output:\n",
    "    Augmented image as a numpy array.\n",
    "    Augmented mask as a numpy array.\n",
    "    \n",
    "    \"\"\"\n",
    "    # get the transform as a dict\n",
    "    aug_image_dict =  augmentation(image=image, mask=mask)\n",
    "    # retrieve the augmented matrix of the image\n",
    "    image_matrix = aug_image_dict['image']\n",
    "    \n",
    "    mask_matrix = aug_image_dict['mask']\n",
    "    \n",
    "    return image_matrix, mask_matrix\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ikeiK5lijJ7E"
   },
   "source": [
    "## Download Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "IY0ED5Oni-6O"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "\n",
    "! pip install segmentation-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "XUMgMzRzi-3R"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/qubvel/segmentation_models\n",
      "  Cloning https://github.com/qubvel/segmentation_models to c:\\users\\preetham\\appdata\\local\\temp\\pip-req-build-b7jrc3w3\n",
      "  Resolved https://github.com/qubvel/segmentation_models to commit e951c6747f75fa9e7240816d1c79dd2e66813123\n",
      "Requirement already satisfied: keras_applications<=1.0.8,>=1.0.7 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from segmentation-models==1.0.1) (1.0.8)\n",
      "Collecting image-classifiers==1.0.0\n",
      "  Using cached image_classifiers-1.0.0-py3-none-any.whl (19 kB)\n",
      "Requirement already satisfied: efficientnet==1.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from segmentation-models==1.0.1) (1.0.0)\n",
      "Requirement already satisfied: scikit-image in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from efficientnet==1.0.0->segmentation-models==1.0.1) (0.19.2)\n",
      "Requirement already satisfied: numpy>=1.9.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras_applications<=1.0.8,>=1.0.7->segmentation-models==1.0.1) (1.22.4)\n",
      "Requirement already satisfied: h5py in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras_applications<=1.0.8,>=1.0.7->segmentation-models==1.0.1) (3.6.0)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (9.0.1)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (2021.7.2)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (1.3.0)\n",
      "Requirement already satisfied: imageio>=2.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (2.9.0)\n",
      "Requirement already satisfied: scipy>=1.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (1.7.3)\n",
      "Requirement already satisfied: networkx>=2.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (2.7.1)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (21.3)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging>=20.0->scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (3.0.4)\n",
      "Building wheels for collected packages: segmentation-models\n",
      "  Building wheel for segmentation-models (setup.py): started\n",
      "  Building wheel for segmentation-models (setup.py): finished with status 'done'\n",
      "  Created wheel for segmentation-models: filename=segmentation_models-1.0.1-py3-none-any.whl size=34073 sha256=c313f7a704a21b5e9af41ef8d3b02c1be7ac3d3a42d57f92e24e3f02a3d19094\n",
      "  Stored in directory: C:\\Users\\PREETHAM\\AppData\\Local\\Temp\\pip-ephem-wheel-cache-le329u6a\\wheels\\7e\\e5\\3d\\85e32947c53e03f210361da47652f05b6f4e1c3e58f20e0ae3\n",
      "Successfully built segmentation-models\n",
      "Installing collected packages: image-classifiers, segmentation-models\n",
      "  Attempting uninstall: image-classifiers\n",
      "    Found existing installation: image-classifiers 0.2.0\n",
      "    Uninstalling image-classifiers-0.2.0:\n",
      "      Successfully uninstalled image-classifiers-0.2.0\n",
      "  Attempting uninstall: segmentation-models\n",
      "    Found existing installation: segmentation-models 0.2.1\n",
      "    Uninstalling segmentation-models-0.2.1:\n",
      "      Successfully uninstalled segmentation-models-0.2.1\n",
      "Successfully installed image-classifiers-1.0.0 segmentation-models-1.0.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  Running command git clone -q https://github.com/qubvel/segmentation_models 'C:\\Users\\PREETHAM\\AppData\\Local\\Temp\\pip-req-build-b7jrc3w3'\n",
      "  Running command git submodule update --init --recursive -q\n"
     ]
    }
   ],
   "source": [
    "pip install git+https://github.com/qubvel/segmentation_models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "40Nmo0MLDhxh"
   },
   "source": [
    "## Prepare the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "nFqc_6ReDfQF",
    "outputId": "7de2b2bd-a481-4661-92f3-7010699cbadf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2501, 9)\n"
     ]
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       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
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      ],
      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49            1                 0                 0   \n",
       "1             49            2                 0                 0   \n",
       "2             49            3                 0                 0   \n",
       "3             49            4                 0                 0   \n",
       "4             49            5                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \n",
       "0             0         0         0                0               0  \n",
       "1             0         0         0                0               0  \n",
       "2             0         0         0                0               0  \n",
       "3             0         0         0                0               0  \n",
       "4             0         0         0                0               0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = base_path + 'hemorrhage_diagnosis.csv'\n",
    "df_diag = pd.read_csv(path)\n",
    "\n",
    "# The existing No_Hemorrhage target column is not intuitive. \n",
    "# Create a new target column to make the binary targets easier to understand.\n",
    "\n",
    "def swap_target(x):\n",
    "    if x == 0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "# create a new target column\n",
    "df_diag['Has_Hemorrhage'] = df_diag['No_Hemorrhage'].apply(swap_target)\n",
    "\n",
    "# drop the old target column\n",
    "df_diag = df_diag.drop('No_Hemorrhage', axis=1)\n",
    "\n",
    "print(df_diag.shape)\n",
    "\n",
    "df_diag.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "k_M8RUMaDhKg",
    "outputId": "1dea25f8-6562-4a3b-d513-a77d9baf3048"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [PatientNumber, SliceNumber, Intraventricular, Intraparenchymal, Subarachnoid, Epidural, Subdural, Fracture_Yes_No, Has_Hemorrhage]\n",
       "Index: []"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Patient 84\n",
    "# Brain image 36.jpg exists but bone image 36.jpg is missing.\n",
    "\n",
    "# Therefore, we will drop this row from the dataframe.\n",
    "\n",
    "index_to_drop = df_diag[(df_diag['PatientNumber'] == 84) & (df_diag['SliceNumber'] == 36)].index\n",
    "\n",
    "index_to_drop = index_to_drop[0]\n",
    "\n",
    "df_diag = df_diag.drop(index_to_drop, axis=0)\n",
    "\n",
    "\n",
    "# Check that the row that we dropped has been removed\n",
    "df_diag[df_diag.index == index_to_drop]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "JMoBerNvDhDG"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XxbmRXLEFs_e"
   },
   "source": [
    "### Creat new columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "RbVglB0VDgvu",
    "outputId": "c076f0d1-6878-4a47-ee90-ed6a865a3d7c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
       "      <th>mask_fname</th>\n",
       "      <th>new_mask_fname</th>\n",
       "      <th>image_fname</th>\n",
       "      <th>new_image_fname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1_HGE_Seg.jpg</td>\n",
       "      <td>49_1_HGE_Seg.jpg</td>\n",
       "      <td>1.jpg</td>\n",
       "      <td>49_1.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2_HGE_Seg.jpg</td>\n",
       "      <td>49_2_HGE_Seg.jpg</td>\n",
       "      <td>2.jpg</td>\n",
       "      <td>49_2.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3_HGE_Seg.jpg</td>\n",
       "      <td>49_3_HGE_Seg.jpg</td>\n",
       "      <td>3.jpg</td>\n",
       "      <td>49_3.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4_HGE_Seg.jpg</td>\n",
       "      <td>49_4_HGE_Seg.jpg</td>\n",
       "      <td>4.jpg</td>\n",
       "      <td>49_4.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5_HGE_Seg.jpg</td>\n",
       "      <td>49_5_HGE_Seg.jpg</td>\n",
       "      <td>5.jpg</td>\n",
       "      <td>49_5.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49            1                 0                 0   \n",
       "1             49            2                 0                 0   \n",
       "2             49            3                 0                 0   \n",
       "3             49            4                 0                 0   \n",
       "4             49            5                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \\\n",
       "0             0         0         0                0               0   \n",
       "1             0         0         0                0               0   \n",
       "2             0         0         0                0               0   \n",
       "3             0         0         0                0               0   \n",
       "4             0         0         0                0               0   \n",
       "\n",
       "      mask_fname    new_mask_fname image_fname new_image_fname  \n",
       "0  1_HGE_Seg.jpg  49_1_HGE_Seg.jpg       1.jpg        49_1.jpg  \n",
       "1  2_HGE_Seg.jpg  49_2_HGE_Seg.jpg       2.jpg        49_2.jpg  \n",
       "2  3_HGE_Seg.jpg  49_3_HGE_Seg.jpg       3.jpg        49_3.jpg  \n",
       "3  4_HGE_Seg.jpg  49_4_HGE_Seg.jpg       4.jpg        49_4.jpg  \n",
       "4  5_HGE_Seg.jpg  49_5_HGE_Seg.jpg       5.jpg        49_5.jpg  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new columns\n",
    "\n",
    "\n",
    "def get_mask_fname(row):\n",
    "    \n",
    "    #if row['Has_Hemorrhage'] == 1:\n",
    "        \n",
    "    mask_id = str(row['SliceNumber']) + '_HGE_Seg.jpg'\n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with mask file names\n",
    "df_diag['mask_fname'] = df_diag.apply(get_mask_fname, axis=1)\n",
    "\n",
    "\n",
    "def new_mask_fname(row):\n",
    "    \n",
    "    #if row['Has_Hemorrhage'] == 1:\n",
    "        \n",
    "    mask_id = str(row['PatientNumber']) + '_' + str(row['SliceNumber']) + '_HGE_Seg.jpg'\n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with a new mask file names\n",
    "df_diag['new_mask_fname'] = df_diag.apply(new_mask_fname, axis=1)\n",
    "\n",
    "\n",
    "def assign_image_fname(row):\n",
    "    \n",
    "    image_fname = str(row['SliceNumber']) + '.jpg'\n",
    "    \n",
    "    return image_fname\n",
    "\n",
    "# create a new column with image file names\n",
    "df_diag['image_fname'] = df_diag.apply(assign_image_fname, axis=1)\n",
    "\n",
    "\n",
    "\n",
    "def assign_new_fname(row):\n",
    "         \n",
    "    mask_id = str(row['PatientNumber']) + '_' + str(row['SliceNumber']) + '.jpg'\n",
    "    \n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with new image file names\n",
    "df_diag['new_image_fname'] = df_diag.apply(assign_new_fname, axis=1)\n",
    "\n",
    "\n",
    "df_diag.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "TKAuEgXvDgqP"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wZLXkaCcF8qO"
   },
   "source": [
    "### Move all masks into the same folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "xRIeKhnNDgkY",
    "outputId": "dd5c6f2f-95a6-4771-abd3-92f4da12e2af"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = base_path + 'Patients_CT'\n",
    "\n",
    "folder_list = os.listdir(path)\n",
    "\n",
    "len(folder_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RYdPhwfoDgei"
   },
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'mask_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [10]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m mask_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmask_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmask_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'mask_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "mask_dir = 'mask_dir'\n",
    "os.mkdir(mask_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "uRbzaDxJDgYT",
