{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import bz2\n",
    "import os\n",
    "\n",
    "from urllib.request import urlopen\n",
    "\n",
    "def download_landmarks(dst_file):\n",
    "    url = 'http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2'\n",
    "    decompressor = bz2.BZ2Decompressor()\n",
    "    \n",
    "    with urlopen(url) as src, open(dst_file, 'wb') as dst:\n",
    "        data = src.read(1024)\n",
    "        while len(data) > 0:\n",
    "            dst.write(decompressor.decompress(data))\n",
    "            data = src.read(1024)\n",
    "\n",
    "dst_dir = 'models'\n",
    "dst_file = os.path.join(dst_dir, 'landmarks.dat')\n",
    "\n",
    "if not os.path.exists(dst_file):\n",
    "    os.makedirs(dst_dir)\n",
    "    download_landmarks(dst_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from model import create_model\n",
    "\n",
    "nn4_small2 = create_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$L = \\sum^{m}_{i=1} \\large[ \\small {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{p})) \\mid \\mid_2^2} - {\\mid \\mid f(x_{i}^{a}) - f(x_{i}^{n})) \\mid \\mid_2^2} + \\alpha \\large ] \\small_+$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "from keras.models import Model\n",
    "from keras.layers import Input, Layer\n",
    "\n",
    "in_a = Input(shape=(96, 96, 3))\n",
    "in_p = Input(shape=(96, 96, 3))\n",
    "in_n = Input(shape=(96, 96, 3))\n",
    "\n",
    "emb_a = nn4_small2(in_a)\n",
    "emb_p = nn4_small2(in_p)\n",
    "emb_n = nn4_small2(in_n)\n",
    "\n",
    "class TripletLossLayer(Layer):\n",
    "    def __init__(self, alpha, **kwargs):\n",
    "        self.alpha = alpha\n",
    "        super(TripletLossLayer, self).__init__(**kwargs)\n",
    "    \n",
    "    def triplet_loss(self, inputs):\n",
    "        a, p, n = inputs\n",
    "        p_dist = K.sum(K.square(a-p), axis=-1)\n",
    "        n_dist = K.sum(K.square(a-n), axis=-1)\n",
    "        return K.sum(K.maximum(p_dist - n_dist + self.alpha, 0), axis=0)\n",
    "    \n",
    "    def call(self, inputs):\n",
    "        loss = self.triplet_loss(inputs)\n",
    "        self.add_loss(loss)\n",
    "        return loss\n",
    "\n",
    "triplet_loss_layer = TripletLossLayer(alpha=0.2, name='triplet_loss_layer')([emb_a, emb_p, emb_n])\n",
    "\n",
    "nn4_small2_train = Model([in_a, in_p, in_n], triplet_loss_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from data import triplet_generator\n",
    "\n",
    "generator = triplet_generator() \n",
    "\n",
    "nn4_small2_train.compile(loss=None, optimizer='adam')\n",
    "nn4_small2_train.fit_generator(generator, epochs=10, steps_per_epoch=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nn4_small2_pretrained = create_model()\n",
    "nn4_small2_pretrained.load_weights('weights/nn4.small2.v1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os.path\n",
    "\n",
    "class IdentityMetadata():\n",
    "    def __init__(self, base, name, file):\n",
    "        self.base = base\n",
    "        self.name = name\n",
    "        self.file = file\n",
    "\n",
    "    def __repr__(self):\n",
    "        return self.image_path()\n",
    "\n",
    "    def image_path(self):\n",
    "        return os.path.join(self.base, self.name, self.file) \n",
    "    \n",
    "def load_metadata(path):\n",
    "    metadata = []\n",
    "    for i in sorted(os.listdir(path)):\n",
    "        for f in sorted(os.listdir(os.path.join(path, i))):\n",
    "            ext = os.path.splitext(f)[1]\n",
    "            if ext == '.jpg' or ext == '.jpeg':\n",
    "                metadata.append(IdentityMetadata(path, i, f))\n",
    "    return np.array(metadata)\n",
    "\n",
    "metadata = load_metadata('images')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12915db70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "from align import AlignDlib\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "def load_image(path):\n",
    "    img = cv2.imread(path, 1)\n",
    "    return img[...,::-1]\n",
    "\n",
    "alignment = AlignDlib('models/landmarks.dat')\n",
    "\n",
    "jc_orig = load_image(metadata[77].image_path())\n",
    "\n",
    "bb = alignment.getLargestFaceBoundingBox(jc_orig)\n",
    "\n",
    "jc_aligned = alignment.align(96, jc_orig, bb, landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)\n",
    "\n",
    "plt.subplot(131)\n",
    "plt.imshow(jc_orig)\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.imshow(jc_orig)\n",
    "plt.gca().add_patch(patches.Rectangle((bb.left(), bb.top()), bb.width(), bb.height(), fill=False, color='red'))\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.imshow(jc_aligned);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def align_image(img):\n",
    "    return alignment.align(96, img, alignment.getLargestFaceBoundingBox(img), \n",
    "                           landmarkIndices=AlignDlib.OUTER_EYES_AND_NOSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "embedded = np.zeros((metadata.shape[0], 128))\n",
