Emotion-recognition-ResNet50.ipynb

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   "source": [
    "# Facial Emotion Recognition with FER2013"
   ]
  },
  {
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     "output_type": "stream",
     "text": [
      "2021-09-21 19:56:35.094132: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n",
    "import skimage.io\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.applications import ResNet50\n",
    "from tensorflow.keras.layers import Dense, Flatten, Dropout,BatchNormalization ,Activation\n",
    "from tensorflow.keras.models import Model, Sequential\n",
    "from tensorflow.keras.callbacks import ReduceLROnPlateau, ModelCheckpoint, EarlyStopping\n",
    "from tensorflow.keras.optimizers import Adam"
   ]
  },
  {
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    "tags": []
   },
   "source": [
    "## Generating testing and training data"
   ]
  },
  {
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   "execution_count": 2,
   "id": "3a8741d7",
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    "execution": {
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   "source": [
    "train_datagen = ImageDataGenerator(rescale = 1./255,\n",
    "                                   validation_split = 0.2,\n",
    "                                    rotation_range=5,\n",
    "                                    width_shift_range=0.2,\n",
    "                                    height_shift_range=0.2,\n",
    "                                    shear_range=0.2,\n",
    "                                    horizontal_flip=True,\n",
    "                                    vertical_flip=True,\n",
    "                                    fill_mode='nearest')\n",
    "\n",
    "valid_datagen = ImageDataGenerator(rescale = 1./255,\n",
    "                                  validation_split = 0.2)\n",
    "\n",
    "test_datagen  = ImageDataGenerator(rescale = 1./255\n",
    "                                  )"
   ]
  },
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   "cell_type": "code",
   "execution_count": 3,
   "id": "b7c6d747",
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 22968 images belonging to 7 classes.\n"
     ]
    }
   ],
   "source": [
    "train_dataset  = train_datagen.flow_from_directory(directory = '../input/fer2013/train',\n",
    "                                                   target_size = (224,224),\n",
    "                                                   class_mode = 'categorical',\n",
    "                                                   subset = 'training',\n",
    "                                                   batch_size = 64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a61c784c",
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 5741 images belonging to 7 classes.\n"
     ]
    }
   ],
   "source": [
    "valid_dataset = valid_datagen.flow_from_directory(directory = '../input/fer2013/train',\n",
    "                                                  target_size = (224,224),\n",
    "                                                  class_mode = 'categorical',\n",
    "                                                  subset = 'validation',\n",
    "                                                  batch_size = 64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b88faa2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:06.223559Z",
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 7178 images belonging to 7 classes.\n"
     ]
    }
   ],
   "source": [
    "test_dataset = test_datagen.flow_from_directory(directory = '../input/fer2013/test',\n",
    "                                                  target_size = (224,224),\n",
    "                                                  class_mode = 'categorical',\n",
    "                                                  batch_size = 64)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6119806",
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    "tags": []
   },
   "source": [
    "## Preprocessing images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2a4a6328",
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n",
      "(1, 224, 224, 3)\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tensorflow.keras.preprocessing import image\n",
    "img = image.load_img(\"../input/fer2013/test/angry/PrivateTest_10131363.jpg\",target_size=(224,224))\n",
    "img = np.array(img)\n",
    "plt.imshow(img)\n",
    "print(img.shape)\n",
    "\n",
    "img = np.expand_dims(img, axis=0)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "13ed72fb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:11.909231Z",
     "iopub.status.busy": "2021-09-21T19:57:11.908538Z",
     "iopub.status.idle": "2021-09-21T19:57:11.911283Z",
     "shell.execute_reply": "2021-09-21T19:57:11.911685Z",
     "shell.execute_reply.started": "2021-09-21T16:32:39.094495Z"
    },
    "papermill": {
     "duration": 0.031842,
     "end_time": "2021-09-21T19:57:11.911815",
     "exception": false,