    "outputId": "1ede6133-88d8-4c73-8b4e-3a9b2354d26c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For non blank masks\n",
    "\n",
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    # filter by Has_Hemorrhage\n",
    "    df = df[df['Has_Hemorrhage'] == 1]\n",
    "    \n",
    "    # get the list of mask file names\n",
    "    mask_list = list(df['mask_fname'])\n",
    "    \n",
    "    for fname in mask_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # Source path to mask.\n",
    "        # All masks are in the brain folder.\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/brain'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(mask_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    " \n",
    "# Check how many masks are in the new folder. (Should be 318)\n",
    "len(os.listdir('mask_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_gQ97a83OglY"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "OwOH7a_8DgRX",
    "outputId": "9293cd2d-1566-48ac-d426-ca765852a516"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For blank masks\n",
    "\n",
    "blank_mask = np.zeros((IMAGE_HEIGHT_ORIG, IMAGE_WIDTH_ORIG))\n",
    "\n",
    "\n",
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    # filter by Has_Hemorrhage\n",
    "    df = df[df['Has_Hemorrhage'] == 0]  # <-- for empty masks change filter here\n",
    "    \n",
    "    # get the list of mask file names\n",
    "    mask_list = list(df['mask_fname'])\n",
    "    \n",
    "    for fname in mask_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # set the destination where the file will be saved\n",
    "        dst = os.path.join(mask_dir, new_fname)\n",
    "      \n",
    "        # save the image\n",
    "        cv2.imwrite(dst, blank_mask)\n",
    "        \n",
    " \n",
    "# Check how many masks are in the new folder. (Should be 2500)\n",
    "len(os.listdir('mask_dir'))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_SG8nJGrNpHE"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jvQKI4MLGbfG"
   },
   "source": [
    "### Move all brain window images into the same folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Jog2U3-bDgKF"
   },
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'brain_image_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [13]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m brain_image_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbrain_image_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbrain_image_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'brain_image_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "brain_image_dir = 'brain_image_dir'\n",
    "os.mkdir(brain_image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "fPMOdH7fDgCX",
    "outputId": "b63aee5d-ceae-4991-9962-8c13fc5d9951"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    \n",
    "    # get the list of image file names\n",
    "    image_list = list(df['image_fname'])\n",
    "    \n",
    "    for fname in image_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # source path to image\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/brain'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(brain_image_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    "        \n",
    "\n",
    "# Check how many images are in the new folder (Should be 2500)\n",
    "len(os.listdir('brain_image_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "6RdewngBGgau"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ci3tZjbvG6Br"
   },
   "source": [
    "### Move all bone window images into the same folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "XcZwxF8QGgW6"
   },
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'bone_image_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [15]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m bone_image_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbone_image_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbone_image_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'bone_image_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "bone_image_dir = 'bone_image_dir'\n",
    "os.mkdir(bone_image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "tAaKKxaiGgRS",
    "outputId": "5ea4f614-305b-40be-dbbc-fe892cb47fd0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    \n",
    "    # get the list of image file names\n",
    "    image_list = list(df['image_fname'])\n",
    "    \n",
    "    for fname in image_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # source path to image\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/bone'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(bone_image_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    "        \n",
    "# Check how many images are in the new folder (Should be 2500)\n",
    "len(os.listdir('bone_image_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "N2LY6PM9GgMw"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Br69UhxkHeBD"
   },
   "source": [
    "## Display Images and Masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "boNxPeywGgH4",
    "outputId": "bf9709d1-8498-40a5-bf54-7f9a2b7d23dc"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2439329d040>"
      ]
     },
     "execution_count": 17,
     "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": [
    "# brain image\n",
    "\n",
    "index = 14\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'brain_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "brain_image = plt.imread(path)\n",
    "\n",
    "print(brain_image.shape)\n",
    "\n",
    "plt.imshow(brain_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "JDk_DX73GgCB",
    "outputId": "4c5abaaf-98cb-4c97-8874-1c762c42ae6c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24395159910>"
      ]
     },
     "execution_count": 18,
     "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": [
    "# bone image\n",
    "\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'bone_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "bone_image = plt.imread(path)\n",
    "\n",
    "print(bone_image.shape)\n",
    "\n",
    "plt.imshow(bone_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "wohH-i0QGf72",
    "outputId": "2bae27d1-7cbf-43bf-9c38-1cccb4e2e456"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243951cf430>"
      ]
     },
     "execution_count": 19,
     "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": [
    "# mask\n",
    "\n",
    "fname = df_diag.loc[index, 'new_mask_fname']\n",
    "path = 'mask_dir/' + fname\n",
    "# read the image as a matrix\n",
    "mask = plt.imread(path)\n",
    "\n",
    "print(mask.shape)\n",
    "\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "DWz04Da3Gf3E",
    "outputId": "f4ff1142-f1c4-4be4-aed0-9c2fb0adecc2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24395172c40>"
      ]
     },
     "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": [
    "plt.imshow(brain_image, cmap='gray')\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "9HvWvuP6jY3I"
   },
   "source": [
    "## Set up data augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting albumentations\n",
      "  Using cached albumentations-1.3.0-py3-none-any.whl (123 kB)\n",
      "Requirement already satisfied: PyYAML in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (6.0)\n",
      "Requirement already satisfied: scikit-image>=0.16.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (0.19.2)\n",
      "Requirement already satisfied: numpy>=1.11.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (1.21.5)\n",
      "Requirement already satisfied: scipy in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (1.7.3)\n",
      "Collecting opencv-python-headless>=4.1.1\n",
      "  Using cached opencv_python_headless-4.7.0.72-cp37-abi3-win_amd64.whl (38.1 MB)\n",
      "Collecting qudida>=0.0.4\n",
      "  Using cached qudida-0.0.4-py3-none-any.whl (3.5 kB)\n",
      "Requirement already satisfied: typing-extensions in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from qudida>=0.0.4->albumentations) (4.1.1)\n",
      "Requirement already satisfied: scikit-learn>=0.19.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from qudida>=0.0.4->albumentations) (1.0.2)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (1.3.0)\n",
      "Requirement already satisfied: networkx>=2.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2.7.1)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (9.0.1)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2021.7.2)\n",
      "Requirement already satisfied: imageio>=2.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2.9.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (21.3)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging>=20.0->scikit-image>=0.16.1->albumentations) (3.0.4)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations) (2.2.0)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations) (1.1.0)\n",
      "Installing collected packages: opencv-python-headless, qudida, albumentations\n",
      "Successfully installed albumentations-1.3.0 opencv-python-headless-4.7.0.72 qudida-0.0.4\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install albumentations --user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: albumentations in c:\\users\\preetham\\appdata\\roaming\\python\\python39\\site-packages (1.3.0)\n",
      "Requirement already satisfied: PyYAML in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (6.0)\n",
      "Requirement already satisfied: scikit-image>=0.16.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (0.19.2)\n",
      "Requirement already satisfied: qudida>=0.0.4 in c:\\users\\preetham\\appdata\\roaming\\python\\python39\\site-packages (from albumentations) (0.0.4)\n",
      "Requirement already satisfied: scipy in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (1.7.3)\n",
      "Requirement already satisfied: numpy>=1.11.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from albumentations) (1.21.5)\n",
      "Requirement already satisfied: opencv-python-headless>=4.1.1 in c:\\users\\preetham\\appdata\\roaming\\python\\python39\\site-packages (from albumentations) (4.7.0.72)\n",
      "Requirement already satisfied: typing-extensions in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from qudida>=0.0.4->albumentations) (4.1.1)\n",
      "Requirement already satisfied: scikit-learn>=0.19.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from qudida>=0.0.4->albumentations) (1.0.2)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (21.3)\n",
      "Requirement already satisfied: imageio>=2.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2.9.0)\n",
      "Requirement already satisfied: networkx>=2.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2.7.1)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (2021.7.2)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (9.0.1)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image>=0.16.1->albumentations) (1.3.0)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging>=20.0->scikit-image>=0.16.1->albumentations) (3.0.4)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations) (2.2.0)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-learn>=0.19.1->qudida>=0.0.4->albumentations) (1.1.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install -U albumentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KnLTD5fVHsjM"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PREETHAM\\AppData\\Roaming\\Python\\Python39\\site-packages\\albumentations\\augmentations\\transforms.py:1175: FutureWarning: RandomContrast has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n",
      "C:\\Users\\PREETHAM\\AppData\\Roaming\\Python\\Python39\\site-packages\\albumentations\\augmentations\\transforms.py:1149: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# HOW TO DO MULTIPLE AUGMENTATIONS\n",
    "\n",
    "import albumentations as albu\n",
    "\n",
    "# Define the augmentations\n",
    "\n",
    "aug_types = albu.Compose([\n",
    "    albu.HorizontalFlip(p=0.5),\n",
    "    albu.OneOf([\n",
    "        albu.RandomContrast(),\n",
    "        albu.RandomGamma(),\n",
    "        albu.RandomBrightness(),\n",
    "        ], p=0.3),\n",
    "    albu.OneOf([\n",
    "        albu.ElasticTransform(alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03),\n",
    "        albu.GridDistortion(),\n",
    "        albu.OpticalDistortion(distort_limit=2, shift_limit=0.5),\n",
    "        ], p=0.3),\n",
    "    albu.ShiftScaleRotate(scale_limit=0.1, rotate_limit=10, shift_limit=0.1, p=0.5, border_mode=0),\n",
    "])\n",
    "\n",
    "\n",
    "# This how to call the function\n",
