1. Load and Visualize Data.ipynb

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    "# Facial Keypoint Detection\n",
    "  \n",
    "This project will be all about defining and training a convolutional neural network to perform facial keypoint detection, and using computer vision techniques to transform images of faces.  The first step in any challenge like this will be to load and visualize the data you'll be working with. \n",
    "\n",
    "Let's take a look at some examples of images and corresponding facial keypoints.\n",
    "\n",
    "<img src='images/key_pts_example.png' width=50% height=50%/>\n",
    "\n",
    "Facial keypoints (also called facial landmarks) are the small magenta dots shown on each of the faces in the image above. In each training and test image, there is a single face and **68 keypoints, with coordinates (x, y), for that face**.  These keypoints mark important areas of the face: the eyes, corners of the mouth, the nose, etc. These keypoints are relevant for a variety of tasks, such as face filters, emotion recognition, pose recognition, and so on. Here they are, numbered, and you can see that specific ranges of points match different portions of the face.\n",
    "\n",
    "<img src='images/landmarks_numbered.jpg' width=30% height=30%/>\n",
    "\n",
    "---"
   ]
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   "source": [
    "## Load and Visualize Data\n",
    "\n",
    "The first step in working with any dataset is to become familiar with your data; you'll need to load in the images of faces and their keypoints and visualize them! This set of image data has been extracted from the [YouTube Faces Dataset](https://www.cs.tau.ac.il/~wolf/ytfaces/), which includes videos of people in YouTube videos. These videos have been fed through some processing steps and turned into sets of image frames containing one face and the associated keypoints.\n",
    "\n",
    "#### Training and Testing Data\n",
    "\n",
    "This facial keypoints dataset consists of 5770 color images. All of these images are separated into either a training or a test set of data.\n",
    "\n",
    "* 3462 of these images are training images, for you to use as you create a model to predict keypoints.\n",
    "* 2308 are test images, which will be used to test the accuracy of your model.\n",
    "\n",
    "The information about the images and keypoints in this dataset are summarized in CSV files, which we can read in using `pandas`. Let's read the training CSV and get the annotations in an (N, 2) array where N is the number of keypoints and 2 is the dimension of the keypoint coordinates (x, y).\n",
    "\n",
    "---"
   ]
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   "cell_type": "markdown",
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   "source": [
    "First, before we do anything, we have to load in our image data. This data is stored in a zip file and in the below cell, we access it by it's URL and unzip the data in a `/data/` directory that is separate from the workspace home directory."
   ]
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      "--2022-12-05 12:11:14--  https://s3.amazonaws.com/video.udacity-data.com/topher/2018/May/5aea1b91_train-test-data/train-test-data.zip\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.201.136, 52.216.57.192, 52.216.52.200, ...\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.201.136|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 338613624 (323M) [application/zip]\n",
      "Saving to: ‘/data/train-test-data.zip’\n",
      "\n",
      "train-test-data.zip 100%[===================>] 322.93M  56.3MB/s    in 5.9s    \n",
      "\n",
      "2022-12-05 12:11:20 (55.2 MB/s) - ‘/data/train-test-data.zip’ saved [338613624/338613624]\n",
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      "  inflating: /data/training_frames_keypoints.csv  \n"
     ]
    }
   ],
   "source": [
    "# -- DO NOT CHANGE THIS CELL -- #\n",
    "!mkdir /data\n",
    "!wget -P /data/ https://s3.amazonaws.com/video.udacity-data.com/topher/2018/May/5aea1b91_train-test-data/train-test-data.zip\n",
    "!unzip -n /data/train-test-data.zip -d /data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the required libraries\n",
    "import glob\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let's load in our training data and display some stats about that dat ato make sure it's been loaded in correctly!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image name:  Luis_Fonsi_21.jpg\n",
      "Landmarks shape:  (68, 2)\n",
      "First 4 key pts: [[  45.   98.]\n",
      " [  47.  106.]\n",
      " [  49.  110.]\n",
      " [  53.  119.]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:5: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "key_pts_frame = pd.read_csv('/data/training_frames_keypoints.csv')\n",
    "\n",
    "# explanation of stats\n",
    "n = 0\n",
    "image_name = key_pts_frame.iloc[n, 0]\n",
    "key_pts = key_pts_frame.iloc[n, 1:].as_matrix()\n",
    "key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "\n",
    "print('Image name: ', image_name)\n",
    "print('Landmarks shape: ', key_pts.shape)\n",
    "print('First 4 key pts: {}'.format(key_pts[:4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of images:  3462\n"