     "start_time": "2021-09-21T19:57:11.879973",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 224, 224, 3)\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.models import load_model\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aa8a487",
   "metadata": {
    "papermill": {
     "duration": 0.023893,
     "end_time": "2021-09-21T19:57:11.960209",
     "exception": false,
     "start_time": "2021-09-21T19:57:11.936316",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Building the Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f85c730e",
   "metadata": {
    "papermill": {
     "duration": 0.02404,
     "end_time": "2021-09-21T19:57:12.008740",
     "exception": false,
     "start_time": "2021-09-21T19:57:11.984700",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Loading Base Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e92e5648",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:12.064003Z",
     "iopub.status.busy": "2021-09-21T19:57:12.063501Z",
     "iopub.status.idle": "2021-09-21T19:57:15.998495Z",
     "shell.execute_reply": "2021-09-21T19:57:15.997474Z",
     "shell.execute_reply.started": "2021-09-21T16:32:39.109094Z"
    },
    "papermill": {
     "duration": 3.965745,
     "end_time": "2021-09-21T19:57:15.998658",
     "exception": false,
     "start_time": "2021-09-21T19:57:12.032913",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-09-21 19:57:12.091258: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2021-09-21 19:57:12.094487: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcuda.so.1\n",
      "2021-09-21 19:57:12.149567: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.150205: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n",
      "coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n",
      "2021-09-21 19:57:12.150265: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2021-09-21 19:57:12.177273: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2021-09-21 19:57:12.177361: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2021-09-21 19:57:12.196837: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2021-09-21 19:57:12.263365: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2021-09-21 19:57:12.309289: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2021-09-21 19:57:12.317230: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2021-09-21 19:57:12.319819: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2021-09-21 19:57:12.319993: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.320699: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.322246: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n",
      "2021-09-21 19:57:12.323538: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2021-09-21 19:57:12.323728: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set\n",
      "2021-09-21 19:57:12.323879: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.324473: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: \n",
      "pciBusID: 0000:00:04.0 name: Tesla P100-PCIE-16GB computeCapability: 6.0\n",
      "coreClock: 1.3285GHz coreCount: 56 deviceMemorySize: 15.90GiB deviceMemoryBandwidth: 681.88GiB/s\n",
      "2021-09-21 19:57:12.324523: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2021-09-21 19:57:12.324547: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2021-09-21 19:57:12.324565: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2021-09-21 19:57:12.324581: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcufft.so.10\n",
      "2021-09-21 19:57:12.324598: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcurand.so.10\n",
      "2021-09-21 19:57:12.324614: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusolver.so.10\n",
      "2021-09-21 19:57:12.324632: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcusparse.so.11\n",
      "2021-09-21 19:57:12.324650: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n",
      "2021-09-21 19:57:12.324753: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.325402: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:12.325933: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1862] Adding visible gpu devices: 0\n",
      "2021-09-21 19:57:12.327022: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudart.so.11.0\n",
      "2021-09-21 19:57:13.786733: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
      "2021-09-21 19:57:13.786777: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      0 \n",
      "2021-09-21 19:57:13.786787: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1280] 0:   N \n",
      "2021-09-21 19:57:13.789128: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:13.789864: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:13.790544: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:941] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
      "2021-09-21 19:57:13.791108: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1406] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14957 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "94773248/94765736 [==============================] - 1s 0us/step\n"