    "# aug_image, aug_mask = augment_image_and_mask(aug_types, image, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "cUYOAaJXHsdb",
    "outputId": "7459d240-96f8-46fd-9c24-841933f2d4c3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24395629340>"
      ]
     },
     "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": [
    "# brain image\n",
    "\n",
    "index = 14\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'brain_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "brain_image = cv2.imread(path)\n",
    "\n",
    "print(brain_image.shape)\n",
    "\n",
    "plt.imshow(brain_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "KFjJStmVjebd",
    "outputId": "8facf609-43f9-4b60-c8bb-b216e6a25e93"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243956970a0>"
      ]
     },
     "execution_count": 23,
     "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": [
    "# mask\n",
    "\n",
    "fname = df_diag.loc[index, 'new_mask_fname']\n",
    "path = 'mask_dir/' + fname\n",
    "# read the image as a matrix\n",
    "mask = plt.imread(path)\n",
    "\n",
    "print(mask.shape)\n",
    "\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "KRRp6BkhjeZj",
    "outputId": "ada6e3bd-6d00-49eb-a592-8e62f84bd673"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243951a7250>"
      ]
     },
     "execution_count": 24,
     "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": [
    "plt.imshow(brain_image, cmap='gray')\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "N-qTdyLVjeWN",
    "outputId": "fd4b8412-16a2-4947-b3ac-d216c7000c59"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x24395706220>"
      ]
     },
     "execution_count": 25,
     "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": [
    "# Example augmentation - image and mask\n",
    "\n",
    "# augment the image and mask\n",
    "aug_image, aug_mask = augment_image_and_mask(aug_types, brain_image, mask)\n",
    "\n",
    "\n",
    "\n",
    "plt.imshow(aug_image, cmap='gray')\n",
    "plt.imshow(aug_mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8aSrBW1GjoXr"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_uuid": "6efe2e5de99c4bf92079b1a7d0b892d30fc9d518",
    "colab_type": "text",
    "id": "Kv42Eqe4M6NJ"
   },
   "source": [
    "### Display a ramdom sample of images from each dataset by target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "_kg_hide-input": true,
    "_uuid": "1c5143f227da4262eafce8cf0210a02c8072fb8e",
    "colab": {},
    "colab_type": "code",
    "id": "PXIuNP6RM6NL"
   },
   "outputs": [],
   "source": [
    "# source: https://www.kaggle.com/gpreda/honey-bee-subspecies-classification\n",
    "\n",
    "def draw_category_images(col_name,figure_cols, df, IMAGE_PATH):\n",
    "    \n",
    "    \"\"\"\n",
    "    Give a column in a dataframe,\n",
    "    this function takes a sample of each class and displays that\n",
    "    sample on one row. The sample size is the same as figure_cols which\n",
    "    is the number of columns in the figure.\n",
    "    Because this function takes a random sample, each time the function is run it\n",
    "    displays different images.\n",
    "    \"\"\"\n",
    "    \n",
    "\n",
    "    categories = (df.groupby([col_name])[col_name].nunique()).index\n",
    "    f, ax = plt.subplots(nrows=len(categories),ncols=figure_cols, \n",
    "                         figsize=(4*figure_cols,4*len(categories))) # adjust size here\n",
    "    # draw a number of images for each location\n",
    "    for i, cat in enumerate(categories):\n",
    "        sample = df[df[col_name]==cat].sample(figure_cols) # figure_cols is also the sample size\n",
    "        for j in range(0,figure_cols):\n",
    "            file=IMAGE_PATH + sample.iloc[j]['new_image_fname']\n",
    "            im=imageio.imread(file)\n",
    "            ax[i, j].imshow(im, resample=True, cmap='gray')\n",
    "            ax[i, j].set_title(cat, fontsize=14)  \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "   \n",
    "  \n",
    "  \n",
    "def draw_category_masks(col_name,figure_cols, df, IMAGE_PATH):\n",
    "    \n",
    "    \"\"\"\n",
    "    Give a column in a dataframe,\n",
    "    this function takes a sample of each class and displays that\n",
    "    sample on one row. The sample size is the same as figure_cols which\n",
    "    is the number of columns in the figure.\n",
    "    Because this function takes a random sample, each time the function is run it\n",
    "    displays different images.\n",
    "    \"\"\"\n",
    "    \n",
    "\n",
    "    categories = (df.groupby([col_name])[col_name].nunique()).index\n",
    "    f, ax = plt.subplots(nrows=len(categories),ncols=figure_cols, \n",
    "                         figsize=(4*figure_cols,4*len(categories))) # adjust size here\n",
    "    # draw a number of images for each location\n",
    "    for i, cat in enumerate(categories):\n",
    "        sample = df[df[col_name]==cat].sample(figure_cols) # figure_cols is also the sample size\n",
    "        for j in range(0,figure_cols):\n",
    "            file=IMAGE_PATH + sample.iloc[j]['new_mask_fname']\n",
    "            im=imageio.imread(file)\n",
    "            ax[i, j].imshow(im, resample=True, cmap='gray')\n",
    "            ax[i, j].set_title(cat, fontsize=14)  \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "_uuid": "bd38bcfb5839975e4fee9e70b93d42c29c1b5d2e",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "iDXPFoFAM6NO",
    "outputId": "1bf7d124-5d39-4d9a-84e4-bded267c610c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Brain images\n",
    "\n",
    "IMAGE_PATH = 'brain_image_dir/'\n",
    "\n",
    "draw_category_images('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "_uuid": "6d6b11f3b0f26f1e22993896a20cfd1d90d5c5d1",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "w_E_zszfM6Nf",
    "outputId": "d4de941c-a1cd-4573-bb02-80a7cd4ba329"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bone images\n",
    "\n",
    "IMAGE_PATH = 'bone_image_dir/'\n",
    "\n",
    "draw_category_images('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "w7gtey-COoXH",
    "outputId": "47999a45-15cc-497c-ef53-e9cd73bfd33c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Masks\n",
    "\n",
    "IMAGE_PATH = 'mask_dir/'\n",
    "\n",
    "draw_category_masks('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Uq3CWf1qOoU-"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "aWNjG9-cOoQ2"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gJku1HjNLTKo"
   },
   "source": [
    "## Create a holdout test set\n",
    "\n",
    "This will be set aside and won't be used during training and validation. We will use it later to check how the trained model performs on unseen data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "FpDBhRRCTN42",
    "outputId": "ece7e5a4-d607-4872-a4bf-b7a77a88316c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2480, 13)\n",
      "(20, 13)\n"
     ]
    }
   ],
   "source": [
    "NUM_TEST_IMAGES = 10\n",
    "\n",
    "\n",
    "# get 10 images without hemorrhages\n",
    "\n",
    "df = df_diag[df_diag['Has_Hemorrhage'] == 0]\n",
    "\n",
    "df_no_hem = df.sample(NUM_TEST_IMAGES, random_state=101)\n",
    "\n",
    "# Reset the index.\n",
    "df_no_hem = df_no_hem.reset_index(drop=True)\n",
    "\n",
    "# create a list of images\n",
    "test_images_list = list(df_no_hem['new_mask_fname'])\n",
    "\n",
    "\n",
    "# Select only rows that are not part of the test set.\n",
    "# Note the use of ~ to execute 'not in'.\n",
    "df_diag = df_diag[~df_diag['new_mask_fname'].isin(test_images_list)]\n",
    "\n",
    "\n",
    "# get 10 images with hemorrhages\n",
    "\n",
    "df = df_diag[df_diag['Has_Hemorrhage'] == 1]\n",
    "\n",
    "df_with_hem = df.sample(NUM_TEST_IMAGES, random_state=102)\n",
    "\n",
    "# Reset the index.\n",
    "df_with_hem = df_with_hem.reset_index(drop=True)\n",
    "\n",
    "# create a list of images\n",
    "test_images_list = list(df_with_hem['new_mask_fname'])\n",
    "\n",
    "\n",
    "# Select only rows that are not part of the test set.\n",
    "# Note the use of ~ to execute 'not in'.\n",
    "df_diag = df_diag[~df_diag['new_mask_fname'].isin(test_images_list)]\n",
    "\n",
    "\n",
    "# create the test set\n",
    "df_test = pd.concat([df_with_hem, df_no_hem], axis=0).reset_index(drop=True)\n",
    "\n",
    "\n",
    "\n",
    "print(df_diag.shape)\n",
    "print(df_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "nbQ8hj8aTN2M",
    "outputId": "a0ea133e-18dc-4bc8-b1d7-651240d98681"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
       "      <th>mask_fname</th>\n",
       "      <th>new_mask_fname</th>\n",
       "      <th>image_fname</th>\n",
       "      <th>new_image_fname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
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       "      <td>1</td>\n",
       "      <td>20_HGE_Seg.jpg</td>\n",
       "      <td>49_20_HGE_Seg.jpg</td>\n",
       "      <td>20.jpg</td>\n",
       "      <td>49_20.jpg</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
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       "      <td>1</td>\n",
       "      <td>26_HGE_Seg.jpg</td>\n",
       "      <td>50_26_HGE_Seg.jpg</td>\n",
       "      <td>26.jpg</td>\n",
       "      <td>50_26.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>16.jpg</td>\n",
       "      <td>81_16.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49</td>\n",
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       "      <td>27.jpg</td>\n",
       "      <td>49_27.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
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       "      <td>13_HGE_Seg.jpg</td>\n",
       "      <td>70_13_HGE_Seg.jpg</td>\n",
       "      <td>13.jpg</td>\n",
       "      <td>70_13.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49           20                 0                 0   \n",
       "1             50           26                 0                 1   \n",
       "2             81           16                 0                 0   \n",
       "3             49           27                 0                 1   \n",
       "4             70           13                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \\\n",
       "0             0         1         0                1               1   \n",
       "1             0         0         0                1               1   \n",
       "2             0         0         1                0               1   \n",
       "3             0         0         0                1               1   \n",
       "4             0         1         0                0               1   \n",
       "\n",
       "       mask_fname     new_mask_fname image_fname new_image_fname  \n",
       "0  20_HGE_Seg.jpg  49_20_HGE_Seg.jpg      20.jpg       49_20.jpg  \n",
       "1  26_HGE_Seg.jpg  50_26_HGE_Seg.jpg      26.jpg       50_26.jpg  \n",
       "2  16_HGE_Seg.jpg  81_16_HGE_Seg.jpg      16.jpg       81_16.jpg  \n",
       "3  27_HGE_Seg.jpg  49_27_HGE_Seg.jpg      27.jpg       49_27.jpg  \n",
       "4  13_HGE_Seg.jpg  70_13_HGE_Seg.jpg      13.jpg       70_13.jpg  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8V0D2t6FLJ5c"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "4ea5Cg6DLpWY"
   },
   "source": [
    "## Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_uuid": "15ba9792e6a370b7560330af15b3cfe21185c1cb",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "aHaknxDZM6O8",
    "outputId": "b6761e30-6c68-4d1a-c053-c775bed327ac"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2108, 13)\n",
      "(372, 13)\n"
     ]
    }
   ],
   "source": [
    "# train_test_split\n",
    "\n",
    "\n",
    "# shuffle\n",
    "df_diag = shuffle(df_diag)\n",
    "\n",
    "# reset the index\n",
    "df_diag = df_diag.reset_index(drop=True)\n",
    "\n",
    "# We will stratify by target\n",
    "y = df_diag['Has_Hemorrhage']\n",
    "\n",
    "df_train, df_val = train_test_split(df_diag, test_size=0.15, random_state=107, stratify=y)\n",
    "\n",
    "print(df_train.shape)\n",
    "print(df_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "_uuid": "ca2b267a97f465a4fc7803b072689eb661890168",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "Rtj5Hx4CM6PD",
    "outputId": "90c1cd3e-2653-44e7-ffa6-94fefff14256"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1846\n",
       "1     262\n",
       "Name: Has_Hemorrhage, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['Has_Hemorrhage'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qvhY2uBrpQEn"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jZycSA3bt9zJ"
   },
   "source": [