     ]
    }
   ],
   "source": [
    "# print out some stats about the data\n",
    "print('Number of images: ', key_pts_frame.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Look at some images\n",
    "\n",
    "Below, is a function `show_keypoints` that takes in an image and keypoints and displays them.  As you look at this data, **note that these images are not all of the same size**, and neither are the faces! To eventually train a neural network on these images, we'll need to standardize their shape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_keypoints(image, key_pts):\n",
    "    \"\"\"Show image with keypoints\"\"\"\n",
    "    plt.imshow(image)\n",
    "    plt.scatter(key_pts[:, 0], key_pts[:, 1], s=20, marker='.', c='m')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:6: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  \n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efca1379860>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display a few different types of images by changing the index n\n",
    "\n",
    "# select an image by index in our data frame\n",
    "n = 0\n",
    "image_name = key_pts_frame.iloc[n, 0]\n",
    "key_pts = key_pts_frame.iloc[n, 1:].as_matrix()\n",
    "key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "show_keypoints(mpimg.imread(os.path.join('/data/training/', image_name)), key_pts)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset class and Transformations\n",
    "\n",
    "To prepare our data for training, we'll be using PyTorch's Dataset class. Much of this this code is a modified version of what can be found in the [PyTorch data loading tutorial](http://pytorch.org/tutorials/beginner/data_loading_tutorial.html).\n",
    "\n",
    "#### Dataset class\n",
    "\n",
    "``torch.utils.data.Dataset`` is an abstract class representing a\n",
    "dataset. This class will allow us to load batches of image/keypoint data, and uniformly apply transformations to our data, such as rescaling and normalizing images for training a neural network.\n",
    "\n",
    "\n",
    "Your custom dataset should inherit ``Dataset`` and override the following\n",
    "methods:\n",
    "\n",
    "-  ``__len__`` so that ``len(dataset)`` returns the size of the dataset.\n",
    "-  ``__getitem__`` to support the indexing such that ``dataset[i]`` can\n",
    "   be used to get the i-th sample of image/keypoint data.\n",
    "\n",
    "Let's create a dataset class for our face keypoints dataset. We will\n",
    "read the CSV file in ``__init__`` but leave the reading of images to\n",
    "``__getitem__``. This is memory efficient because all the images are not\n",
    "stored in the memory at once but read as required.\n",
    "\n",
    "A sample of our dataset will be a dictionary\n",
    "``{'image': image, 'keypoints': key_pts}``. Our dataset will take an\n",
    "optional argument ``transform`` so that any required processing can be\n",
    "applied on the sample. We will see the usefulness of ``transform`` in the\n",
    "next section.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset, DataLoader\n",
    "\n",
    "class FacialKeypointsDataset(Dataset):\n",
    "    \"\"\"Face Landmarks dataset.\"\"\"\n",
    "\n",
    "    def __init__(self, csv_file, root_dir, transform=None):\n",
    "        \"\"\"\n",
    "        Args:\n",
    "            csv_file (string): Path to the csv file with annotations.\n",
    "            root_dir (string): Directory with all the images.\n",
    "            transform (callable, optional): Optional transform to be applied\n",
    "                on a sample.\n",
    "        \"\"\"\n",
    "        self.key_pts_frame = pd.read_csv(csv_file)\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.key_pts_frame)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        image_name = os.path.join(self.root_dir,\n",
    "                                self.key_pts_frame.iloc[idx, 0])\n",
    "        \n",
    "        image = mpimg.imread(image_name)\n",
    "        \n",
    "        # if image has an alpha color channel, get rid of it\n",
    "        if(image.shape[2] == 4):\n",
    "            image = image[:,:,0:3]\n",
    "        \n",
    "        key_pts = self.key_pts_frame.iloc[idx, 1:].as_matrix()\n",
    "        key_pts = key_pts.astype('float').reshape(-1, 2)\n",
    "        sample = {'image': image, 'keypoints': key_pts}\n",
    "\n",
    "        if self.transform:\n",
    "            sample = self.transform(sample)\n",
    "\n",
    "        return sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've defined this class, let's instantiate the dataset and display some images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of dataset:  3462\n"
     ]
    }
   ],
   "source": [
    "# Construct the dataset\n",
    "face_dataset = FacialKeypointsDataset(csv_file='/data/training_frames_keypoints.csv',\n",
    "                                      root_dir='/data/training/')\n",
    "\n",
    "# print some stats about the dataset\n",
    "print('Length of dataset: ', len(face_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:31: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (164, 179, 3) (68, 2)\n",
      "1 (195, 222, 3) (68, 2)\n",
