SM+RN-lambda_0pt001.ipynb

{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "'''\n",
    "This notebook contains the general training module to train the segmentation model.\n",
    "The supervision is guided by the ground-truth segmentation labels and the prediction consistency\n",
    "of RN. At first, we will only use dorsal-to RN to evaluate the prediction performance.\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.utils.data import Dataset as BaseDataset\n",
    "\n",
    "import torch\n",
    "import segmentation_models_pytorch as smp\n",
    "import albumentations as albu\n",
    "\n",
    "import seaborn as sns\n",
    "import pylab as py\n",
    "import pandas as pd\n",
    "\n",
    "from scripts.preprocessing import Dataset\n",
    "from scripts.helper import plot_double_image, plot_triple_image, get_color_img, get_concat_h\n",
    "from scripts.augmentation import get_training_augmentation, get_validation_augmentation, to_tensor, get_preprocessing, get_preprocessing_unlabeled\n",
    "\n",
    "DEVICE = ('cuda:4' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Directories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Assign the location of your datasets\n",
    "\n",
    "DATA_DIR = '/raid/maruf/data-800/'\n",
    "# train set\n",
    "x_train_dir = os.path.join(DATA_DIR, 'train')\n",
    "y_train_dir = os.path.join(DATA_DIR, 'trainannot')\n",
    "# validation set\n",
    "x_valid_dir = os.path.join(DATA_DIR, 'val')\n",
    "y_valid_dir = os.path.join(DATA_DIR, 'valannot')\n",
    "# test set\n",
    "x_test_dir = os.path.join(DATA_DIR, 'test')\n",
    "y_test_dir = os.path.join(DATA_DIR, 'testannot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pretrained Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoder: resnext50\n",
    "# encoder weights: imagenet\n",
    "# segmentation model: FPN \n",
    "\n",
    "ENCODER = 'se_resnext50_32x4d'\n",
    "ENCODER_WEIGHTS = 'imagenet'\n",
    "CLASSES = ['dorsal', 'adipose', 'caudal', 'anal', \n",
    "           'pelvic', 'pectoral', 'head', 'eye', \n",
    "           'caudal-ray', 'alt-ray', 'alt-spine', 'trunk']\n",
    "ACTIVATION = 'sigmoid'\n",
    "# segmentation model with pretrained encoder\n",
    "model = smp.FPN(\n",
    "    encoder_name = ENCODER,\n",
    "    encoder_weights = ENCODER_WEIGHTS,\n",
    "    classes = len(CLASSES),\n",
    "    activation = ACTIVATION,\n",
    ")\n",
    "# preprocessing function for this encoder\n",
    "preprocessing_fn = smp.encoders.get_preprocessing_fn(ENCODER, ENCODER_WEIGHTS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dataset and Dataloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = Dataset(\n",
    "    x_train_dir,\n",
    "    y_train_dir,\n",
    "    augmentation = get_training_augmentation(),\n",
    "    preprocessing = get_preprocessing(preprocessing_fn),\n",
    "    classes = CLASSES,\n",
    ")\n",
    "\n",
    "valid_dataset = Dataset(\n",
    "    x_valid_dir,\n",
    "    y_valid_dir,\n",
    "    augmentation = get_validation_augmentation(),\n",
    "    preprocessing = get_preprocessing(preprocessing_fn),\n",
    "    classes = CLASSES,\n",
    ")\n",
    "\n",
    "test_dataset = Dataset(\n",
    "    x_test_dir,\n",
    "    y_test_dir,\n",
    "    augmentation = get_validation_augmentation(),\n",
    "    preprocessing = get_preprocessing(preprocessing_fn),\n",
    "    classes = CLASSES,\n",
    ")\n",
    "\n",
    "# loading data from the dataset\n",
    "train_loader = DataLoader(train_dataset, batch_size = 8, shuffle=True, num_workers = 12)\n",
    "valid_loader = DataLoader(valid_dataset, batch_size = 1, shuffle=False, num_workers = 4)\n",
    "test_loader = DataLoader(test_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Optimizer, Loss and Metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# optimizers\n",
    "optimizer = torch.optim.Adam([\n",
    "    dict(params = model.parameters(), lr = 0.0001),\n",
    "])\n",
    "\n",
    "# loss = dice lose, metric = iou_score\n",
    "loss = smp.utils.losses.DiceLoss()\n",
    "metrics = [\n",
    "    smp.utils.metrics.IoU(threshold=0.5)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load RN model\n",
    "from scripts.RN import RN\n",
    "rn_model = RN().to(DEVICE)\n",
    "rn_model.load_state_dict(torch.load('saved_models/rn_model.pt'))\n",
    "rn_loss = torch.nn.BCELoss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Iterators for Dataloaders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scripts.utils.train import TrainEpoch, ValidEpoch\n",