    "## Save the dataframes as compressed csv files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QCQAlOUTuZ4f"
   },
   "source": [
    "These csv files will allow us to use Pandas chunking to feed images into the generators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "39Ip_vbipPuR"
   },
   "outputs": [],
   "source": [
    "df_diag.to_csv('df_data.csv.gz', compression='gzip', index=False)\n",
    "\n",
    "df_train.to_csv('df_train.csv.gz', compression='gzip', index=False)\n",
    "df_val.to_csv('df_val.csv.gz', compression='gzip', index=False)\n",
    "\n",
    "df_test.to_csv('df_test.csv.gz', compression='gzip', index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3nPf9x6GuUuc"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qAlBmd0vwX2M"
   },
   "source": [
    "## Build the Data Generators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "c_n69fuTwev3"
   },
   "source": [
    "The ouput from a generator does not accumulate in memory. Each output batch overwrites the last one. This means that we can feed large amounts of data into a model without running out of RAM and crashing the kernel. There's a 13GB RAM limit when using a GPU.\n",
    "\n",
    "We will use Pandas chunking and the compressed csv files to feed data into the generators. Using chunking simplifies the code. For example, the last batch that is fed into a generator will be smaller than the others. Pandas chunking will handle this change in batch size automatically which means that we won't need to write code to handle this condition.\n",
    "\n",
    "Chunking is very useful when the csv file data is too large to be loaded into memory i.e. into a single Pandas dataframe.\n",
    "\n",
    "If you would like to understand how generators work please refer to this notebook:<br>\n",
    "https://www.kaggle.com/vbookshelf/python-generators-to-reduce-ram-usage-part-2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow\n",
      "  Downloading tensorflow-2.12.0-cp39-cp39-win_amd64.whl (1.9 kB)\n",
      "Note: you may need to restart the kernel to use updated packages.Collecting tensorflow-intel==2.12.0\n",
      "  Downloading tensorflow_intel-2.12.0-cp39-cp39-win_amd64.whl (272.8 MB)\n",
      "Collecting keras<2.13,>=2.12.0\n",
      "\n",
      "  Downloading keras-2.12.0-py2.py3-none-any.whl (1.7 MB)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "daal4py 2021.5.0 requires daal==2021.4.0, which is not installed.\n",
      "numba 0.55.1 requires numpy<1.22,>=1.18, but you have numpy 1.22.4 which is incompatible.\n",
      "google-cloud-storage 1.31.0 requires google-auth<2.0dev,>=1.11.0, but you have google-auth 2.17.3 which is incompatible.\n",
      "google-cloud-core 1.7.1 requires google-auth<2.0dev,>=1.24.0, but you have google-auth 2.17.3 which is incompatible.\n",
      "google-api-core 1.25.1 requires google-auth<2.0dev,>=1.21.1, but you have google-auth 2.17.3 which is incompatible.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting flatbuffers>=2.0\n",
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      "  Installing build dependencies: started\n",
      "  Installing build dependencies: finished with status 'done'\n",
      "  Getting requirements to build wheel: started\n",
      "  Getting requirements to build wheel: finished with status 'done'\n",
      "    Preparing wheel metadata: started\n",
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      "Building wheels for collected packages: jax\n",
      "  Building wheel for jax (PEP 517): started\n",
      "  Building wheel for jax (PEP 517): finished with status 'done'\n",
      "  Created wheel for jax: filename=jax-0.4.8-py3-none-any.whl size=1439795 sha256=29ed925f541ffe228664c0250b83d119fb05c7f9f37d7d831807de9ffb566324\n",
      "  Stored in directory: c:\\users\\preetham\\appdata\\local\\pip\\cache\\wheels\\05\\94\\dc\\81042da9bced43ff430bc02043d213d9e4b210b584c39e31c1\n",
      "Successfully built jax\n",
      "Installing collected packages: oauthlib, requests-oauthlib, numpy, google-auth, tensorboard-plugin-wit, tensorboard-data-server, protobuf, opt-einsum, ml-dtypes, grpcio, google-auth-oauthlib, absl-py, termcolor, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard, libclang, keras, jax, google-pasta, gast, flatbuffers, astunparse, tensorflow-intel, tensorflow\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.21.5\n",
      "    Uninstalling numpy-1.21.5:\n",
      "      Successfully uninstalled numpy-1.21.5\n",
      "  Attempting uninstall: google-auth\n",
      "    Found existing installation: google-auth 1.33.0\n",
      "    Uninstalling google-auth-1.33.0:\n",
      "      Successfully uninstalled google-auth-1.33.0\n",
      "  Attempting uninstall: protobuf\n",
      "    Found existing installation: protobuf 3.19.1\n",
      "    Uninstalling protobuf-3.19.1:\n",
      "      Successfully uninstalled protobuf-3.19.1\n",
      "  Attempting uninstall: grpcio\n",
      "    Found existing installation: grpcio 1.42.0\n",
      "    Uninstalling grpcio-1.42.0:\n",
      "      Successfully uninstalled grpcio-1.42.0\n",
      "Successfully installed absl-py-1.4.0 astunparse-1.6.3 flatbuffers-23.3.3 gast-0.4.0 google-auth-2.17.3 google-auth-oauthlib-1.0.0 google-pasta-0.2.0 grpcio-1.54.0 jax-0.4.8 keras-2.12.0 libclang-16.0.0 ml-dtypes-0.1.0 numpy-1.22.4 oauthlib-3.2.2 opt-einsum-3.3.0 protobuf-4.22.3 requests-oauthlib-1.3.1 tensorboard-2.12.2 tensorboard-data-server-0.7.0 tensorboard-plugin-wit-1.8.1 tensorflow-2.12.0 tensorflow-estimator-2.12.0 tensorflow-intel-2.12.0 tensorflow-io-gcs-filesystem-0.31.0 termcolor-2.2.0\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Custom>Adadelta': keras.optimizers.adadelta.Adadelta,\n",
       " 'Custom>Adafactor': keras.optimizers.adafactor.Adafactor,\n",
       " 'Custom>Adagrad': keras.optimizers.adagrad.Adagrad,\n",
       " 'Custom>Adam': keras.optimizers.adam.Adam,\n",
       " 'Custom>Adamax': keras.optimizers.adamax.Adamax,\n",
       " 'Custom>AdamW': keras.optimizers.adamw.AdamW,\n",
       " 'Custom>Ftrl': keras.optimizers.ftrl.Ftrl,\n",
       " 'Custom>Nadam': keras.optimizers.nadam.Nadam,\n",
       " 'Custom>RMSprop': keras.optimizers.rmsprop.RMSprop,\n",
       " 'Custom>SGD': keras.optimizers.sgd.SGD,\n",
       " 'Custom>SharpnessAwareMinimization': keras.models.sharpness_aware_minimization.SharpnessAwareMinimization,\n",
       " 'Custom>CustomScaleLayer': keras.applications.inception_resnet_v2.CustomScaleLayer}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.saving.get_custom_objects()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras.utils.generic_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PREETHAM\\anaconda3\\Lib\\site-packages\n"
     ]
    }
   ],
   "source": [
    "from distutils.sysconfig import get_python_lib\n",
    "print(get_python_lib())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting segmentation-models==0.1.2\n",
      "  Downloading segmentation_models-0.1.2-py2.py3-none-any.whl (45 kB)\n",
      "Installing collected packages: segmentation-models\n",
      "  Attempting uninstall: segmentation-models\n",
      "    Found existing installation: segmentation-models 1.0.1\n",
      "    Uninstalling segmentation-models-1.0.1:\n",
      "      Successfully uninstalled segmentation-models-1.0.1\n",
      "Successfully installed segmentation-models-0.1.2\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install segmentation-models==0.1.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: keras in c:\\users\\preetham\\anaconda3\\lib\\site-packages (2.2.4)\n",
      "Collecting keras\n",
      "  Using cached keras-2.12.0-py2.py3-none-any.whl (1.7 MB)\n",
      "Requirement already satisfied: tensorflow in c:\\users\\preetham\\anaconda3\\lib\\site-packages (2.12.0)\n",
      "Requirement already satisfied: tensorflow-intel==2.12.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow) (2.12.0)\n",
      "Requirement already satisfied: libclang>=13.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (16.0.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (3.6.0)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (2.2.0)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.16.0)\n",
      "Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.4.0)\n",
      "Requirement already satisfied: numpy<1.24,>=1.22 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.22.4)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.54.0)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.6.3)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.2.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (3.3.0)\n",
      "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.4.0)\n",
      "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (4.22.3)\n",
      "Requirement already satisfied: packaging in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (21.3)\n",
      "Requirement already satisfied: flatbuffers>=2.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (23.3.3)\n",
      "Requirement already satisfied: wrapt<1.15,>=1.11.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.12.1)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.31.0)\n",
      "Requirement already satisfied: tensorboard<2.13,>=2.12 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (2.12.2)\n",
      "Requirement already satisfied: jax>=0.3.15 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.4.8)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (4.1.1)\n",
      "Requirement already satisfied: tensorflow-estimator<2.13,>=2.12.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (2.12.0)\n",
      "Requirement already satisfied: setuptools in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (61.2.0)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.12.0->tensorflow) (0.37.1)\n",
      "Requirement already satisfied: scipy>=1.7 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow) (1.7.3)\n",
      "Requirement already satisfied: ml-dtypes>=0.0.3 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow) (0.1.0)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.17.3)\n",
      "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.0.0)\n",
      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.7.0)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.8.1)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.0.3)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.27.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.3.4)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (4.2.2)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.2.8)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (4.7.2)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.3.1)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.4.8)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.26.9)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2022.6.15)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.0.4)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.2.2)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging->tensorflow-intel==2.12.0->tensorflow) (3.0.4)\n",
      "Installing collected packages: keras\n",
      "  Attempting uninstall: keras\n",
      "    Found existing installation: Keras 2.2.4\n",
      "    Uninstalling Keras-2.2.4:\n",
      "      Successfully uninstalled Keras-2.2.4\n",
      "Successfully installed keras-2.12.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install --upgrade keras tensorflow\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting keras==2.3.1\n",
      "  Using cached Keras-2.3.1-py2.py3-none-any.whl (377 kB)\n",
      "Requirement already satisfied: keras-applications>=1.0.6 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (1.0.8)\n",
      "Requirement already satisfied: keras-preprocessing>=1.0.5 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (1.1.2)\n",
      "Requirement already satisfied: h5py in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (3.6.0)\n",
      "Requirement already satisfied: pyyaml in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (6.0)\n",
      "Requirement already satisfied: numpy>=1.9.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (1.22.4)\n",
      "Requirement already satisfied: six>=1.9.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (1.16.0)\n",
      "Requirement already satisfied: scipy>=0.14 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras==2.3.1) (1.7.3)\n",
      "Installing collected packages: keras\n",
      "  Attempting uninstall: keras\n",
      "    Found existing installation: keras 2.12.0\n",
      "    Uninstalling keras-2.12.0:\n",
      "      Successfully uninstalled keras-2.12.0\n",