      "2 (392, 320, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efc6ba79208>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efc6b65cfd0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efc6ba4b3c8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display a few of the images from the dataset\n",
    "num_to_display = 3\n",
    "\n",
    "for i in range(num_to_display):\n",
    "    \n",
    "    # define the size of images\n",
    "    fig = plt.figure(figsize=(20,10))\n",
    "    \n",
    "    # randomly select a sample\n",
    "    rand_i = np.random.randint(0, len(face_dataset))\n",
    "    sample = face_dataset[rand_i]\n",
    "\n",
    "    # print the shape of the image and keypoints\n",
    "    print(i, sample['image'].shape, sample['keypoints'].shape)\n",
    "\n",
    "    ax = plt.subplot(1, num_to_display, i + 1)\n",
    "    ax.set_title('Sample #{}'.format(i))\n",
    "    \n",
    "    # Using the same display function, defined earlier\n",
    "    show_keypoints(sample['image'], sample['keypoints'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transforms\n",
    "\n",
    "Now, the images above are not of the same size, and neural networks often expect images that are standardized; a fixed size, with a normalized range for color ranges and coordinates, and (for PyTorch) converted from numpy lists and arrays to Tensors.\n",
    "\n",
    "Therefore, we will need to write some pre-processing code.\n",
    "Let's create four transforms:\n",
    "\n",
    "-  ``Normalize``: to convert a color image to grayscale values with a range of [0,1] and normalize the keypoints to be in a range of about [-1, 1]\n",
    "-  ``Rescale``: to rescale an image to a desired size.\n",
    "-  ``RandomCrop``: to crop an image randomly.\n",
    "-  ``ToTensor``: to convert numpy images to torch images.\n",
    "\n",
    "\n",
    "We will write them as callable classes instead of simple functions so\n",
    "that parameters of the transform need not be passed everytime it's\n",
    "called. For this, we just need to implement ``__call__`` method and \n",
    "(if we require parameters to be passed in), the ``__init__`` method. \n",
    "We can then use a transform like this:\n",
    "\n",
    "    tx = Transform(params)\n",
    "    transformed_sample = tx(sample)\n",
    "\n",
    "Observe below how these transforms are generally applied to both the image and its keypoints.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torchvision import transforms, utils\n",
    "# tranforms\n",
    "\n",
    "class Normalize(object):\n",
    "    \"\"\"Convert a color image to grayscale and normalize the color range to [0,1].\"\"\"        \n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "        \n",
    "        image_copy = np.copy(image)\n",
    "        key_pts_copy = np.copy(key_pts)\n",
    "\n",
    "        # convert image to grayscale\n",
    "        image_copy = cv2.cvtColor(image, cv2.COLOR_RGB2GRAY)\n",
    "        \n",
    "        # scale color range from [0, 255] to [0, 1]\n",
    "        image_copy=  image_copy/255.0\n",
    "        \n",
    "        # scale keypoints to be centered around 0 with a range of [-1, 1]\n",
    "        # mean = 100, sqrt = 50, so, pts should be (pts - 100)/50\n",
    "        key_pts_copy = (key_pts_copy - 100)/50.0\n",
    "\n",
    "\n",
    "        return {'image': image_copy, 'keypoints': key_pts_copy}\n",
    "\n",
    "\n",
    "class Rescale(object):\n",
    "    \"\"\"Rescale the image in a sample to a given size.\n",
    "\n",
    "    Args:\n",
    "        output_size (tuple or int): Desired output size. If tuple, output is\n",
    "            matched to output_size. If int, smaller of image edges is matched\n",
    "            to output_size keeping aspect ratio the same.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        if isinstance(self.output_size, int):\n",
    "            if h > w:\n",
    "                new_h, new_w = self.output_size * h / w, self.output_size\n",
    "            else:\n",
    "                new_h, new_w = self.output_size, self.output_size * w / h\n",
    "        else:\n",
    "            new_h, new_w = self.output_size\n",
    "\n",
    "        new_h, new_w = int(new_h), int(new_w)\n",
    "\n",
    "        img = cv2.resize(image, (new_w, new_h))\n",
    "        \n",
    "        # scale the pts, too\n",
    "        key_pts = key_pts * [new_w / w, new_h / h]\n",
    "\n",
    "        return {'image': img, 'keypoints': key_pts}\n",
    "\n",
    "\n",
    "class RandomCrop(object):\n",
    "    \"\"\"Crop randomly the image in a sample.\n",
    "\n",
    "    Args:\n",
    "        output_size (tuple or int): Desired output size. If int, square crop\n",
    "            is made.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        if isinstance(output_size, int):\n",
    "            self.output_size = (output_size, output_size)\n",
    "        else:\n",
    "            assert len(output_size) == 2\n",
    "            self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        new_h, new_w = self.output_size\n",
    "\n",
    "        top = np.random.randint(0, h - new_h)\n",
    "        left = np.random.randint(0, w - new_w)\n",
    "\n",