    "\n",
    "train_epoch = TrainEpoch(\n",
    "    model,\n",
    "    loss = loss,\n",
    "    metrics = metrics,\n",
    "    optimizer = optimizer,\n",
    "    device = DEVICE,\n",
    "    verbose = True,\n",
    "    rn_model = rn_model,\n",
    "    rn_loss = rn_loss,\n",
    "    lambda_r = 0.001,\n",
    ")\n",
    "\n",
    "valid_epoch = ValidEpoch(\n",
    "    model,\n",
    "    loss = loss,\n",
    "    metrics = metrics,\n",
    "    device = DEVICE,\n",
    "    verbose = True,\n",
    "    rn_model = rn_model,\n",
    "    rn_loss = rn_loss,\n",
    "    lambda_r = 0.001,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Epoch: 0\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.16it/s, dice_loss - 0.0458, RNLoss - 0.02548, iou_score - 0.9157] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.40it/s, dice_loss - 0.05793, RNLoss - 0.0, iou_score - 0.8936]\n",
      "Model saved!\n",
      "\n",
      "Epoch: 1\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.24it/s, dice_loss - 0.0441, RNLoss - 0.1321, iou_score - 0.9191]  \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.66it/s, dice_loss - 0.05804, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 2\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.21it/s, dice_loss - 0.04602, RNLoss - 0.05231, iou_score - 0.9154]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.29it/s, dice_loss - 0.0583, RNLoss - 0.0, iou_score - 0.8929] \n",
      "\n",
      "Epoch: 3\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.20it/s, dice_loss - 0.04393, RNLoss - 0.01299, iou_score - 0.9191] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.64it/s, dice_loss - 0.05819, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 4\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04458, RNLoss - 0.06352, iou_score - 0.918] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.39it/s, dice_loss - 0.05832, RNLoss - 0.0, iou_score - 0.8928]\n",
      "\n",
      "Epoch: 5\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.18it/s, dice_loss - 0.04495, RNLoss - 0.06198, iou_score - 0.9174]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.36it/s, dice_loss - 0.05809, RNLoss - 0.0, iou_score - 0.8933]\n",
      "\n",
      "Epoch: 6\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.20it/s, dice_loss - 0.04476, RNLoss - 0.06779, iou_score - 0.9175]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.14it/s, dice_loss - 0.05798, RNLoss - 0.0, iou_score - 0.8935]\n",
      "\n",
      "Epoch: 7\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.19it/s, dice_loss - 0.04687, RNLoss - 0.04045, iou_score - 0.9138]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.19it/s, dice_loss - 0.05834, RNLoss - 0.0, iou_score - 0.8928]\n",
      "\n",
      "Epoch: 8\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.17it/s, dice_loss - 0.04472, RNLoss - 0.05949, iou_score - 0.9178]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.55it/s, dice_loss - 0.05814, RNLoss - 0.0, iou_score - 0.8932]\n",
      "\n",
      "Epoch: 9\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.08it/s, dice_loss - 0.04473, RNLoss - 0.03868, iou_score - 0.9178]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.90it/s, dice_loss - 0.05795, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 10\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04453, RNLoss - 0.05675, iou_score - 0.918]  \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.75it/s, dice_loss - 0.05815, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 11\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04528, RNLoss - 0.08771, iou_score - 0.9167] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.83it/s, dice_loss - 0.05815, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 12\n",
      "train: 100%|██████████| 37/37 [00:16<00:00,  2.19it/s, dice_loss - 0.04449, RNLoss - 0.0, iou_score - 0.9182]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.42it/s, dice_loss - 0.05829, RNLoss - 0.0, iou_score - 0.8929]\n",
      "\n",
      "Epoch: 13\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.04431, RNLoss - 0.01186, iou_score - 0.9183] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.13it/s, dice_loss - 0.05806, RNLoss - 0.0, iou_score - 0.8933]\n",
      "\n",