      "Successfully installed keras-2.3.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "tensorflow-intel 2.12.0 requires keras<2.13,>=2.12.0, but you have keras 2.3.1 which is incompatible.\n"
     ]
    }
   ],
   "source": [
    "pip install keras==2.3.1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: segmentation-models in c:\\users\\preetham\\anaconda3\\lib\\site-packages (1.0.1)\n",
      "Requirement already satisfied: image-classifiers==1.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from segmentation-models) (1.0.0)\n",
      "Requirement already satisfied: keras-applications<=1.0.8,>=1.0.7 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from segmentation-models) (1.0.8)\n",
      "Requirement already satisfied: efficientnet==1.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from segmentation-models) (1.0.0)\n",
      "Requirement already satisfied: scikit-image in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from efficientnet==1.0.0->segmentation-models) (0.19.2)\n",
      "Requirement already satisfied: numpy>=1.9.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras-applications<=1.0.8,>=1.0.7->segmentation-models) (1.22.4)\n",
      "Requirement already satisfied: h5py in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras-applications<=1.0.8,>=1.0.7->segmentation-models) (3.6.0)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (21.3)\n",
      "Requirement already satisfied: networkx>=2.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (2.7.1)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (9.0.1)\n",
      "Requirement already satisfied: imageio>=2.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (2.9.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (2021.7.2)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (1.3.0)\n",
      "Requirement already satisfied: scipy>=1.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models) (1.7.3)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging>=20.0->scikit-image->efficientnet==1.0.0->segmentation-models) (3.0.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install --upgrade segmentation-models\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: efficientnet in c:\\users\\preetham\\anaconda3\\lib\\site-packages (1.0.0)\n",
      "Requirement already satisfied: scikit-image in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from efficientnet) (0.19.2)\n",
      "Requirement already satisfied: keras-applications<=1.0.8,>=1.0.7 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from efficientnet) (1.0.8)\n",
      "Requirement already satisfied: numpy>=1.9.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras-applications<=1.0.8,>=1.0.7->efficientnet) (1.22.4)\n",
      "Requirement already satisfied: h5py in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras-applications<=1.0.8,>=1.0.7->efficientnet) (3.6.0)\n",
      "Requirement already satisfied: networkx>=2.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (2.7.1)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (1.3.0)\n",
      "Requirement already satisfied: scipy>=1.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (1.7.3)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (21.3)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,!=8.3.0,>=6.1.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (9.0.1)\n",
      "Requirement already satisfied: imageio>=2.4.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (2.9.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet) (2021.7.2)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging>=20.0->scikit-image->efficientnet) (3.0.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install efficientnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Collecting keras<2.13,>=2.12.0\n",
      "  Using cached keras-2.12.0-py2.py3-none-any.whl (1.7 MB)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.31.0)\n",
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      "Requirement already satisfied: numpy<1.24,>=1.22 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.22.4)\n",
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      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.0.4)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.2.2)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging->tensorflow-intel==2.12.0->tensorflow) (3.0.4)\n",
      "Installing collected packages: keras\n",
      "  Attempting uninstall: keras\n",
      "    Found existing installation: Keras 2.3.1\n",
      "    Uninstalling Keras-2.3.1:\n",
      "      Successfully uninstalled Keras-2.3.1\n",
      "Successfully installed keras-2.12.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: h5py in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from keras-applications<=1.0.8,>=1.0.7->segmentation-models==1.0.1) (3.6.0)\n",
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      "Requirement already satisfied: packaging>=20.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from scikit-image->efficientnet==1.0.0->segmentation-models==1.0.1) (21.3)\n",
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      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install segmentation-models==1.0.1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow in c:\\users\\preetham\\anaconda3\\lib\\site-packages (2.12.0)\n",
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      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.26.9)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2022.6.15)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.3)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.2.2)\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from packaging->tensorflow-intel==2.12.0->tensorflow) (3.0.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install tensorflow\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 97
    },
    "colab_type": "code",
    "id": "zwPKNLmKlfzr",
    "outputId": "5f9f8514-0782-4bd2-a8ee-46177203d34c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segmentation Models: using `keras` framework.\n"
     ]
    }
   ],
   "source": [
    "import segmentation_models as sm \n",
    "\n",
    "BACKBONE = 'densenet121'\n",
    "preprocess_input = sm.get_preprocessing(BACKBONE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UmVkK7vkwZr9"
   },
   "source": [
    "### [ 1 ] Train Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8VvVDKZ1j6IV"
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def train_generator(batch_size=10):\n",
    "    \n",
    "    while True:\n",
    "        \n",
    "        # load the data in chunks (batches)\n",
    "        for df in pd.read_csv('df_train.csv.gz', chunksize=batch_size):\n",
    "            \n",
    "            # get the list of images\n",
    "            image_id_list = list(df['new_image_fname'])\n",
    "            mask_id_list = list(df['new_mask_fname'])\n",
    "            \n",
    "            # Create empty X matrix - 3 channels\n",
    "            X_train = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), dtype=np.uint8)\n",
    "            \n",
    "            # create empty Y matrix - 1 channel\n",
    "            Y_train = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, 1))\n",
    "\n",
    "        \n",
    "            \n",
    "            # Create X_train\n",
    "            #================\n",
    "            \n",
    "            for i in range(0, len(image_id_list)):\n",
    "              \n",
    "              \n",
    "                # get the image and mask\n",
    "                image_id = image_id_list[i]\n",
    "                mask_id = mask_id_list[i]\n",
    "              \n",
    "                \n",
    "\n",
    "                # set the path to the image\n",
    "                path = 'brain_image_dir/' + image_id\n",
    "\n",
    "                # read the image\n",
    "                image = cv2.imread(path)\n",
    "                \n",
    "                # convert to from BGR to RGB\n",
    "                image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "                \n",
    "                # resize the image\n",
    "                image = cv2.resize(image, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                \n",
    "            \n",
    "            \n",
    "            # Create Y_train\n",
    "            # ===============\n",
    "                \n",
    " \n",
    "\n",
    "                # set the path to the mask\n",
    "                path = 'mask_dir/' + mask_id\n",
    "\n",
    "                # read the mask\n",
    "                mask = cv2.imread(path, cv2.IMREAD_UNCHANGED)\n",
    "                \n",
    "                # resize the mask\n",
    "                mask = cv2.resize(mask, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                # expand dims from (800,600) to (800,600,1)\n",
    "                mask = np.expand_dims(mask, axis=-1)\n",
    "         \n",
    "                \n",
    "                \n",
    "              \n",
    "              \n",
    "              \n",
    "            # Augment the image and mask\n",
    "            # ===========================\n",
    "            \n",
    "                aug_image, aug_mask = augment_image_and_mask(aug_types, image, mask)\n",
    "              \n",
    "                # insert the image into X_train\n",
    "                X_train[i] = aug_image\n",
    "                \n",
    "                # insert the image into Y_train\n",
    "                Y_train[i] = aug_mask\n",
    "                \n",
    "                \n",
    "                \n",
    "                \n",
    "                \n",
    "            # Normalize the images\n",
    "            X_train = X_train/255\n",
    "\n",
    "            yield X_train, Y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "l3hniWRIu1sd",
    "outputId": "de95c8d4-462e-4494-93a5-fa9e1c34c02d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10, 256, 256, 3)\n",
      "(10, 256, 256, 1)\n"
     ]
    }
   ],
   "source": [
    "# Test the generator\n",
    "\n",
    "# initialize\n",
    "train_gen = train_generator(batch_size=10)\n",
    "\n",
    "# run the generator\n",
    "X_train, Y_train = next(train_gen)\n",
    "\n",
    "print(X_train.shape)\n",
    "print(Y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "ffbfyOhuu1p5",
    "outputId": "9309be6f-e1b7-44fe-8948-ceca232a1ef2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2439f551940>"
      ]
     },
     "execution_count": 38,
     "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": [
    "img = X_train[7,:,:,:]\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "BkW153VbZipi",
    "outputId": "7be96c82-f7a2-4669-8a04-ec846bebef38"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a0b89790>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m1dPnGkNE7I6I9dn9/cAWYMphZpkLPBARHRGxDWgDZlcirJkNjbe1j0HSNOA9wM+yoWskbZC0TNL4bGwKsLNstnZ6KBJJCyW1SmrtouPtJzezqul3MUgaDTwIXBcRrwJfBU4BZgG7gdsPTtrD7JEMRCyNiJaIaGmk+e3mNrMq6lcxSGqkVAr3RcS3ASJiT0QUIqIIfJ03Nxfagalls58A7KpcZDOrtv58KiHgG8CWiPhS2fjkssk+DGzM7q8C5klqljQdmAGsrVxkM6u2/nwqcT7wMeApSU9kYzcAV0maRWkzYTvwSYCI2CRpBbCZ0icai/yJhNnwoohk83/oQ0i/BH4DvFTrLP0wkeGRE4ZP1uGSE4ZP1p5ynhQRx/Rn5rooBgBJrRHRUuscfRkuOWH4ZB0uOWH4ZB1sTh8SbWYJF4OZJeqpGJbWOkA/DZecMHyyDpecMHyyDipn3exjMLP6UU9rDGZWJ2peDJIuzU7PbpO0pNZ5DiVpu6SnslPLW7OxCZIekfRsdju+r9epQq5lkvZK2lg21muuWp4K30vWujtt/zCXGKir5Tokl0KIiJp9AXngOeBkoAl4EphZy0w9ZNwOTDxk7BZgSXZ/CfDFGuS6EDgb2NhXLmBmtmybgenZMs/XOOtNwF/2MG3NsgKTgbOz+2OAZ7I8dbVcD5OzYsu01msMs4G2iHg+IjqBByidtl3v5gLLs/vLgSuGOkBErAFePmS4t1w1PRW+l6y9qVnW6P0SA3W1XA+TszdvO2eti6Ffp2jXWAA/kLRO0sJsbFJE7IbSDwk4tmbp3qq3XPW6nAd82n61HXKJgbpdrpW8FEK5WhdDv07RrrHzI+Js4DJgkaQLax1oAOpxOQ/qtP1q6uESA71O2sPYkGWt9KUQytW6GOr+FO2I2JXd7gUeorQKtufg2aXZ7d7aJXyL3nLV3XKOOj1tv6dLDFCHy7Xal0KodTE8DsyQNF1SE6VrRa6qcaY3SBqVXecSSaOAiymdXr4KmJ9NNh9YWZuEid5y1d2p8PV42n5vlxigzpbrkFwKYSj29vaxh/VySntVnwNurHWeQ7KdTGlv7pPApoP5gHcBq4Fns9sJNch2P6XVxS5KfxEWHC4XcGO2jLcCl9VB1n8HngI2ZL+4k2udFbiA0ir2BuCJ7Ovyeluuh8lZsWXqIx/NLFHrTQkzq0MuBjNLuBjMLOFiMLOEi8HMEi4GM0u4GMws4WIws8T/AzcVUwvOtO4YAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print the mask in Y_train\n",
    "\n",
    "msk = Y_train[7,:,:,0]\n",
    "plt.imshow(msk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "Fz00UmkGZimt",
    "outputId": "4342e8ec-170b-48b2-b91f-ef0797aa9868"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a0bac430>"
      ]
     },
     "execution_count": 40,
     "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": [
    "plt.imshow(img, cmap='gray')\n",
    "plt.imshow(msk, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "UorQTjP1Zijt"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Ij3dW3H-uNW0"
   },
   "source": [