     ]
    }
   ],
   "source": [
    "base_model = tf.keras.applications.ResNet50(input_shape=(224,224,3),include_top=False,weights=\"imagenet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e37139c5",
   "metadata": {
    "execution": {
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     "status": "completed"
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   },
   "outputs": [],
   "source": [
    "for layer in base_model.layers[:-4]:\n",
    "    layer.trainable=False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55096f3f",
   "metadata": {
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    "tags": []
   },
   "source": [
    "### Transfer Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5006ee14",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.layers import Dense, Input, Dropout, GlobalAveragePooling2D, Flatten, Conv2D, BatchNormalization, Activation, MaxPooling2D\n",
    "from tensorflow.keras.models import Model, Sequential\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "\n",
    "# number of possible label values\n",
    "nb_classes = 7\n",
    "\n",
    "# Initialising the CNN\n",
    "model = Sequential()\n",
    "\n",
    "# 1 - Convolution \n",
    "# extract relevant features from the images\n",
    "model.add(base_model) #adding base model of ResNet50\n",
    "model.add(BatchNormalization())  \n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "# 2nd Convolution layer\n",
    "model.add(Conv2D(128,(5,5), padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "# 3rd Convolution layer\n",
    "model.add(Conv2D(512,(3,3), padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "# 4th Convolution layer\n",
    "model.add(Conv2D(512,(3,3), padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "# Flattening\n",
    "model.add(Flatten())\n",
    "\n",
    "# Fully connected layer 1st layer\n",
    "# using these features to classify \n",
    "model.add(Dense(256))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "# Fully connected layer 2nd layer\n",
    "model.add(Dense(512))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Activation('relu'))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Dense(nb_classes, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b7b50fb9",
   "metadata": {
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     "exception": false,
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     "status": "completed"
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    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "resnet50 (Functional)        (None, 7, 7, 2048)        23587712  \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 7, 7, 2048)        8192      \n",
      "_________________________________________________________________\n",
      "activation (Activation)      (None, 7, 7, 2048)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 7, 7, 2048)        0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 7, 7, 128)         6553728   \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 7, 7, 128)         512       \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 7, 7, 512)         590336    \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 7, 7, 512)         2048      \n",
      "_________________________________________________________________\n",
      "activation_2 (Activation)    (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 7, 7, 512)         2359808   \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 7, 7, 512)         2048      \n",
      "_________________________________________________________________\n",
      "activation_3 (Activation)    (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 256)               6422784   \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 256)               1024      \n",
      "_________________________________________________________________\n",
      "activation_4 (Activation)    (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 512)               131584    \n",
      "_________________________________________________________________\n",
      "batch_normalization_5 (Batch (None, 512)               2048      \n",
      "_________________________________________________________________\n",
      "activation_5 (Activation)    (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dropout_5 (Dropout)          (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 7)                 3591      \n",
      "=================================================================\n",
      "Total params: 39,665,415\n",
      "Trainable params: 17,124,487\n",
      "Non-trainable params: 22,540,928\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7068be73",
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tensorflow.keras.utils import plot_model\n",
    "from IPython.display import Image\n",
    "plot_model(model, to_file='mymodel2.png', show_shapes=True,show_layer_names=True)\n",
    "Image(filename='mymodel2.png') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "375ad799",