      "Epoch: 14\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.15it/s, dice_loss - 0.0444, RNLoss - 0.04501, iou_score - 0.9182] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.53it/s, dice_loss - 0.05788, RNLoss - 0.0, iou_score - 0.8936]\n",
      "Model saved!\n",
      "\n",
      "Epoch: 15\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.0444, RNLoss - 0.02605, iou_score - 0.9185] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.60it/s, dice_loss - 0.05792, RNLoss - 0.0, iou_score - 0.8935]\n",
      "\n",
      "Epoch: 16\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04356, RNLoss - 0.04347, iou_score - 0.9197]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.64it/s, dice_loss - 0.05814, RNLoss - 0.0, iou_score - 0.893] \n",
      "\n",
      "Epoch: 17\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.15it/s, dice_loss - 0.04425, RNLoss - 0.04868, iou_score - 0.9185] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.84it/s, dice_loss - 0.05793, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 18\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04398, RNLoss - 0.008297, iou_score - 0.9192]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.32it/s, dice_loss - 0.0581, RNLoss - 0.0, iou_score - 0.8932] \n",
      "\n",
      "Epoch: 19\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.09it/s, dice_loss - 0.04464, RNLoss - 0.1126, iou_score - 0.9177] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.10it/s, dice_loss - 0.05799, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 20\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.07it/s, dice_loss - 0.04511, RNLoss - 0.02942, iou_score - 0.9168]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.30it/s, dice_loss - 0.05803, RNLoss - 0.0, iou_score - 0.8933]\n",
      "\n",
      "Epoch: 21\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04331, RNLoss - 0.06839, iou_score - 0.9199]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.86it/s, dice_loss - 0.05823, RNLoss - 0.0, iou_score - 0.893] \n",
      "\n",
      "Epoch: 22\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04273, RNLoss - 0.04647, iou_score - 0.9213]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.80it/s, dice_loss - 0.05823, RNLoss - 0.0, iou_score - 0.8929]\n",
      "\n",
      "Epoch: 23\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04361, RNLoss - 0.02712, iou_score - 0.9196]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.05it/s, dice_loss - 0.05813, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 24\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04438, RNLoss - 0.07467, iou_score - 0.9181]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.19it/s, dice_loss - 0.05825, RNLoss - 0.0, iou_score - 0.8929]\n",
      "\n",
      "Epoch: 25\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04411, RNLoss - 0.01957, iou_score - 0.9189]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.73it/s, dice_loss - 0.05803, RNLoss - 0.0, iou_score - 0.8932]\n",
      "Decrease decoder learning rate to 1e-5\n",
      "\n",
      "Epoch: 26\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04426, RNLoss - 0.05403, iou_score - 0.9183]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.23it/s, dice_loss - 0.05795, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 27\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04392, RNLoss - 0.04481, iou_score - 0.9189] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.73it/s, dice_loss - 0.05789, RNLoss - 0.0, iou_score - 0.8935]\n",
      "\n",
      "Epoch: 28\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04331, RNLoss - 0.05873, iou_score - 0.9199]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.87it/s, dice_loss - 0.05845, RNLoss - 0.0, iou_score - 0.8924]\n",
      "\n",
      "Epoch: 29\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.04339, RNLoss - 0.01188, iou_score - 0.9198]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.34it/s, dice_loss - 0.05797, RNLoss - 0.0, iou_score - 0.8933]\n",
      "\n",
      "Epoch: 30\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.15it/s, dice_loss - 0.04376, RNLoss - 0.02779, iou_score - 0.9193]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.64it/s, dice_loss - 0.05794, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 31\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04365, RNLoss - 0.09856, iou_score - 0.9198]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.93it/s, dice_loss - 0.05765, RNLoss - 0.0, iou_score - 0.8939]\n",
      "Model saved!\n",
      "\n",