    "### [ 2 ] Val Generator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Pk5DDEHKZigK"
   },
   "outputs": [],
   "source": [
    "def val_generator(batch_size=10):\n",
    "    \n",
    "    while True:\n",
    "        \n",
    "        # load the data in chunks (batches)\n",
    "        for df in pd.read_csv('df_val.csv.gz', chunksize=batch_size):\n",
    "            \n",
    "            # get the list of images\n",
    "            image_id_list = list(df['new_image_fname'])\n",
    "            mask_id_list = list(df['new_mask_fname'])\n",
    "            \n",
    "            # Create empty X matrix - 3 channels\n",
    "            X_val = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), dtype=np.uint8)\n",
    "            \n",
    "            # create empty Y matrix - 1 channel\n",
    "            Y_val = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, 1))\n",
    "\n",
    "        \n",
    "            \n",
    "            # Create X_val\n",
    "            #================\n",
    "            \n",
    "            for i, image_id in enumerate(image_id_list):\n",
    "                \n",
    "\n",
    "                # set the path to the image\n",
    "                path = 'brain_image_dir/' + image_id\n",
    "\n",
    "                # read the image\n",
    "                image = cv2.imread(path)\n",
    "                \n",
    "                # convert to from BGR to RGB\n",
    "                image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "                \n",
    "                # resize the image\n",
    "                image = cv2.resize(image, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                # insert the image into X_train\n",
    "                X_val[i] = image\n",
    "            \n",
    "            \n",
    "            # Create Y_val\n",
    "            # ===============\n",
    "                \n",
    "            for j, mask_id in enumerate(mask_id_list):\n",
    "\n",
    "                # set the path to the mask\n",
    "                path = 'mask_dir/' + mask_id\n",
    "\n",
    "                # read the mask\n",
    "                mask = cv2.imread(path, cv2.IMREAD_UNCHANGED)\n",
    "                \n",
    "                # resize the mask\n",
    "                mask = cv2.resize(mask, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                # expand dims from (800,600) to (800,600,1)\n",
    "                mask = np.expand_dims(mask, axis=-1)\n",
    "                \n",
    "                \n",
    "                \n",
    "                \n",
    "                # insert the image into Y_train\n",
    "                Y_val[j] = mask\n",
    "                \n",
    "            \n",
    "            # Normalize the images\n",
    "            X_val = X_val/255\n",
    "            \n",
    "            yield X_val, Y_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "O5Mr2yLcZidT",
    "outputId": "4ffe5946-ef0a-402d-fb7a-d075624ae3b6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10, 256, 256, 3)\n",
      "(10, 256, 256, 1)\n"
     ]
    }
   ],
   "source": [
    "# Test the generator\n",
    "\n",
    "# initialize\n",
    "val_gen = val_generator(batch_size=10)\n",
    "\n",
    "# run the generator\n",
    "X_val, Y_val = next(val_gen)\n",
    "\n",
    "print(X_val.shape)\n",
    "print(Y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "Y3qOQKGRZiaL",
    "outputId": "869f15cd-c775-4adf-8f75-9444365fe22d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a0ded430>"
      ]
     },
     "execution_count": 43,
     "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": [
    "# print the image from X_val\n",
    "\n",
    "img = X_val[7,:,:,:]\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "ODM5m_IXuw8f",
    "outputId": "a8251bbd-f8d3-4c9f-b729-468762caad8a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a2417520>"
      ]
     },
     "execution_count": 44,
     "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": [
    "# print the mask from Y_val\n",
    "\n",
    "msk = Y_val[7,:,:,0]\n",
    "plt.imshow(msk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "fC0YYkqcuw4P",
    "outputId": "526bca8b-ad45-4326-a20c-ef6b3ae1b903"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243964020d0>"
      ]
     },
     "execution_count": 45,
     "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": [
    "# Combine the mask and the image\n",
    "\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.imshow(msk, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Kko5ziSxuw0_"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "9EVZXAr8NpJc"
   },
   "source": [
    "### [ 3 ] Test Generator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zJFiJbCmSOzW"
   },
   "source": [
    "In this test generator we will output both the test images (X_test) and the test masks (Y_test). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HvUDCzhxNocA"
   },
   "outputs": [],
   "source": [
    "def test_generator(batch_size=1):\n",
    "    \n",
    "    while True:\n",
    "        \n",
    "        # load the data in chunks (batches)\n",
    "        for df in pd.read_csv('df_test.csv.gz', chunksize=batch_size):\n",
    "            \n",
    "            # get the list of images\n",
    "            image_id_list = list(df['new_image_fname'])\n",
    "            mask_id_list = list(df['new_mask_fname'])\n",
    "            \n",
    "            # Create empty X matrix - 3 channels\n",
    "            X_test = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), dtype=np.uint8)\n",
    "            \n",
    "            # create empty Y matrix - 1 channel\n",
    "            Y_test = np.zeros((len(df), IMAGE_HEIGHT, IMAGE_WIDTH, 1))\n",
    "            \n",
    "\n",
    "\n",
    "            \n",
    "            # Create X_test\n",
    "            #================\n",
    "            \n",
    "            for i, image_id in enumerate(image_id_list):\n",
    "                \n",
    "\n",
    "                # set the path to the image\n",
    "                path = 'brain_image_dir/' + image_id\n",
    "\n",
    "                # read the image\n",
    "                image = cv2.imread(path)\n",
    "           \n",
    "                \n",
    "                # convert to from BGR to RGB\n",
    "                image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "                \n",
    "                # resize the image\n",
    "                image = cv2.resize(image, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                # insert the image into X_train\n",
    "                X_test[i] = image\n",
    "                \n",
    "             \n",
    "            # Create Y_test\n",
    "            # ===============\n",
    "                \n",
    "            for j, mask_id in enumerate(mask_id_list):\n",
    "\n",
    "                # set the path to the mask\n",
    "                path = 'mask_dir/' + mask_id\n",
    "\n",
    "                # read the mask\n",
    "                mask = cv2.imread(path, cv2.IMREAD_UNCHANGED)\n",
    "                \n",
    "                # resize the mask\n",
    "                mask = cv2.resize(mask, (IMAGE_HEIGHT, IMAGE_WIDTH))\n",
    "                \n",
    "                # expand dims from (800,600) to (800,600,1)\n",
    "                mask = np.expand_dims(mask, axis=-1)\n",
    "                \n",
    "                \n",
    "                \n",
    "                \n",
    "                # insert the image into Y_train\n",
    "                Y_test[j] = mask\n",
    "            \n",
    "            \n",
    "            # Normalize the images\n",
    "            X_test = X_test/255\n",
    "            \n",
    "            yield X_test, Y_test\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "kMR3qsCJNoYY",
    "outputId": "6712757e-7a6a-4c11-9345-987d2c091864"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15, 256, 256, 3)\n",
      "(15, 256, 256, 1)\n"
     ]
    }
   ],
   "source": [
    "# Test the generator\n",
    "\n",
    "# initialize\n",
    "test_gen = test_generator(batch_size=15)\n",
    "\n",
    "# run the generator\n",
    "X_test, Y_test = next(test_gen)\n",
    "\n",
    "print(X_test.shape)\n",
    "print(Y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "t4wMC6CANoTc",
    "outputId": "f0ec6e0f-3260-46d8-8a36-e49c822a5367"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a2685160>"
      ]
     },
     "execution_count": 48,
     "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": [
    "# print the image from X_test\n",
    "\n",
    "img = X_test[14,:,:,:]\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "zMI7afntOamI",
    "outputId": "84eb94dc-b529-417c-c9ec-1ec6cf559073"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a287c2e0>"
      ]
     },
     "execution_count": 49,
     "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": [
    "# print the mask from Y_test\n",
    "\n",
    "msk = Y_test[14,:,:,0]\n",
    "plt.imshow(msk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "JqWAF4q1SOzm",
    "outputId": "9d0bfaa4-55e6-47fa-9537-5d6f5a6089c4",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243a28a5970>"
      ]
     },
     "execution_count": 50,
     "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": [
    "# Combine the mask and the image\n",
    "\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.imshow(msk, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tFWMN1InxNbn"
   },
   "source": [
    "## Model Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "TtdRNebmu-N3"
   },
   "outputs": [],
   "source": [
    "from keras.models import Model, load_model\n",
    "from keras.layers import Input, UpSampling2D\n",
    "from keras.layers.core import Dropout, Lambda\n",
    "from keras.layers.convolutional import Conv2D, Conv2DTranspose\n",
    "from keras.layers.pooling import MaxPooling2D\n",
    "from tensorflow.keras.layers import concatenate\n",
    "from keras.callbacks import EarlyStopping, ModelCheckpoint\n",
    "from keras import backend as K\n",
    "\n",
    "from keras.callbacks import (EarlyStopping, ReduceLROnPlateau, \n",
    "                                        ModelCheckpoint, CSVLogger, LearningRateScheduler)\n",
    "\n",
    "\n",
    "from keras.optimizers import Adam\n",
    "from keras.losses import binary_crossentropy\n",
    "\n",
    "from keras.initializers import he_normal \n",
    "\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WyKJIFfMTtuC"
   },
   "outputs": [],
   "source": [
    "#! pip install segmentation-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "bqm77A29Sgr8"
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "from segmentation_models import Unet, FPN\n",
    "from segmentation_models import  get_preprocessing # this line has an error in the docs\n",
    "\n",
    "from segmentation_models.losses import bce_jaccard_loss\n",
    "from segmentation_models.metrics import iou_score\n",
    "\n",
    "from segmentation_models.losses import dice_loss\n",
    "#from segmentation_models.metrics import dice_score\n",
    "\n",
    "from segmentation_models.utils import set_trainable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 547
    },
    "colab_type": "code",
    "id": "87IKb0VzSi58",
    "outputId": "3c9a0187-a4b8-4596-8789-39a102f37562"
   },
   "outputs": [],
   "source": [
    "#preprocess = get_preprocessing('resnet101') # for resnet, img = (img-110.0)/1.0\n",
    "\n",
    "BACKBONE = 'densenet121'\n",
    "preprocess_input = get_preprocessing(BACKBONE)\n",
    "\n",
    "# Note that the model takes 3-channel images as input\n",
    "model = Unet(BACKBONE, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), \n",
    "             #freeze_encoder=False,\n",
    "             classes=1, \n",
    "             encoder_weights='imagenet',\n",
    "             activation='sigmoid')\n",
    "\n",
    "#model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "doE9X1K8Sitd"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "44aJce_1VwFO"
   },
   "source": [
    "## Create X_test\n",
    "Here we will use the test generator with a batch size of len(df_test) to create X_test and Y_test. Because the batch size is equal to the number of rows in df_test, the generator will ouput the entire\n",
    "test set (100 rows) as a matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "colab_type": "code",
    "id": "XGzT6j-WVwrC",
    "outputId": "e9730068-a946-48ab-9a0c-b12b43ad3f61"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20, 256, 256, 3)\n",
      "(20, 256, 256, 1)\n"
     ]
    }
   ],
   "source": [