   "metadata": {
    "papermill": {
     "duration": 0.033856,
     "end_time": "2021-09-21T19:57:17.840353",
     "exception": false,
     "start_time": "2021-09-21T19:57:17.806497",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Model Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "751eafd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:17.915450Z",
     "iopub.status.busy": "2021-09-21T19:57:17.914776Z",
     "iopub.status.idle": "2021-09-21T19:57:17.918220Z",
     "shell.execute_reply": "2021-09-21T19:57:17.917781Z",
     "shell.execute_reply.started": "2021-09-21T16:32:44.509182Z"
    },
    "papermill": {
     "duration": 0.044291,
     "end_time": "2021-09-21T19:57:17.918327",
     "exception": false,
     "start_time": "2021-09-21T19:57:17.874036",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def f1_score(y_true, y_pred): #taken from old keras source code\n",
    "    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "    possible_positives = K.sum(K.round(K.clip(y_true, 0, 1)))\n",
    "    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))\n",
    "    precision = true_positives / (predicted_positives + K.epsilon())\n",
    "    recall = true_positives / (possible_positives + K.epsilon())\n",
    "    f1_val = 2*(precision*recall)/(precision+recall+K.epsilon())\n",
    "    return f1_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "203339b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:17.998628Z",
     "iopub.status.busy": "2021-09-21T19:57:17.988964Z",
     "iopub.status.idle": "2021-09-21T19:57:18.016157Z",
     "shell.execute_reply": "2021-09-21T19:57:18.016531Z",
     "shell.execute_reply.started": "2021-09-21T16:32:44.519559Z"
    },
    "papermill": {
     "duration": 0.064743,
     "end_time": "2021-09-21T19:57:18.016660",
     "exception": false,
     "start_time": "2021-09-21T19:57:17.951917",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "METRICS = [\n",
    "      tf.keras.metrics.BinaryAccuracy(name='accuracy'),\n",
    "      tf.keras.metrics.Precision(name='precision'),\n",
    "      tf.keras.metrics.Recall(name='recall'),  \n",
    "      tf.keras.metrics.AUC(name='auc'),\n",
    "        f1_score,\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "600f13f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:18.088823Z",
     "iopub.status.busy": "2021-09-21T19:57:18.088031Z",
     "iopub.status.idle": "2021-09-21T19:57:18.090504Z",
     "shell.execute_reply": "2021-09-21T19:57:18.090072Z",
     "shell.execute_reply.started": "2021-09-21T16:32:44.556406Z"
    },
    "papermill": {
     "duration": 0.040167,
     "end_time": "2021-09-21T19:57:18.090609",
     "exception": false,
     "start_time": "2021-09-21T19:57:18.050442",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "lrd = ReduceLROnPlateau(monitor = 'val_loss',patience = 20,verbose = 1,factor = 0.50, min_lr = 1e-10)\n",
    "\n",
    "mcp = ModelCheckpoint('resnet50_mymodel.h5')\n",
    "\n",
    "es = EarlyStopping(verbose=1, patience=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "383da140",
   "metadata": {
    "papermill": {
     "duration": 0.033485,
     "end_time": "2021-09-21T19:57:18.157420",
     "exception": false,
     "start_time": "2021-09-21T19:57:18.123935",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Compiling and Training model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "abbf28a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:18.227964Z",
     "iopub.status.busy": "2021-09-21T19:57:18.227179Z",
     "iopub.status.idle": "2021-09-21T19:57:18.245425Z",
     "shell.execute_reply": "2021-09-21T19:57:18.244988Z",
     "shell.execute_reply.started": "2021-09-21T16:32:44.563850Z"
    },
    "papermill": {
     "duration": 0.054311,
     "end_time": "2021-09-21T19:57:18.245533",
     "exception": false,
     "start_time": "2021-09-21T19:57:18.191222",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='Adam', loss='categorical_crossentropy',metrics=METRICS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "de1be642",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T19:57:18.318470Z",
     "iopub.status.busy": "2021-09-21T19:57:18.315923Z",
     "iopub.status.idle": "2021-09-21T22:26:36.186327Z",
     "shell.execute_reply": "2021-09-21T22:26:36.185778Z",
     "shell.execute_reply.started": "2021-09-21T16:32:44.585066Z"
    },
    "papermill": {
     "duration": 8957.907411,
     "end_time": "2021-09-21T22:26:36.186468",
     "exception": false,
     "start_time": "2021-09-21T19:57:18.279057",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-09-21 19:57:19.337802: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)\n",
      "2021-09-21 19:57:19.341613: I tensorflow/core/platform/profile_utils/cpu_utils.cc:112] CPU Frequency: 2000165000 Hz\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/30\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-09-21 19:57:23.876533: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublas.so.11\n",
