embeddings_video.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "from os.path import isfile, join\n",
    "import numpy as np\n",
    "import dlib\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "face_rec_model_path='models/dlib_face_recognition_resnet_model_v1.dat'\n",
    "predictor_path = 'models/landmarks.dat'\n",
    "\n",
    "detector = dlib.get_frontal_face_detector()\n",
    "sp = dlib.shape_predictor(predictor_path)\n",
    "facerec = dlib.face_recognition_model_v1(face_rec_model_path)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of faces detected: 0\n",
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      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 171 Right: 1003 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 676 Top: 171 Right: 943 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 676 Top: 142 Right: 943 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 134 Right: 954 Bottom: 455\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 134 Right: 954 Bottom: 455\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 134 Right: 954 Bottom: 455\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 171 Right: 617 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 171 Right: 617 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 171 Right: 617 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 171 Right: 617 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 171 Right: 617 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 201 Right: 617 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 201 Right: 617 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 201 Right: 617 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 365 Top: 217 Right: 588 Bottom: 440\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 635 Top: 130 Right: 710 Bottom: 204\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 476 Top: 236 Right: 631 Bottom: 391\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 142 Right: 1003 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 142 Right: 1003 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 142 Right: 1003 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 142 Right: 1003 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 112 Right: 1003 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 112 Right: 1003 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 736 Top: 142 Right: 959 Bottom: 365\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 171 Right: 587 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 171 Right: 587 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 171 Right: 587 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 171 Right: 587 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 171 Right: 587 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 171 Right: 973 Bottom: 439\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 706 Top: 201 Right: 973 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 705 Top: 170 Right: 1026 Bottom: 491\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 735 Top: 201 Right: 1003 Bottom: 468\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 0\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 142 Right: 617 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 142 Right: 587 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 142 Right: 646 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 112 Right: 646 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 112 Right: 646 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 379 Top: 112 Right: 646 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 112 Right: 617 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 112 Right: 617 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 112 Right: 617 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 112 Right: 617 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 112 Right: 617 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 82 Right: 617 Bottom: 350\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 82 Right: 617 Bottom: 350\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 82 Right: 617 Bottom: 350\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 349 Top: 82 Right: 617 Bottom: 350\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 112 Right: 587 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 112 Right: 587 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 112 Right: 587 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 112 Right: 587 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 319 Top: 112 Right: 587 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 676 Top: 142 Right: 943 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 676 Top: 142 Right: 943 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 633 Top: 99 Right: 954 Bottom: 420\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 386 Top: 98 Right: 572 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 408 Top: 116 Right: 562 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 407 Top: 98 Right: 593 Bottom: 284\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 425 Top: 116 Right: 580 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 425 Top: 116 Right: 580 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 425 Top: 116 Right: 580 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 425 Top: 116 Right: 580 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 425 Top: 116 Right: 580 Bottom: 270\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 439 Top: 118 Right: 662 Bottom: 341\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 112 Right: 676 Bottom: 379\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 1\n",
      "Detection 0: Left: 409 Top: 142 Right: 676 Bottom: 409\n",
      "Number of faces detected: 0\n"
     ]
    }
   ],
   "source": [
    "import glob, os\n",
    "features =[]\n",
    "images=[]\n",
    "\n",
    "cap = cv2.VideoCapture('test.mp4')\n",
    "while(True):\n",
    "    # Capture frame-by-frame\n",
    "    ret, frame = cap.read()\n",
    "    if not ret:\n",
    "        break\n",