    "# initialize\n",
    "test_gen = test_generator(batch_size=len(df_test))\n",
    "\n",
    "# run the generator\n",
    "X_test, Y_test = next(test_gen)\n",
    "\n",
    "print(X_test.shape)\n",
    "print(Y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "92TTU4FhVwmf"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_krkC31sx81p"
   },
   "source": [
    "## Train the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qxVDEJDfu-Hg"
   },
   "outputs": [],
   "source": [
    "num_train_samples = len(df_train)\n",
    "num_val_samples = len(df_val)\n",
    "train_batch_size = BATCH_SIZE\n",
    "val_batch_size = BATCH_SIZE\n",
    "\n",
    "# determine numtrain steps\n",
    "train_steps = np.ceil(num_train_samples / train_batch_size)\n",
    "# determine num val steps\n",
    "val_steps = np.ceil(num_val_samples / val_batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "WqBtkIHiu-ER",
    "outputId": "b21a30db-20c2-44e8-f7c8-8f1ee397ba41",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/40\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[1;32mIn [56]\u001b[0m, in \u001b[0;36m<cell line: 20>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     12\u001b[0m callbacks \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m     13\u001b[0m     EarlyStopping(patience\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m),\n\u001b[0;32m     14\u001b[0m     ModelCheckpoint(filepath\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel.h5\u001b[39m\u001b[38;5;124m\"\u001b[39m, monitor\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mval_loss\u001b[39m\u001b[38;5;124m\"\u001b[39m, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, save_best_only\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmin\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m     15\u001b[0m     ReduceLROnPlateau(monitor\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mval_loss\u001b[39m\u001b[38;5;124m\"\u001b[39m, factor\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m, patience\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmin\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m     16\u001b[0m     CSVLogger(filename\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtraining_log.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m, separator\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m, append\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m     17\u001b[0m ]\n\u001b[0;32m     19\u001b[0m \u001b[38;5;66;03m# Train the model\u001b[39;00m\n\u001b[1;32m---> 20\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m     21\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtrain_gen\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m     22\u001b[0m \u001b[43m    \u001b[49m\u001b[43msteps_per_epoch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain_steps\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m     23\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m40\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m     24\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_gen\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m     25\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvalidation_steps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mval_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     26\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcallbacks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     27\u001b[0m \u001b[43m    \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\n\u001b[0;32m     28\u001b[0m \u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\utils\\traceback_utils.py:65\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     63\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 65\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m     66\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m     67\u001b[0m     filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\engine\\training.py:1685\u001b[0m, in \u001b[0;36mModel.fit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[0;32m   1677\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m tf\u001b[38;5;241m.\u001b[39mprofiler\u001b[38;5;241m.\u001b[39mexperimental\u001b[38;5;241m.\u001b[39mTrace(\n\u001b[0;32m   1678\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m   1679\u001b[0m     epoch_num\u001b[38;5;241m=\u001b[39mepoch,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1682\u001b[0m     _r\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m   1683\u001b[0m ):\n\u001b[0;32m   1684\u001b[0m     callbacks\u001b[38;5;241m.\u001b[39mon_train_batch_begin(step)\n\u001b[1;32m-> 1685\u001b[0m     tmp_logs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1686\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data_handler\u001b[38;5;241m.\u001b[39mshould_sync:\n\u001b[0;32m   1687\u001b[0m         context\u001b[38;5;241m.\u001b[39masync_wait()\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback.<locals>.error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    148\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 150\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    152\u001b[0m   filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:894\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    891\u001b[0m compiler \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxla\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnonXla\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    893\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m OptionalXlaContext(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_jit_compile):\n\u001b[1;32m--> 894\u001b[0m   result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m    896\u001b[0m new_tracing_count \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexperimental_get_tracing_count()\n\u001b[0;32m    897\u001b[0m without_tracing \u001b[38;5;241m=\u001b[39m (tracing_count \u001b[38;5;241m==\u001b[39m new_tracing_count)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\polymorphic_function.py:959\u001b[0m, in \u001b[0;36mFunction._call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    955\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m  \u001b[38;5;66;03m# Fall through to cond-based initialization.\u001b[39;00m\n\u001b[0;32m    956\u001b[0m   \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    957\u001b[0m     \u001b[38;5;66;03m# Lifting succeeded, so variables are initialized and we can run the\u001b[39;00m\n\u001b[0;32m    958\u001b[0m     \u001b[38;5;66;03m# no_variable_creation function.\u001b[39;00m\n\u001b[1;32m--> 959\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_no_variable_creation_fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m    960\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    961\u001b[0m   _, _, filtered_flat_args \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m    962\u001b[0m       \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_variable_creation_fn\u001b[38;5;241m.\u001b[39m_function_spec  \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n\u001b[0;32m    963\u001b[0m       \u001b[38;5;241m.\u001b[39mcanonicalize_function_inputs(\n\u001b[0;32m    964\u001b[0m           args, kwds))\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\tracing_compiler.py:143\u001b[0m, in \u001b[0;36mTracingCompiler.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    140\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m    141\u001b[0m   (concrete_function,\n\u001b[0;32m    142\u001b[0m    filtered_flat_args) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_define_function(args, kwargs)\n\u001b[1;32m--> 143\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mconcrete_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_flat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    144\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfiltered_flat_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcaptured_inputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconcrete_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcaptured_inputs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\monomorphic_function.py:1757\u001b[0m, in \u001b[0;36mConcreteFunction._call_flat\u001b[1;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[0;32m   1753\u001b[0m possible_gradient_type \u001b[38;5;241m=\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPossibleTapeGradientTypes(args)\n\u001b[0;32m   1754\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (possible_gradient_type \u001b[38;5;241m==\u001b[39m gradients_util\u001b[38;5;241m.\u001b[39mPOSSIBLE_GRADIENT_TYPES_NONE\n\u001b[0;32m   1755\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m executing_eagerly):\n\u001b[0;32m   1756\u001b[0m   \u001b[38;5;66;03m# No tape is watching; skip to running the function.\u001b[39;00m\n\u001b[1;32m-> 1757\u001b[0m   \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_call_outputs(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_inference_function\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   1758\u001b[0m \u001b[43m      \u001b[49m\u001b[43mctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcancellation_manager\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcancellation_manager\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m   1759\u001b[0m forward_backward \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_select_forward_and_backward_functions(\n\u001b[0;32m   1760\u001b[0m     args,\n\u001b[0;32m   1761\u001b[0m     possible_gradient_type,\n\u001b[0;32m   1762\u001b[0m     executing_eagerly)\n\u001b[0;32m   1763\u001b[0m forward_function, args_with_tangents \u001b[38;5;241m=\u001b[39m forward_backward\u001b[38;5;241m.\u001b[39mforward()\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\polymorphic_function\\monomorphic_function.py:381\u001b[0m, in \u001b[0;36m_EagerDefinedFunction.call\u001b[1;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[0;32m    379\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _InterpolateFunctionError(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m    380\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m cancellation_manager \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 381\u001b[0m     outputs \u001b[38;5;241m=\u001b[39m \u001b[43mexecute\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    382\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msignature\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    383\u001b[0m \u001b[43m        \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_outputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    384\u001b[0m \u001b[43m        \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    385\u001b[0m \u001b[43m        \u001b[49m\u001b[43mattrs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    386\u001b[0m \u001b[43m        \u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mctx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    387\u001b[0m   \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    388\u001b[0m     outputs \u001b[38;5;241m=\u001b[39m execute\u001b[38;5;241m.\u001b[39mexecute_with_cancellation(\n\u001b[0;32m    389\u001b[0m         \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msignature\u001b[38;5;241m.\u001b[39mname),\n\u001b[0;32m    390\u001b[0m         num_outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_outputs,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    393\u001b[0m         ctx\u001b[38;5;241m=\u001b[39mctx,\n\u001b[0;32m    394\u001b[0m         cancellation_manager\u001b[38;5;241m=\u001b[39mcancellation_manager)\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py:52\u001b[0m, in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m     50\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m     51\u001b[0m   ctx\u001b[38;5;241m.\u001b[39mensure_initialized()\n\u001b[1;32m---> 52\u001b[0m   tensors \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_Execute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop_name\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     53\u001b[0m \u001b[43m                                      \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattrs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_outputs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     54\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m     55\u001b[0m   \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Initialize the generators\n",
    "train_gen = train_generator(batch_size=BATCH_SIZE)\n",
    "val_gen = val_generator(batch_size=BATCH_SIZE)\n",
    "\n",
    "model.compile(\n",
    "    optimizer=Adam(learning_rate=0.0001),\n",