      "Epoch: 32\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.04398, RNLoss - 0.106, iou_score - 0.9189] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.08it/s, dice_loss - 0.05802, RNLoss - 0.0, iou_score - 0.8932]\n",
      "\n",
      "Epoch: 33\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04417, RNLoss - 0.03822, iou_score - 0.9184]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.22it/s, dice_loss - 0.05804, RNLoss - 0.0, iou_score - 0.8932]\n",
      "\n",
      "Epoch: 34\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.04377, RNLoss - 0.1049, iou_score - 0.9192]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.91it/s, dice_loss - 0.05774, RNLoss - 0.0, iou_score - 0.8937]\n",
      "\n",
      "Epoch: 35\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.10it/s, dice_loss - 0.04353, RNLoss - 0.09693, iou_score - 0.9195]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.19it/s, dice_loss - 0.05783, RNLoss - 0.0, iou_score - 0.8936]\n",
      "\n",
      "Epoch: 36\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.10it/s, dice_loss - 0.0435, RNLoss - 0.03722, iou_score - 0.9197] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.13it/s, dice_loss - 0.05782, RNLoss - 0.0, iou_score - 0.8936]\n",
      "\n",
      "Epoch: 37\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.10it/s, dice_loss - 0.04445, RNLoss - 0.02029, iou_score - 0.9179]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.87it/s, dice_loss - 0.05809, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 38\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04376, RNLoss - 0.05303, iou_score - 0.9191]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.42it/s, dice_loss - 0.05795, RNLoss - 0.0, iou_score - 0.8933]\n",
      "\n",
      "Epoch: 39\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.12it/s, dice_loss - 0.04465, RNLoss - 0.03611, iou_score - 0.9175]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 27.18it/s, dice_loss - 0.05802, RNLoss - 0.0, iou_score - 0.8932]\n",
      "\n",
      "Epoch: 40\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.17it/s, dice_loss - 0.04391, RNLoss - 0.1192, iou_score - 0.9189]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.88it/s, dice_loss - 0.05805, RNLoss - 0.0, iou_score - 0.8931]\n",
      "\n",
      "Epoch: 41\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04374, RNLoss - 0.01719, iou_score - 0.9191] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.21it/s, dice_loss - 0.05823, RNLoss - 0.0, iou_score - 0.8928]\n",
      "\n",
      "Epoch: 42\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.14it/s, dice_loss - 0.04291, RNLoss - 0.05736, iou_score - 0.9207]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.37it/s, dice_loss - 0.05807, RNLoss - 0.0, iou_score - 0.893] \n",
      "\n",
      "Epoch: 43\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04268, RNLoss - 0.05764, iou_score - 0.921] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.51it/s, dice_loss - 0.0578, RNLoss - 0.0, iou_score - 0.8935] \n",
      "\n",
      "Epoch: 44\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.15it/s, dice_loss - 0.04268, RNLoss - 0.04042, iou_score - 0.921] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.25it/s, dice_loss - 0.05783, RNLoss - 0.0, iou_score - 0.8936]\n",
      "\n",
      "Epoch: 45\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04462, RNLoss - 0.01767, iou_score - 0.9176] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.26it/s, dice_loss - 0.05761, RNLoss - 0.0, iou_score - 0.8938]\n",
      "\n",
      "Epoch: 46\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.09it/s, dice_loss - 0.04239, RNLoss - 0.008575, iou_score - 0.9217]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.12it/s, dice_loss - 0.05783, RNLoss - 0.0, iou_score - 0.8934]\n",
      "\n",
      "Epoch: 47\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.11it/s, dice_loss - 0.04222, RNLoss - 0.09769, iou_score - 0.9219]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.38it/s, dice_loss - 0.05783, RNLoss - 0.0, iou_score - 0.8935]\n",
      "\n",
      "Epoch: 48\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.0437, RNLoss - 0.05097, iou_score - 0.9192] \n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 25.87it/s, dice_loss - 0.05772, RNLoss - 0.0, iou_score - 0.8936]\n",
      "\n",
      "Epoch: 49\n",
      "train: 100%|██████████| 37/37 [00:17<00:00,  2.13it/s, dice_loss - 0.04313, RNLoss - 0.07261, iou_score - 0.9202]\n",