    "    img = frame\n",
    "\n",
    "\n",
    "    # Ask the detector to find the bounding boxes of each face. The 1 in the\n",
    "    # second argument indicates that we should upsample the image 1 time. This\n",
    "    # will make everything bigger and allow us to detect more faces.\n",
    "    dets = detector(img, 1)\n",
    "    print(\"Number of faces detected: {}\".format(len(dets)))\n",
    "\n",
    "    # Now process each face we found.\n",
    "    for k, d in enumerate(dets):\n",
    "        print(\"Detection {}: Left: {} Top: {} Right: {} Bottom: {}\".format(\n",
    "            k, d.left(), d.top(), d.right(), d.bottom()))\n",
    "        # Get the landmarks/parts for the face in box d.\n",
    "        shape = sp(img, d)\n",
    "        # Compute the 128D vector that describes the face in img identified by\n",
    "        # shape.  In general, if two face descriptor vectors have a Euclidean\n",
    "        # distance between them less than 0.6 then they are from the same\n",
    "        # person, otherwise they are from different people. Here we just print\n",
    "        # the vector to the screen.\n",
    "        features.append(facerec.compute_face_descriptor(img, shape))\n",
    "        images.append(frame)\n",
    "cap.release()\n",
    "cv2.destroyAllWindows()        \n",
    "\n",
    "features = np.array(features)        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "tsne = TSNE(n_components=2, random_state=0)\n",
    "reduced = tsne.fit_transform(features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+56hY9OI5M6fskZFMpbG1e7Do93m57aTJilBenhC5xGlhpdOX3kVHcmjCsURrHJvbC++W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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.figure(figsize=(4, 4))\n",
    "plt.scatter(x = reduced[:,0], y=reduced[:,1])\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.contrib.tensorboard.plugins import projector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOG_DIR = '/Users/anshu/meet-up/internship/recognition/face-embeddings/embeddings-logs/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "np.savetxt(LOG_DIR+'feature_vectors_400_samples.txt',features)\n",
    "pickle.dump(features, open(LOG_DIR+'feature_vectors_400_samples.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_data=[]\n",
    "for img in images:\n",
    "    input_img = img\n",
    "    input_img_resize=cv2.resize(input_img,(400,400))\n",
    "#     backtorgb = cv2.cvtColor(input_img_resize,cv2.COLOR_BGR2RGB)\n",
    "    img_data.append(input_img_resize)\n",
    "    \n",
    "                \n",
    "img_data = np.array(img_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "feature_vectors_shape: (400, 128)\n",
      "num of images: 400\n",
      "size of individual feature vector: 128\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "feature_vectors = np.loadtxt(LOG_DIR+'feature_vectors_400_samples.txt')\n",
    "print (\"feature_vectors_shape:\",feature_vectors.shape)\n",
    "print (\"num of images:\",feature_vectors.shape[0])\n",
    "print (\"size of individual feature vector:\",feature_vectors.shape[1])\n",
    "features = tf.Variable(feature_vectors, name='features')\n",
    "\n",
    "\n",
    "\n",
    "metadata_file = open(os.path.join(LOG_DIR, 'metadata_4_classes.tsv'), 'w')\n",
    "metadata_file.write('Class\\tName\\n')\n",
    "\n",
    "    \n",
    "metadata_file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def images_to_sprite(data):\n",
    "    \"\"\"Creates the sprite image along with any necessary padding\n",
    "\n",
    "    Args:\n",
    "      data: NxHxW[x3] tensor containing the images.\n",
    "\n",
    "    Returns:\n",
    "      data: Properly shaped HxWx3 image with any necessary padding.\n",
    "    \"\"\"\n",
    "    if len(data.shape) == 3:\n",
    "        data = np.tile(data[...,np.newaxis], (1,1,1,3))\n",
    "    data = data.astype(np.float32)\n",
    "    min = np.min(data.reshape((data.shape[0], -1)), axis=1)\n",
    "    data = (data.transpose(1,2,3,0) - min).transpose(3,0,1,2)\n",
    "    max = np.max(data.reshape((data.shape[0], -1)), axis=1)\n",
    "    data = (data.transpose(1,2,3,0) / max).transpose(3,0,1,2)\n",
    "    # Inverting the colors seems to look better for MNIST\n",
    "#     data = 1 - data\n",
    "\n",
    "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
    "    padding = ((0, n ** 2 - data.shape[0]), (0, 0),\n",
    "            (0, 0)) + ((0, 0),) * (data.ndim - 3)\n",
    "    data = np.pad(data, padding, mode='constant',\n",
    "            constant_values=0)\n",
    "    # Tile the individual thumbnails into an image.\n",
    "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3)\n",
    "            + tuple(range(4, data.ndim + 1)))\n",
    "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
    "    data = (data * 255).astype(np.uint8)\n",
    "    return data\n",
    "#%%\n",
    "sprite = images_to_sprite(img_data)\n",
    "cv2.imwrite(os.path.join(LOG_DIR, 'sprite_4_classes.png'), sprite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "with tf.Session() as sess:\n",
    "    saver = tf.train.Saver([features])\n",
    "\n",
    "    sess.run(features.initializer)\n",
    "    saver.save(sess, os.path.join(LOG_DIR, 'images_4_classes.ckpt'))\n",
    "    \n",
    "    config = projector.ProjectorConfig()\n",
    "    # One can add multiple embeddings.\n",
    "    embedding = config.embeddings.add()\n",
    "    embedding.tensor_name = features.name\n",
    "    # Link this tensor to its metadata file (e.g. labels).\n",
    "#     embedding.metadata_path = os.path.join(LOG_DIR, 'metadata_4_classes.tsv')\n",
    "    # Comment out if you don't want sprites\n",
    "    embedding.sprite.image_path = os.path.join(LOG_DIR, 'sprite_4_classes.png')\n",
    "    embedding.sprite.single_image_dim.extend([img_data.shape[1], img_data.shape[1]])\n",
    "    # Saves a config file that TensorBoard will read during startup.\n",
    "    projector.visualize_embeddings(tf.summary.FileWriter(LOG_DIR), config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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