    "    loss=dice_loss,\n",
    "    metrics=[iou_score],\n",
    ")\n",
    "\n",
    "# Define callbacks\n",
    "callbacks = [\n",
    "    EarlyStopping(patience=5, verbose=1),\n",
    "    ModelCheckpoint(filepath=\"model.h5\", monitor=\"val_loss\", verbose=1, save_best_only=True, mode=\"min\"),\n",
    "    ReduceLROnPlateau(monitor=\"val_loss\", factor=0.5, patience=2, verbose=1, mode=\"min\"),\n",
    "    CSVLogger(filename=\"training_log.csv\", separator=\",\", append=False)\n",
    "]\n",
    "\n",
    "# Train the model\n",
    "history = model.fit(\n",
    "    train_gen, \n",
    "    steps_per_epoch=train_steps, \n",
    "    epochs=40, \n",
    "    validation_data=val_gen, \n",
    "    validation_steps=val_steps,\n",
    "    callbacks=callbacks,\n",
    "    verbose=1\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Qgmz_hbOSO0C"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9GqAQfSUzX6M"
   },
   "outputs": [],
   "source": [
    "# save the model to google drive\n",
    "\n",
    "Exp = 'Exp_13'\n",
    "\n",
    "path_model = 'C:/Users/PREETHAM/cranial hemm/seg_exp/' + Exp + '/model.h5'\n",
    "\n",
    "model.load_weights('model.h5')\n",
    "\n",
    "model.save(path_model)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "OPw89gKdzX2l"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "sj1I_Ex4zXze"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Rc84QAAzSO0E"
   },
   "source": [
    "## Make a test set prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "oCaMFPoXu9_5",
    "outputId": "05385d08-eeab-475a-9435-ccf80e9559f5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20/20 [==============================] - 13s 417ms/step\n"
     ]
    }
   ],
   "source": [
    "# Make a prediction\n",
    "\n",
    "# initialize the test generator\n",
    "test_gen = test_generator(batch_size=1)\n",
    "\n",
    "model.load_weights('model.h5')\n",
    "predictions = model.predict(test_gen, \n",
    "                                      steps=len(df_test),  \n",
    "                                      verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "id": "3nIMYJunu98m",
    "outputId": "1841ba75-465d-493b-f817-a922b6207385"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'ls' is not recognized as an internal or external command,\n",
      "operable program or batch file.\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eS5-VgXxO-BA"
   },
   "source": [
    "### Threshold the predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "zdvqWTLCPB6k"
   },
   "source": [
    "The predictions are actually probabilities that a pixel is either part of a lung or part of the background. Here we threshold the predictions to convert all values to either 0 or 1.\n",
    "\n",
    "We will use a threshold of 0.7. I got this number by trial and error - try a threshold value and look at the quality of the test set segmentations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "id": "P4IXBYDlu94b",
    "outputId": "a8e8c760-78b1-4eb6-bb32-ed4e2e282348"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "preds_test_thresh = (predictions >= 0.7).astype(np.uint8)\n",
    "\n",
    "preds_test_thresh.shape\n",
    "\n",
    "print(preds_test_thresh.min())\n",
    "print(preds_test_thresh.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "w7uFCxJvZiWM",
    "outputId": "44b26db3-7132-4e32-a0cc-904a03565331"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243aca5eeb0>"
      ]
     },
     "execution_count": 60,
     "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": [
    "# This is a predicted mask\n",
    "\n",
    "mask = preds_test_thresh[3,:,:,0]\n",
    "plt.imshow(mask, cmap='Reds', alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "id": "MN063pY2MEpK",
    "outputId": "cda8b702-0519-4b4e-9bc5-037c1044980b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243acbf74c0>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAANLUlEQVR4nO3dT4yc9X3H8feHNXYqgsQfL8g1TnCQWxVUxYlWbiUqlAo1EC4mh1TOIfIByTkQKZHSg0kOyQUprZrkRiRHQbGqNNRSEuEDakOtSCgXYB0RwLgEAy5sbNmbJlKitDJgvj3MQzP4t+tddubZma3eL2mZ2d88M/v1gN7M8+w841QVkjTsikkPIGn6GAZJDcMgqWEYJDUMg6SGYZDU6C0MSe5O8mKSU0kO9vVzJI1f+ngfQ5IZ4BfA3wALwNPAp6vqhbH/MElj19crhj3Aqap6pareAB4B9vb0sySN2aaeHnc78PrQ9wvAXyy38datW+vmm2/uaRRJAMePH/9VVc2uZtu+wpAl1t61z5LkAHAA4AMf+ABPPjXf0yiSADbN5D9Xu21fuxILwI6h728CzgxvUFWHqmququZmZ1cVMUnrpK8wPA3sSrIzyWZgH3C0p58lacx62ZWoqreSfA74N2AGeLiqTvTxsySNX1/HGKiqx4DH+np8Sf3xnY+SGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLDMEhqGAZJDcMgqWEYJDUMg6SGYZDUMAySGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSY9Mod05yGvgdcBF4q6rmklwH/AtwM3Aa+Nuq+s1oY0paT+N4xfDXVbW7qua67w8Cx6pqF3Cs+17SBtLHrsRe4HB3/TBwbw8/Q1KPRg1DAT9OcjzJgW7txqo6C9Bd3rDUHZMcSDKfZH5xcXHEMSSN00jHGIDbq+pMkhuAx5P8x2rvWFWHgEMAc3NzNeIcksZopFcMVXWmuzwP/AjYA5xLsg2guzw/6pCS1teaw5DkqiRXv3Md+DjwPHAU2N9tth94dNQhJa2vUXYlbgR+lOSdx/nnqvrXJE8DR5LcB7wGfGr0MSWtpzWHoapeAT68xPp/AXeOMpSkyfKdj5IahkFSwzBorIoa/LMGl293l9pYRn0fg/QuVXDx7eLNi28Pvgf+6MoZBseotVEYBo3d4u8v8OyzL0MCCXMfvoXrr9rc3WohNgJ3JTRWf3hl0O0+VHH8F+f5zX+/SdXQuqaaYVB/BiWgLvwPm2eucHdiAzEMGqsQrnnflbxv642QK4Dwvmuu4aotMwx2I6zDRuAxBo1ZseXKGe7401neuHg9Pz15jo988FoMwsZiGDRm4YoMdiE2z1zBnX++bcLzaC0Mg3oweHXgMYWNy2MMkhqGQVLDMEhqGAZJDcMgqWEYJDUMg6SGYZDUMAySGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1VgxDkoeTnE/y/NDadUkeT/JSd3nt0G0PJDmV5MUkd/U1uKT+rOYVw3eBuy9ZOwgcq6pdwLHue5LcCuwDbuvu81CSmbFNK2ldrBiGqnoC+PUly3uBw931w8C9Q+uPVNWFqnoVOAXsGc+oktbLWo8x3FhVZwG6yxu69e3A60PbLXRrkjaQcR98XOovJaslN0wOJJlPMr+4uDjmMSSNYq1hOJdkG0B3eb5bXwB2DG13E3BmqQeoqkNVNVdVc7Ozs2scQ1If1hqGo8D+7vp+4NGh9X1JtiTZCewCnhptREnrbcW/7TrJ94GPAVuTLABfAb4GHElyH/Aa8CmAqjqR5AjwAvAWcH9VXexpdkk9WTEMVfXpZW66c5ntHwQeHGUoSZPlOx8lNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLDMEhqGAZJDcMgqWEYJDUMg6SGYZDUMAySGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1DIOkxophSPJwkvNJnh9a+2qSXyZ5pvu6Z+i2B5KcSvJikrv6GlxSf1bziuG7wN1LrH+zqnZ3X48BJLkV2Afc1t3noSQz4xpW0vpYMQxV9QTw61U+3l7gkaq6UFWvAqeAPSPMJ2kCRjnG8Lkkz3a7Gtd2a9uB14e2WejWGkkOJJlPMr+4uDjCGJLGba1h+BZwC7AbOAt8vVvPEtvWUg9QVYeqaq6q5mZnZ9c4hqQ+rCkMVXWuqi5W1dvAt/nD7sICsGNo05uAM6ONKGm9rSkMSbYNfftJ4J3fWBwF9iXZkmQnsAt4arQRJa23TSttkOT7wMeArUkWgK8AH0uym8FuwmngswBVdSLJEeAF4C3g/qq62MvkknqTqiUPAayrubm5evKp+UmPIf2/tmkmx6tqbjXb+s5HSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLDMEhqGAZJDcMgqWEYJDUMg6SGYZDUMAySGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLDMEhqGAZJjRXDkGRHkp8kOZnkRJLPd+vXJXk8yUvd5bVD93kgyakkLya5q88/gKTxW80rhreAL1bVnwF/Cdyf5FbgIHCsqnYBx7rv6W7bB9wG3A08lGSmj+El9WPFMFTV2ar6WXf9d8BJYDuwFzjcbXYYuLe7vhd4pKouVNWrwClgz5jnltSj93SMIcnNwEeAJ4Ebq+osDOIB3NBtth14fehuC92apA1i1WFI8n7gB8AXquq3l9t0ibVa4vEOJJlPMr+4uLjaMSStg1WFIcmVDKLwvar6Ybd8Lsm27vZtwPlufQHYMXT3m4Azlz5mVR2qqrmqmpudnV3r/JJ6sJrfSgT4DnCyqr4xdNNRYH93fT/w6ND6viRbkuwEdgFPjW9kSX3btIptbgc+AzyX5Jlu7UvA14AjSe4DXgM+BVBVJ5IcAV5g8BuN+6vq4rgHl9SfFcNQVT9l6eMGAHcuc58HgQdHmEvSBPnOR0kNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLDMEhqGAZJDcMgqWEYJDUMg6SGYZDUMAySGoZBUsMwSGoYBkkNwyCpYRgkNQyDpIZhkNQwDJIahkFSwzBIahgGSQ3DIKmxYhiS7EjykyQnk5xI8vlu/atJfpnkme7rnqH7PJDkVJIXk9zV5x9A0vhtWsU2bwFfrKqfJbkaOJ7k8e62b1bVPw5vnORWYB9wG/DHwL8n+ZOqujjOwSX1Z8VXDFV1tqp+1l3/HXAS2H6Zu+wFHqmqC1X1KnAK2DOOYSWtj/d0jCHJzcBHgCe7pc8leTbJw0mu7da2A68P3W2BJUKS5ECS+STzi4uL731ySb1ZdRiSvB/4AfCFqvot8C3gFmA3cBb4+jubLnH3ahaqDlXVXFXNzc7Ovte5JfVoVWFIciWDKHyvqn4IUFXnqupiVb0NfJs/7C4sADuG7n4TcGZ8I0vq22p+KxHgO8DJqvrG0Pq2oc0+CTzfXT8K7EuyJclOYBfw1PhGltS31fxW4nbgM8BzSZ7p1r4EfDrJbga7CaeBzwJU1YkkR4AXGPxG435/IyFtLKlqdv/Xf4hkEfg98KtJz7IKW9kYc8LGmXWjzAkbZ9al5vxgVa3qgN5UhAEgyXxVzU16jpVslDlh48y6UeaEjTPrqHP6lmhJDcMgqTFNYTg06QFWaaPMCRtn1o0yJ2ycWUeac2qOMUiaHtP0ikHSlJh4GJLc3Z2efSrJwUnPc6kkp5M8151aPt+tXZfk8SQvdZfXrvQ4Pcz1cJLzSZ4fWlt2rkmeCr/MrFN32v5lPmJgqp7XdfkohKqa2BcwA7wMfAjYDPwcuHWSMy0x42lg6yVr/wAc7K4fBP5+AnPdAXwUeH6luYBbu+d2C7Cze85nJjzrV4G/W2Lbic0KbAM+2l2/GvhFN89UPa+XmXNsz+mkXzHsAU5V1StV9QbwCIPTtqfdXuBwd/0wcO96D1BVTwC/vmR5ubkmeir8MrMuZ2Kz1vIfMTBVz+tl5lzOe55z0mFY1SnaE1bAj5McT3KgW7uxqs7C4F8ScMPEpnu35eaa1ud5zaft9+2SjxiY2ud1nB+FMGzSYVjVKdoTdntVfRT4BHB/kjsmPdAaTOPzPNJp+31a4iMGlt10ibV1m3XcH4UwbNJhmPpTtKvqTHd5HvgRg5dg5945u7S7PD+5Cd9lubmm7nmuKT1tf6mPGGAKn9e+Pwph0mF4GtiVZGeSzQw+K/LohGf6P0mu6j7nkiRXAR9ncHr5UWB/t9l+4NHJTNhYbq6pOxV+Gk/bX+4jBpiy53VdPgphPY72rnCE9R4GR1VfBr486Xkume1DDI7m/hw48c58wPXAMeCl7vK6Ccz2fQYvF99k8H+E+y43F/Dl7jl+EfjEFMz6T8BzwLPdf7jbJj0r8FcMXmI/CzzTfd0zbc/rZeYc23PqOx8lNSa9KyFpChkGSQ3DIKlhGCQ1DIOkhmGQ1DAMkhqGQVLjfwGezqClqf768gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This is a true mask\n",
    "\n",
    "true_mask = Y_test[3,:,:,0]\n",
    "plt.imshow(true_mask, cmap='Blues', alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xsPyl91kX7QB"
   },
   "source": [
    "## Overlay pred masks, true masks and the x-ray image\n",
    "\n",
    "Red - True Mask<br>\n",
    "Blue - Pred Mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "_kg_hide-input": true,
    "_kg_hide-output": false,
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 808
    },
    "colab_type": "code",
    "id": "Pp-Cm3jvSC9i",
    "outputId": "4861e88e-2357-4a12-d53c-8e61c8129e26",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set up the canvas for the subplots\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.tight_layout()\n",
    "plt.axis('Off')\n",
    "\n",
    "predicted_masks = preds_test_thresh\n",
    "\n",
    "\n",
    "\n",
    "    \n",
    "# image\n",
    "plt.subplot(1,4,1)\n",
    "image = X_test[1,:,:,:] \n",
    "mask = predicted_masks[1, :, :, 0]\n",
    "true_mask = Y_test[1, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,2)\n",
    "image = X_test[2,:,:,:] \n",
    "mask = predicted_masks[2, :, :, 0]\n",
    "true_mask = Y_test[2, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,3)\n",
    "image = X_test[3,:,:,:]\n",
    "mask = predicted_masks[3, :, :, 0]\n",
    "true_mask = Y_test[3, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,4)\n",
    "image = X_test[4,:,:,:] \n",
    "mask = predicted_masks[4, :, :, 0]\n",
    "true_mask = Y_test[4, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "\n",
    "# ============ #\n",
    "\n",
    "\n",
    "# set up the canvas for the subplots\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.tight_layout()\n",
    "plt.axis('Off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,1)\n",
    "image = X_test[5,:,:,:] \n",
    "mask = predicted_masks[5, :, :, 0]\n",
    "true_mask = Y_test[5, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,2)\n",
    "image = X_test[6,:,:,:] \n",
    "mask = predicted_masks[6, :, :, 0]\n",
    "true_mask = Y_test[6, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,3)\n",
    "image = X_test[7,:,:,:] \n",
    "mask = predicted_masks[7, :, :, 0]\n",
    "true_mask = Y_test[7, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,4)\n",
    "image = X_test[8,:,:,:] \n",
    "mask = predicted_masks[8, :, :, 0]\n",
    "true_mask = Y_test[8, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# ============ #\n",
    "\n",
    "\n",
    "# set up the canvas for the subplots\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.tight_layout()\n",
    "plt.axis('Off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,1)\n",
    "image = X_test[9,:,:,:] \n",
    "mask = predicted_masks[9, :, :, 0]\n",
    "true_mask = Y_test[9, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,2)\n",
    "image = X_test[10,:,:,:] \n",
    "mask = predicted_masks[10, :, :, 0]\n",
    "true_mask = Y_test[10, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,3)\n",
    "image = X_test[11,:,:,:] \n",
    "mask = predicted_masks[11, :, :, 0]\n",
    "true_mask = Y_test[11, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "# image\n",
    "plt.subplot(1,4,4)\n",
    "image = X_test[12,:,:,:] \n",
    "mask = predicted_masks[12, :, :, 0]\n",
    "true_mask = Y_test[12, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x243acc11400>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.tight_layout()\n",
    "plt.axis('Off')\n",
    "plt.subplot(1,4,3)\n",
    "image = X_test[3,:,:,:]\n",
    "plt.imshow(image, cmap='gray')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 255.5, 255.5, -0.5)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.tight_layout()\n",
    "plt.axis('Off')\n",
    "\n",
    "predicted_masks = preds_test_thresh\n",
    "plt.subplot(1,4,3)\n",
    "image = X_test[3,:,:,:]\n",
    "mask = predicted_masks[3, :, :, 0]\n",
    "true_mask = Y_test[3, :, :, 0]\n",
    "plt.imshow(image, cmap='gray')\n",
    "plt.imshow(true_mask, cmap='Reds', alpha=0.3)\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.3)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "machine_shape": "hm",
   "name": "Colab Notebook - Intracranial Hemorrhage Analyzer",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}