      "valid: 100%|██████████| 98/98 [00:03<00:00, 26.46it/s, dice_loss - 0.05773, RNLoss - 0.0, iou_score - 0.8936]\n"
     ]
    }
   ],
   "source": [
    "# # We will train the model for 120 epochs\n",
    "number_epoch = 50\n",
    "max_score = 0\n",
    "\n",
    "conv_train = {'dice': [],\n",
    "              'RN': [],\n",
    "              'iou': [],}\n",
    "conv_valid = {'dice': [],\n",
    "              'RN': [],\n",
    "              'iou': [],}\n",
    "\n",
    "for i in range(0, number_epoch):\n",
    "    \n",
    "    print('\\nEpoch: {}'.format(i))\n",
    "    train_logs = train_epoch.run(train_loader)\n",
    "    valid_logs = valid_epoch.run(valid_loader)\n",
    "    \n",
    "    # to save model\n",
    "    if max_score < valid_logs['iou_score']:\n",
    "        max_score = valid_logs['iou_score']\n",
    "        torch.save(model, 'saved_models/best_model_random_lambda_0pt001.pth')\n",
    "        print('Model saved!')\n",
    "        \n",
    "    # step wise loss function\n",
    "    # lr changed after 25 epochs\n",
    "    \n",
    "    conv_train['dice'].append(train_logs['dice_loss'])    \n",
    "    conv_train['RN'].append(train_logs['RNLoss'])     \n",
    "    conv_train['iou'].append(train_logs['iou_score'])\n",
    "    \n",
    "    conv_valid['dice'].append(valid_logs['dice_loss'])    \n",
    "    conv_valid['RN'].append(valid_logs['RNLoss'])     \n",
    "    conv_valid['iou'].append(valid_logs['iou_score'])\n",
    "    \n",
    "    \n",
    "    if i == 25:\n",
    "        optimizer.param_groups[0]['lr'] = 1e-5\n",
    "        print('Decrease decoder learning rate to 1e-5')\n",
    "        \n",
    "    if i % 10 == 0:\n",
    "        image, mask = test_dataset[0]\n",
    "        img_tensor = torch.from_numpy(image).to(DEVICE).unsqueeze(0)\n",
    "        pred_mask = model.predict(img_tensor)\n",
    "        pred_mask = pred_mask.squeeze().cpu().numpy().round()\n",
    "        if os.path.exists('Segmentations/SM_RN_0pt001/epoch_'+str(i)+'/') is False:\n",
    "            os.makedirs('Segmentations/SM_RN_0pt001/epoch_'+str(i)+'/')\n",
    "        get_color_img(pred_mask, normal=False).save('Segmentations/SM_RN_0pt001/epoch_'+str(i)+'/prediction.png')\n",
    "        # write the scores\n",
    "        \n",
    "        with open('Segmentations/SM_RN_0pt001/epoch_'+str(i)+'/scores.txt', 'w+') as f:\n",
    "            f.write('dice_loss:'+str(train_logs['dice_loss'])+'\\n')\n",
    "            f.write('RNLoss:'+str(train_logs['RNLoss'])+'\\n')\n",
    "            f.write('iou_score:'+str(train_logs['iou_score'])+'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pylab as py\n",
    "matplotlib.rcParams.update({                      # setup matplotlib to use latex for output\n",
    "        \"pgf.texsystem\": \"pdflatex\",              # change this if using xetex or lautex\n",
    "        \"text.usetex\": True,                      # use LaTeX to write all text\n",
    "        \"figure.figsize\": (9, 5),                 # default fig size of 0.9 textwidth\n",
    "        \"figure.dpi\": 300,\n",
    "        \"font.family\": \"serif\",\n",
    "        \"font.serif\": [],                         # blank entries should cause plots to inherit fonts from the document\n",
    "        \"font.sans-serif\": [],\n",
    "        \"font.monospace\": [],\n",
    "        \"axes.labelsize\": 20,                     # LaTeX default is 10pt font.\n",
    "        'axes.titlesize': 15,\n",
    "        \"font.size\": 15,\n",
    "        \"legend.fontsize\": 20,                    # Make the legend/label fonts a little smaller\n",
    "        \"xtick.labelsize\": 16,\n",
    "        \"ytick.labelsize\": 16,\n",
    "        })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2400x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "plt.plot(conv_train['iou'], label='IoU Score')\n",
    "plt.plot(conv_train['dice'], label='Dice Loss')\n",
    "plt.plot(conv_train['RN'], label='RN Loss')\n",
    "plt.plot(np.arange(200), np.ones(200), 'k--')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Percent')\n",
    "py.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Iterator for Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_model = torch.load('saved_models/best_model_random_lambda_0pt001.pth')\n",
    "\n",
    "test_epoch = ValidEpoch(\n",
    "    model=best_model,\n",
    "    loss = loss,\n",