      "2021-09-21 19:57:24.732377: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcublasLt.so.11\n",
      "2021-09-21 19:57:24.963948: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library libcudnn.so.8\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "359/359 [==============================] - 416s 1s/step - loss: 2.0620 - accuracy: 0.8440 - precision: 0.2023 - recall: 0.0311 - auc: 0.6057 - f1_score: 0.0509 - val_loss: 1.9208 - val_accuracy: 0.8508 - val_precision: 0.1636 - val_recall: 0.0108 - val_auc: 0.6295 - val_f1_score: 0.0203\n",
      "Epoch 2/30\n",
      "359/359 [==============================] - 294s 818ms/step - loss: 1.8621 - accuracy: 0.8549 - precision: 0.1992 - recall: 0.0050 - auc: 0.6434 - f1_score: 0.0098 - val_loss: 2.3177 - val_accuracy: 0.8301 - val_precision: 0.1895 - val_recall: 0.0577 - val_auc: 0.5585 - val_f1_score: 0.0879\n",
      "Epoch 3/30\n",
      "359/359 [==============================] - 299s 833ms/step - loss: 1.8408 - accuracy: 0.8556 - precision: 0.2677 - recall: 0.0060 - auc: 0.6493 - f1_score: 0.0116 - val_loss: 1.9395 - val_accuracy: 0.8524 - val_precision: 0.1968 - val_recall: 0.0108 - val_auc: 0.6052 - val_f1_score: 0.0201\n",
      "Epoch 4/30\n",
      "359/359 [==============================] - 301s 840ms/step - loss: 1.8250 - accuracy: 0.8551 - precision: 0.2199 - recall: 0.0054 - auc: 0.6606 - f1_score: 0.0102 - val_loss: 1.9620 - val_accuracy: 0.8557 - val_precision: 0.2522 - val_recall: 0.0051 - val_auc: 0.5710 - val_f1_score: 0.0097\n",
      "Epoch 5/30\n",
      "359/359 [==============================] - 299s 834ms/step - loss: 1.7981 - accuracy: 0.8560 - precision: 0.2730 - recall: 0.0046 - auc: 0.6703 - f1_score: 0.0090 - val_loss: 1.8321 - val_accuracy: 0.8562 - val_precision: 0.0667 - val_recall: 5.2256e-04 - val_auc: 0.6486 - val_f1_score: 0.0010\n",
      "Epoch 6/30\n",
      "359/359 [==============================] - 286s 796ms/step - loss: 1.7896 - accuracy: 0.8562 - precision: 0.3389 - recall: 0.0074 - auc: 0.6730 - f1_score: 0.0142 - val_loss: 1.9430 - val_accuracy: 0.8571 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00 - val_auc: 0.5915 - val_f1_score: 0.0000e+00\n",
      "Epoch 7/30\n",
      "359/359 [==============================] - 286s 796ms/step - loss: 1.7936 - accuracy: 0.8559 - precision: 0.3104 - recall: 0.0073 - auc: 0.6730 - f1_score: 0.0139 - val_loss: 1.8065 - val_accuracy: 0.8563 - val_precision: 0.1364 - val_recall: 0.0010 - val_auc: 0.6609 - val_f1_score: 0.0020\n",
      "Epoch 8/30\n",
      "359/359 [==============================] - 286s 796ms/step - loss: 1.7784 - accuracy: 0.8563 - precision: 0.2965 - recall: 0.0051 - auc: 0.6790 - f1_score: 0.0096 - val_loss: 1.7949 - val_accuracy: 0.8563 - val_precision: 0.3803 - val_recall: 0.0094 - val_auc: 0.6726 - val_f1_score: 0.0182\n",
      "Epoch 9/30\n",
      "359/359 [==============================] - 287s 799ms/step - loss: 1.7703 - accuracy: 0.8563 - precision: 0.3608 - recall: 0.0080 - auc: 0.6836 - f1_score: 0.0153 - val_loss: 1.8183 - val_accuracy: 0.8569 - val_precision: 0.3214 - val_recall: 0.0016 - val_auc: 0.6462 - val_f1_score: 0.0031\n",
      "Epoch 10/30\n",
      "359/359 [==============================] - 287s 799ms/step - loss: 1.7635 - accuracy: 0.8563 - precision: 0.3557 - recall: 0.0070 - auc: 0.6857 - f1_score: 0.0134 - val_loss: 1.8490 - val_accuracy: 0.8554 - val_precision: 0.2195 - val_recall: 0.0047 - val_auc: 0.6278 - val_f1_score: 0.0090\n",
      "Epoch 11/30\n",
      "359/359 [==============================] - 288s 801ms/step - loss: 1.7627 - accuracy: 0.8565 - precision: 0.3997 - recall: 0.0093 - auc: 0.6874 - f1_score: 0.0179 - val_loss: 1.8821 - val_accuracy: 0.8272 - val_precision: 0.3256 - val_recall: 0.1960 - val_auc: 0.6819 - val_f1_score: 0.2440\n",
      "Epoch 12/30\n",
      "359/359 [==============================] - 288s 802ms/step - loss: 1.7511 - accuracy: 0.8569 - precision: 0.4626 - recall: 0.0135 - auc: 0.6913 - f1_score: 0.0257 - val_loss: 1.7604 - val_accuracy: 0.8569 - val_precision: 0.4672 - val_recall: 0.0111 - val_auc: 0.6880 - val_f1_score: 0.0214\n",
      "Epoch 13/30\n",
      "359/359 [==============================] - 290s 806ms/step - loss: 1.7580 - accuracy: 0.8565 - precision: 0.4392 - recall: 0.0163 - auc: 0.6876 - f1_score: 0.0310 - val_loss: 1.8701 - val_accuracy: 0.8566 - val_precision: 0.2909 - val_recall: 0.0028 - val_auc: 0.6086 - val_f1_score: 0.0054\n",
      "Epoch 14/30\n",
      "359/359 [==============================] - 290s 808ms/step - loss: 1.7593 - accuracy: 0.8570 - precision: 0.4798 - recall: 0.0141 - auc: 0.6873 - f1_score: 0.0267 - val_loss: 1.7878 - val_accuracy: 0.8582 - val_precision: 0.5745 - val_recall: 0.0275 - val_auc: 0.6784 - val_f1_score: 0.0518\n",
      "Epoch 15/30\n",
      "359/359 [==============================] - 292s 813ms/step - loss: 1.7443 - accuracy: 0.8565 - precision: 0.4514 - recall: 0.0188 - auc: 0.6938 - f1_score: 0.0352 - val_loss: 1.7621 - val_accuracy: 0.8564 - val_precision: 0.4489 - val_recall: 0.0214 - val_auc: 0.6972 - val_f1_score: 0.0403\n",