    "\n",
    "for i, m in enumerate(metadata):\n",
    "    img = load_image(m.image_path())\n",
    "    img = align_image(img)\n",
    "    img = (img / 255.).astype(np.float32)\n",
    "    embedded[i] = nn4_small2_pretrained.predict(np.expand_dims(img, axis=0))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129354a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129354780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def distance(emb1, emb2):\n",
    "    return np.sum(np.square(emb1 - emb2))\n",
    "\n",
    "def show_pair(idx1, idx2):\n",
    "    plt.figure(figsize=(8,3))\n",
    "    plt.suptitle(f'Distance = {distance(embedded[idx1], embedded[idx2]):.2f}')\n",
    "    plt.subplot(121)\n",
    "    plt.imshow(load_image(metadata[idx1].image_path()))\n",
    "    plt.subplot(122)\n",
    "    plt.imshow(load_image(metadata[idx2].image_path()));    \n",
    "\n",
    "show_pair(77, 78)\n",
    "show_pair(77, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129be9ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import f1_score, accuracy_score\n",
    "\n",
    "distances = [] \n",
    "identical = [] \n",
    "\n",
    "num = len(metadata)\n",
    "\n",
    "for i in range(num - 1):\n",
    "    for j in range(1, num):\n",
    "        distances.append(distance(embedded[i], embedded[j]))\n",
    "        identical.append(1 if metadata[i].name == metadata[j].name else 0)\n",
    "        \n",
    "distances = np.array(distances)\n",
    "identical = np.array(identical)\n",
    "\n",
    "thresholds = np.arange(0.3, 1.0, 0.01)\n",
    "\n",
    "f1_scores = [f1_score(identical, distances < t) for t in thresholds]\n",
    "acc_scores = [accuracy_score(identical, distances < t) for t in thresholds]\n",
    "\n",
    "opt_idx = np.argmax(f1_scores)\n",
    "opt_tau = thresholds[opt_idx]\n",
    "opt_acc = accuracy_score(identical, distances < opt_tau)\n",
    "\n",
    "plt.plot(thresholds, f1_scores, label='F1 score');\n",
    "plt.plot(thresholds, acc_scores, label='Accuracy');\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title(f'Accuracy at threshold {opt_tau:.2f} = {opt_acc:.3f}');\n",
    "plt.xlabel('Distance threshold')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129471860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist_pos = distances[identical == 1]\n",
    "dist_neg = distances[identical == 0]\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.hist(dist_pos)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (pos. pairs)')\n",
    "plt.legend();\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.hist(dist_neg)\n",
    "plt.axvline(x=opt_tau, linestyle='--', lw=1, c='lightgrey', label='Threshold')\n",
    "plt.title('Distances (neg. pairs)')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN accuracy = 0.96, SVM accuracy = 0.98\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "\n",
    "targets = np.array([m.name for m in metadata])\n",
    "\n",
    "encoder = LabelEncoder()\n",
    "encoder.fit(targets)\n",
    "\n",
    "y = encoder.transform(targets)\n",
    "\n",
    "train_idx = np.arange(metadata.shape[0]) % 2 != 0\n",
    "test_idx = np.arange(metadata.shape[0]) % 2 == 0\n",
    "\n",
    "X_train = embedded[train_idx]\n",
    "X_test = embedded[test_idx]\n",
    "\n",
    "y_train = y[train_idx]\n",
    "y_test = y[test_idx]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=1, metric='euclidean')\n",
    "svc = LinearSVC()\n",
    "\n",
    "knn.fit(X_train, y_train)\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "acc_knn = accuracy_score(y_test, knn.predict(X_test))\n",
    "acc_svc = accuracy_score(y_test, svc.predict(X_test))\n",
    "\n",
    "print(f'KNN accuracy = {acc_knn}, SVM accuracy = {acc_svc}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The KNN classifier achieves an accuracy of 96% on the test set, the SVM classifier 98%. Let's use the SVM classifier to illustrate face recognition on a single example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x129337f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "example_idx = 6\n",
    "\n",
    "example_image = load_image(metadata[test_idx][example_idx].image_path())\n",
    "example_prediction = svc.predict([embedded[test_idx][example_idx]])\n",
    "example_identity = encoder.inverse_transform(example_prediction)[0]\n",
    "\n",
    "plt.imshow(example_image)\n",
    "plt.title(f'Recognized as {example_identity}');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a204710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "X_embedded = TSNE(n_components=2).fit_transform(embedded)\n",
    "\n",
    "for i, t in enumerate(set(targets)):\n",
    "    idx = targets == t\n",
    "    plt.scatter(X_embedded[idx, 0], X_embedded[idx, 1], label=t)   \n",
    "\n",
    "plt.legend(bbox_to_anchor=(1, 1));"
   ]
  }
 ],
 "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