    "    metrics = metrics,\n",
    "    device = DEVICE,\n",
    "    verbose = True,\n",
    "    rn_model = rn_model,\n",
    "    rn_loss = rn_loss,\n",
    "    lambda_r = 0.001,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "valid: 100%|██████████| 99/99 [00:08<00:00, 11.62it/s, dice_loss - 0.0599, RNLoss - 0.0, iou_score - 0.8898] \n",
      "IOU Score: 0.8897605387851445\n"
     ]
    }
   ],
   "source": [
    "test_log = test_epoch.run(test_loader)\n",
    "print('IOU Score: {}'.format(test_log['iou_score']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_dataset_viz = Dataset(\n",
    "    x_test_dir,\n",
    "    masks_dir=None,\n",
    "    augmentation = get_validation_augmentation(),\n",
    "    preprocessing = get_preprocessing_unlabeled(preprocessing_fn),\n",
    "    classes = CLASSES,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_test_img = len(test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2700x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2700x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_viz, mask_viz = test_dataset_viz[0]\n",
    "image, mask = test_dataset[0]\n",
    "img_tensor = torch.from_numpy(image).to(DEVICE).unsqueeze(0)\n",
    "pred_mask = best_model.predict(img_tensor)\n",
    "pred_mask = pred_mask.squeeze().cpu().numpy().round()\n",
    "plt.imshow(get_color_img(pred_mask, normal=False))\n",
    "plt.title('Prediction')\n",
    "plt.show()\n",
    "plt.imshow(get_color_img(mask, normal=False))\n",
    "plt.title('Ground-Truth')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " 0 done!\n",
      "\n",
      "...................................................................................................\n",
      " 100 done!\n",
      "\n",
      "...................................................................................................\n",
      " 200 done!\n",
      "\n",
      "...................................................................................................\n",
      " 300 done!\n",
      "\n",
      "...................................................................................................\n",
      " 400 done!\n",
      "\n",
      "...................................................................................................\n",
      " 500 done!\n",
      "\n",
      "...................................................................................................\n",
      " 600 done!\n",
      "\n",
      "...................................................................................................\n",
      " 700 done!\n",
      "\n",
      "...................................................................................................\n",
      " 800 done!\n",
      "\n",
      "...................................................................................................\n",
      " 900 done!\n",
      "\n",
      "...................................................................................................Unlabeled Inconsistency for SM_RN_lam_0.001 model: 5.0\n"
     ]
    }
   ],
   "source": [
    "from scripts.dorsal_to import explicit_dorsal_to_nobatch, rn_dorsal_to_nobatch\n",
    "\n",
    "x_unlabeled_test_dir = '/raid/maruf/inhs-800/img_crp/'\n",
    "test_dataset_unlabeled = Dataset(\n",
    "    x_unlabeled_test_dir,\n",
    "    masks_dir=None,\n",
    "    augmentation = get_validation_augmentation(),\n",
    "    preprocessing = get_preprocessing_unlabeled(preprocessing_fn),\n",
    "    classes = CLASSES,\n",
    ")\n",
    "test_loader_unlabeled = DataLoader(test_dataset_unlabeled, batch_size=1)\n",
    "num_test_img = len(test_dataset_unlabeled)\n",
    "unlabeled_inconsistency = 0\n",
    "for test_no in range(num_test_img):\n",
    "    image, mask = test_dataset_unlabeled[test_no]\n",
    "    img_tensor = torch.from_numpy(image).to(DEVICE).unsqueeze(0)\n",
    "    pred_mask = best_model.predict(img_tensor)\n",
    "    pred_mask = pred_mask.squeeze().cpu().numpy().round()\n",
    "    unlabeled_inconsistency += explicit_dorsal_to_nobatch(labelmap=pred_mask, tensor=False)\n",
    "    \n",
    "    if test_no == 1000:\n",
    "        break\n",
    "    if test_no % 100 == 0:\n",
    "        print('\\n',test_no, 'done!\\n')\n",
    "    else:\n",
    "        print('.', end='')\n",
    "print('Unlabeled Inconsistency for {} model: {}'.format('SM_RN_lam_0.001', unlabeled_inconsistency))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}