      "Epoch 16/30\n",
      "359/359 [==============================] - 291s 812ms/step - loss: 1.7531 - accuracy: 0.8572 - precision: 0.5017 - recall: 0.0173 - auc: 0.6905 - f1_score: 0.0329 - val_loss: 1.9228 - val_accuracy: 0.8247 - val_precision: 0.3183 - val_recall: 0.1986 - val_auc: 0.6819 - val_f1_score: 0.2438\n",
      "Epoch 17/30\n",
      "359/359 [==============================] - 293s 816ms/step - loss: 1.7428 - accuracy: 0.8576 - precision: 0.5380 - recall: 0.0203 - auc: 0.6954 - f1_score: 0.0386 - val_loss: 1.8318 - val_accuracy: 0.8391 - val_precision: 0.3480 - val_recall: 0.1449 - val_auc: 0.6949 - val_f1_score: 0.2034\n",
      "Epoch 18/30\n",
      "359/359 [==============================] - 294s 818ms/step - loss: 1.7473 - accuracy: 0.8574 - precision: 0.5306 - recall: 0.0180 - auc: 0.6946 - f1_score: 0.0342 - val_loss: 1.7639 - val_accuracy: 0.8570 - val_precision: 0.1250 - val_recall: 1.7419e-04 - val_auc: 0.6776 - val_f1_score: 3.4188e-04\n",
      "Epoch 19/30\n",
      "359/359 [==============================] - 292s 814ms/step - loss: 1.7412 - accuracy: 0.8573 - precision: 0.5152 - recall: 0.0171 - auc: 0.6956 - f1_score: 0.0326 - val_loss: 1.9490 - val_accuracy: 0.8561 - val_precision: 0.2278 - val_recall: 0.0031 - val_auc: 0.6064 - val_f1_score: 0.0061\n",
      "Epoch 20/30\n",
      "359/359 [==============================] - 294s 818ms/step - loss: 1.7394 - accuracy: 0.8575 - precision: 0.5296 - recall: 0.0214 - auc: 0.6969 - f1_score: 0.0406 - val_loss: 1.7812 - val_accuracy: 0.8568 - val_precision: 0.4176 - val_recall: 0.0066 - val_auc: 0.6797 - val_f1_score: 0.0128\n",
      "Epoch 21/30\n",
      "359/359 [==============================] - 295s 823ms/step - loss: 1.7350 - accuracy: 0.8572 - precision: 0.5055 - recall: 0.0203 - auc: 0.6985 - f1_score: 0.0384 - val_loss: 1.8464 - val_accuracy: 0.8562 - val_precision: 0.4407 - val_recall: 0.0253 - val_auc: 0.6436 - val_f1_score: 0.0473\n",
      "Epoch 22/30\n",
      "359/359 [==============================] - 296s 824ms/step - loss: 1.7275 - accuracy: 0.8576 - precision: 0.5434 - recall: 0.0208 - auc: 0.7033 - f1_score: 0.0396 - val_loss: 1.9306 - val_accuracy: 0.8474 - val_precision: 0.3225 - val_recall: 0.0622 - val_auc: 0.6242 - val_f1_score: 0.1032\n",
      "Epoch 23/30\n",
      "359/359 [==============================] - 296s 824ms/step - loss: 1.7342 - accuracy: 0.8576 - precision: 0.5343 - recall: 0.0238 - auc: 0.7009 - f1_score: 0.0447 - val_loss: 1.7329 - val_accuracy: 0.8574 - val_precision: 0.5130 - val_recall: 0.0310 - val_auc: 0.7052 - val_f1_score: 0.0577\n",
      "Epoch 24/30\n",
      "359/359 [==============================] - 297s 827ms/step - loss: 1.7262 - accuracy: 0.8573 - precision: 0.5119 - recall: 0.0212 - auc: 0.7068 - f1_score: 0.0401 - val_loss: 2.1312 - val_accuracy: 0.8476 - val_precision: 0.3167 - val_recall: 0.0577 - val_auc: 0.5771 - val_f1_score: 0.0968\n",
      "Epoch 25/30\n",
      "359/359 [==============================] - 297s 825ms/step - loss: 1.7267 - accuracy: 0.8580 - precision: 0.5695 - recall: 0.0253 - auc: 0.7048 - f1_score: 0.0478 - val_loss: 2.0932 - val_accuracy: 0.8383 - val_precision: 0.2647 - val_recall: 0.0744 - val_auc: 0.5835 - val_f1_score: 0.1151\n",
      "Epoch 26/30\n",
      "359/359 [==============================] - 299s 832ms/step - loss: 1.7279 - accuracy: 0.8574 - precision: 0.5247 - recall: 0.0197 - auc: 0.7033 - f1_score: 0.0374 - val_loss: 1.7245 - val_accuracy: 0.8581 - val_precision: 0.5720 - val_recall: 0.0256 - val_auc: 0.7112 - val_f1_score: 0.0481\n",
      "Epoch 27/30\n",
      "359/359 [==============================] - 297s 827ms/step - loss: 1.7215 - accuracy: 0.8574 - precision: 0.5233 - recall: 0.0208 - auc: 0.7091 - f1_score: 0.0394 - val_loss: 1.7127 - val_accuracy: 0.8572 - val_precision: 0.5476 - val_recall: 0.0040 - val_auc: 0.7169 - val_f1_score: 0.0078\n",
      "Epoch 28/30\n",
      "359/359 [==============================] - 297s 826ms/step - loss: 1.7230 - accuracy: 0.8574 - precision: 0.5187 - recall: 0.0240 - auc: 0.7074 - f1_score: 0.0450 - val_loss: 1.7278 - val_accuracy: 0.8583 - val_precision: 0.6108 - val_recall: 0.0216 - val_auc: 0.7047 - val_f1_score: 0.0409\n",
      "Epoch 29/30\n",
      "359/359 [==============================] - 298s 829ms/step - loss: 1.7127 - accuracy: 0.8579 - precision: 0.5480 - recall: 0.0286 - auc: 0.7129 - f1_score: 0.0536 - val_loss: 1.7167 - val_accuracy: 0.8578 - val_precision: 0.5600 - val_recall: 0.0219 - val_auc: 0.7138 - val_f1_score: 0.0418\n",
      "Epoch 30/30\n",
      "359/359 [==============================] - 299s 832ms/step - loss: 1.7277 - accuracy: 0.8574 - precision: 0.5207 - recall: 0.0241 - auc: 0.7062 - f1_score: 0.0455 - val_loss: 1.7836 - val_accuracy: 0.8548 - val_precision: 0.3524 - val_recall: 0.0193 - val_auc: 0.6787 - val_f1_score: 0.0361\n"
     ]
    }
   ],
   "source": [
    "import tensorflow.keras.backend as K\n",
    "from tensorflow.keras.applications.nasnet import NASNetLarge\n",
    "\n",