    "        image = image[top: top + new_h,\n",
    "                      left: left + new_w]\n",
    "\n",
    "        key_pts = key_pts - [left, top]\n",
    "\n",
    "        return {'image': image, 'keypoints': key_pts}\n",
    "\n",
    "\n",
    "class ToTensor(object):\n",
    "    \"\"\"Convert ndarrays in sample to Tensors.\"\"\"\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, key_pts = sample['image'], sample['keypoints']\n",
    "         \n",
    "        # if image has no grayscale color channel, add one\n",
    "        if(len(image.shape) == 2):\n",
    "            # add that third color dim\n",
    "            image = image.reshape(image.shape[0], image.shape[1], 1)\n",
    "            \n",
    "        # swap color axis because\n",
    "        # numpy image: H x W x C\n",
    "        # torch image: C X H X W\n",
    "        image = image.transpose((2, 0, 1))\n",
    "        \n",
    "        return {'image': torch.from_numpy(image),\n",
    "                'keypoints': torch.from_numpy(key_pts)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test out the transforms\n",
    "\n",
    "Let's test these transforms out to make sure they behave as expected. As you look at each transform, note that, in this case, **order does matter**. For example, you cannot crop a image using a value smaller than the original image (and the orginal images vary in size!), but, if you first rescale the original image, you can then crop it to any size smaller than the rescaled size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:31: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7efc6a9ada90>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# test out some of these transforms\n",
    "rescale = Rescale(100)\n",
    "crop = RandomCrop(50)\n",
    "composed = transforms.Compose([Rescale(250),\n",
    "                               RandomCrop(224)])\n",
    "\n",
    "# apply the transforms to a sample image\n",
    "test_num = 500\n",
    "sample = face_dataset[test_num]\n",
    "\n",
    "fig = plt.figure()\n",
    "for i, tx in enumerate([rescale, crop, composed]):\n",
    "    transformed_sample = tx(sample)\n",
    "\n",
    "    ax = plt.subplot(1, 3, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title(type(tx).__name__)\n",
    "    show_keypoints(transformed_sample['image'], transformed_sample['keypoints'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the transformed dataset\n",
    "\n",
    "Apply the transforms in order to get grayscale images of the same shape. Verify that your transform works by printing out the shape of the resulting data (printing out a few examples should show you a consistent tensor size)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the data tranform\n",
    "# order matters! i.e. rescaling should come before a smaller crop\n",
    "data_transform = transforms.Compose([Rescale(250),\n",
    "                                     RandomCrop(224),\n",
    "                                     Normalize(),\n",
    "                                     ToTensor()])\n",
    "\n",
    "# create the transformed dataset\n",
    "transformed_dataset = FacialKeypointsDataset(csv_file='/data/training_frames_keypoints.csv',\n",
    "                                             root_dir='/data/training/',\n",
    "                                             transform=data_transform)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of images:  3462\n",
      "0 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "1 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "2 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "3 torch.Size([1, 224, 224]) torch.Size([68, 2])\n",
      "4 torch.Size([1, 224, 224]) torch.Size([68, 2])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:31: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n"
     ]
    }
   ],
   "source": [
    "# print some stats about the transformed data\n",
    "print('Number of images: ', len(transformed_dataset))\n",
    "\n",
    "# make sure the sample tensors are the expected size\n",
    "for i in range(5):\n",
    "    sample = transformed_dataset[i]\n",
    "    print(i, sample['image'].size(), sample['keypoints'].size())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Iteration and Batching\n",
    "\n",
    "Right now, we are iterating over this data using a ``for`` loop, but we are missing out on a lot of PyTorch's dataset capabilities, specifically the abilities to:\n",
    "\n",
    "-  Batch the data\n",
    "-  Shuffle the data\n",
    "-  Load the data in parallel using ``multiprocessing`` workers.\n",
    "\n",
    "``torch.utils.data.DataLoader`` is an iterator which provides all these\n",
    "features, and we'll see this in use in the *next* notebook, Notebook 2, when we load data in batches to train a neural network!\n",
    "\n",
    "---\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ready to Train!\n",
    "\n",
    "Now that you've seen how to load and transform our data, you're ready to build a neural network to train on this data.\n",
    "\n",
    "In the next notebook, you'll be tasked with creating a CNN for facial keypoint detection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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