    "history=model.fit(train_dataset,validation_data=valid_dataset,epochs = 30,verbose = 1,callbacks=[lrd,mcp,es])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8aca26cc",
   "metadata": {
    "papermill": {
     "duration": 2.873585,
     "end_time": "2021-09-21T22:26:42.329142",
     "exception": false,
     "start_time": "2021-09-21T22:26:39.455557",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Plotting Presults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6801425d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:26:48.328985Z",
     "iopub.status.busy": "2021-09-21T22:26:48.328063Z",
     "iopub.status.idle": "2021-09-21T22:26:49.020767Z",
     "shell.execute_reply": "2021-09-21T22:26:49.020323Z"
    },
    "papermill": {
     "duration": 3.820839,
     "end_time": "2021-09-21T22:26:49.020881",
     "exception": false,
     "start_time": "2021-09-21T22:26:45.200042",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## plotting Results\n",
    "\n",
    "def Train_Val_Plot(acc,val_acc,loss,val_loss,auc,val_auc,precision,val_precision,f1,val_f1):\n",
    "    \n",
    "    fig, (ax1, ax2,ax3,ax4,ax5) = plt.subplots(1,5, figsize= (20,5))\n",
    "    fig.suptitle(\" MODEL'S METRICS VISUALIZATION \")\n",
    "\n",
    "    ax1.plot(range(1, len(acc) + 1), acc)\n",
    "    ax1.plot(range(1, len(val_acc) + 1), val_acc)\n",
    "    ax1.set_title('History of Accuracy')\n",
    "    ax1.set_xlabel('Epochs')\n",
    "    ax1.set_ylabel('Accuracy')\n",
    "    ax1.legend(['training', 'validation'])\n",
    "\n",
    "\n",
    "    ax2.plot(range(1, len(loss) + 1), loss)\n",
    "    ax2.plot(range(1, len(val_loss) + 1), val_loss)\n",
    "    ax2.set_title('History of Loss')\n",
    "    ax2.set_xlabel('Epochs')\n",
    "    ax2.set_ylabel('Loss')\n",
    "    ax2.legend(['training', 'validation'])\n",
    "    \n",
    "    ax3.plot(range(1, len(auc) + 1), auc)\n",
    "    ax3.plot(range(1, len(val_auc) + 1), val_auc)\n",
    "    ax3.set_title('History of AUC')\n",
    "    ax3.set_xlabel('Epochs')\n",
    "    ax3.set_ylabel('AUC')\n",
    "    ax3.legend(['training', 'validation'])\n",
    "    \n",
    "    ax4.plot(range(1, len(precision) + 1), precision)\n",
    "    ax4.plot(range(1, len(val_precision) + 1), val_precision)\n",
    "    ax4.set_title('History of Precision')\n",
    "    ax4.set_xlabel('Epochs')\n",
    "    ax4.set_ylabel('Precision')\n",
    "    ax4.legend(['training', 'validation'])\n",
    "    \n",
    "    ax5.plot(range(1, len(f1) + 1), f1)\n",
    "    ax5.plot(range(1, len(val_f1) + 1), val_f1)\n",
    "    ax5.set_title('History of F1-score')\n",
    "    ax5.set_xlabel('Epochs')\n",
    "    ax5.set_ylabel('F1 score')\n",
    "    ax5.legend(['training', 'validation'])\n",
    "\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "\n",
    "Train_Val_Plot(history.history['accuracy'],history.history['val_accuracy'],\n",
    "               history.history['loss'],history.history['val_loss'],\n",
    "               history.history['auc'],history.history['val_auc'],\n",
    "               history.history['precision'],history.history['val_precision'],\n",
    "               history.history['f1_score'],history.history['val_f1_score']\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c5a2e10",
   "metadata": {
    "papermill": {
     "duration": 2.872901,
     "end_time": "2021-09-21T22:26:54.721269",
     "exception": false,
     "start_time": "2021-09-21T22:26:51.848368",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Testing Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0d2ab617",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:27:00.687754Z",
     "iopub.status.busy": "2021-09-21T22:27:00.686995Z",
     "iopub.status.idle": "2021-09-21T22:27:50.500482Z",
     "shell.execute_reply": "2021-09-21T22:27:50.501345Z",
     "shell.execute_reply.started": "2021-09-21T18:53:58.538702Z"
    },
    "papermill": {
     "duration": 52.684156,
     "end_time": "2021-09-21T22:27:50.501516",
     "exception": false,
     "start_time": "2021-09-21T22:26:57.817360",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "y_pred = model.predict(test_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d94360a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:27:56.461545Z",
     "iopub.status.busy": "2021-09-21T22:27:56.460565Z",
     "iopub.status.idle": "2021-09-21T22:27:56.463647Z",
     "shell.execute_reply": "2021-09-21T22:27:56.463225Z",
     "shell.execute_reply.started": "2021-09-21T18:54:38.838104Z"
    },
    "papermill": {
     "duration": 2.867018,
     "end_time": "2021-09-21T22:27:56.463768",
     "exception": false,
     "start_time": "2021-09-21T22:27:53.596750",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.12013814 0.01128865 0.18093595 ... 0.12667188 0.38833532 0.05311404]\n",
      " [0.18398777 0.01406965 0.14582044 ... 0.18003137 0.26471293 0.055317  ]\n",
      " [0.1819757  0.01073854 0.14292914 ... 0.22076163 0.17507826 0.10742029]\n",
      " ...\n",
      " [0.12441793 0.01002481 0.19080581 ... 0.1056696  0.40450084 0.04855622]\n",
      " [0.10741598 0.00841251 0.22989082 ... 0.12063443 0.1409146  0.29994053]\n",
      " [0.12193585 0.01615691 0.19338603 ... 0.15204765 0.24965385 0.10693613]]\n"
     ]
    }
   ],
   "source": [
    "print(y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dddc8f7e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:28:02.156706Z",
     "iopub.status.busy": "2021-09-21T22:28:02.156158Z",
     "iopub.status.idle": "2021-09-21T22:28:19.104698Z",
     "shell.execute_reply": "2021-09-21T22:28:19.105144Z",
     "shell.execute_reply.started": "2021-09-21T18:54:38.847451Z"
    },
    "papermill": {
     "duration": 19.771133,
     "end_time": "2021-09-21T22:28:19.105301",
     "exception": false,
     "start_time": "2021-09-21T22:27:59.334168",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "113/113 - 17s - loss: 1.7746 - accuracy: 0.8555 - precision: 0.3916 - recall: 0.0209 - auc: 0.6810 - f1_score: 0.0388\n",
      "[1.7746306657791138, 0.8554909229278564, 0.3916448950767517, 0.020897185429930687, 0.681015133857727, 0.038801711052656174]\n"
     ]
    }
   ],
   "source": [
    "test_acc = model.evaluate(test_dataset, verbose=2)\n",
    "print(test_acc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fa01d3a",
   "metadata": {
    "papermill": {
     "duration": 2.829794,
     "end_time": "2021-09-21T22:28:24.802575",
     "exception": false,
     "start_time": "2021-09-21T22:28:21.972781",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Testing with custom image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8bbc17cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:28:30.794130Z",
     "iopub.status.busy": "2021-09-21T22:28:30.793600Z",
     "iopub.status.idle": "2021-09-21T22:28:31.013156Z",
     "shell.execute_reply": "2021-09-21T22:28:31.013536Z",
     "shell.execute_reply.started": "2021-09-21T18:54:55.141827Z"
    },
    "papermill": {
     "duration": 3.096948,
     "end_time": "2021-09-21T22:28:31.013680",
     "exception": false,
     "start_time": "2021-09-21T22:28:27.916732",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n",
      "(1, 224, 224, 3)\n"
     ]
    },
    {
     "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 = image.load_img(\"../input/testimages/bored.jpg\",target_size=(224,224))\n",
    "img = np.array(img)\n",
    "plt.imshow(img)\n",
    "print(img.shape)\n",
    "\n",
    "img = np.expand_dims(img, axis=0)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c15b7ccf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:28:36.944503Z",
     "iopub.status.busy": "2021-09-21T22:28:36.943937Z",
     "iopub.status.idle": "2021-09-21T22:28:37.929973Z",
     "shell.execute_reply": "2021-09-21T22:28:37.929550Z",
     "shell.execute_reply.started": "2021-09-21T18:54:55.415828Z"
    },
    "papermill": {
     "duration": 4.073993,
     "end_time": "2021-09-21T22:28:37.930118",
     "exception": false,
     "start_time": "2021-09-21T22:28:33.856125",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(img)\n",
    "print(np.argmax(prediction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "921f5793",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:28:43.692075Z",
     "iopub.status.busy": "2021-09-21T22:28:43.691510Z",
     "iopub.status.idle": "2021-09-21T22:28:43.926906Z",
     "shell.execute_reply": "2021-09-21T22:28:43.927299Z",
     "shell.execute_reply.started": "2021-09-21T18:54:56.473601Z"
    },
    "papermill": {
     "duration": 3.091839,
     "end_time": "2021-09-21T22:28:43.927447",
     "exception": false,
     "start_time": "2021-09-21T22:28:40.835608",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n",
      "(1, 224, 224, 3)\n"
     ]
    },
    {
     "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": [
    "img2 = image.load_img(\"../input/testimages/engaged.jpg\",target_size=(224,224))\n",
    "img2 = np.array(img2)\n",
    "plt.imshow(img2)\n",
    "print(img2.shape)\n",
    "\n",
    "img2 = np.expand_dims(img2, axis=0)\n",
    "print(img2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1cf10342",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-09-21T22:28:50.436648Z",
     "iopub.status.busy": "2021-09-21T22:28:50.435655Z",
     "iopub.status.idle": "2021-09-21T22:28:50.483435Z",
     "shell.execute_reply": "2021-09-21T22:28:50.483996Z",
     "shell.execute_reply.started": "2021-09-21T18:54:56.716814Z"
    },
    "papermill": {
     "duration": 3.617674,
     "end_time": "2021-09-21T22:28:50.484194",
     "exception": false,
     "start_time": "2021-09-21T22:28:46.866520",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    }
   ],
   "source": [
    "prediction = model.predict(img2)\n",
    "# print(np.argmax(prediction))\n",
    "pred = np.argmax(prediction)\n",
    "print(pred)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 9149.166585,
   "end_time": "2021-09-21T22:28:56.501669",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2021-09-21T19:56:27.335084",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}