{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From C:\\Users\\fatik\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\tf_keras\\src\\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "from deepface import DeepFace\n",
    "import os\n",
    "from mtcnn import MTCNN"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T11:51:18.815961100Z",
     "start_time": "2024-03-29T11:51:14.103338900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "models = [\n",
    "  \"VGG-Face\",\n",
    "  \"Facenet\",\n",
    "  \"Facenet512\",\n",
    "  \"OpenFace\",\n",
    "  \"DeepFace\",\n",
    "  \"DeepID\",\n",
    "  \"ArcFace\",\n",
    "  \"Dlib\",\n",
    "  \"SFace\",\n",
    "  \"GhostFaceNet\",\n",
    "]\n",
    "backends = [\n",
    "  'opencv',\n",
    "  'ssd',\n",
    "  'dlib',\n",
    "  'mtcnn',\n",
    "  'retinaface',\n",
    "  'mediapipe',\n",
    "  'yolov8',\n",
    "  'yunet',\n",
    "  'fastmtcnn',\n",
    "]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T11:51:19.274075400Z",
     "start_time": "2024-03-29T11:51:19.216042200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [
    {
     "data": {
      "text/plain": "  0%|          | 0/419 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "47ae2f30569d4637a9b7d6774e789a59"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "from tqdm.notebook import tqdm\n",
    "detector = MTCNN()\n",
    "dicter3 = {}\n",
    "embeddings1 = []\n",
    "z = 0\n",
    "dir_ = r'C:\\Users\\fatik\\PycharmProjects\\UfaHack2024\\data\\bloggers'\n",
    "for filename in tqdm(os.listdir(dir_)):\n",
    "  z+=1\n",
    "  print(z)\n",
    "  if z==500:\n",
    "    break\n",
    "  i = 0\n",
    "  for image in os.listdir(os.path.join(dir_, filename)):\n",
    "    i+=1\n",
    "    img = cv2.cvtColor(cv2.imread(os.path.join(dir_, filename, image)), cv2.COLOR_BGR2RGB)\n",
    "    detections = detector.detect_faces(img)\n",
    "    if len(detections) > 1:\n",
    "      continue\n",
    "    for detection in detections:\n",
    "      confidence = detection[\"confidence\"]\n",
    "      if confidence > 0.9:\n",
    "        x, y, w, h = detection[\"box\"]\n",
    "        detected_face = img[int(y):int(y + h), int(x):int(x + w)]\n",
    "        embedding = DeepFace.represent(detected_face, model_name='Facenet', enforce_detection=False)\n",
    "        dicter3[f'{filename}_{i}'] = embedding[0][\"embedding\"]"
   ],
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    "ExecuteTime": {
     "start_time": "2024-03-29T17:06:57.675570400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('actors_ussr_embeddings.pkl', 'wb') as f:\n",
    "    pickle.dump(dicter3, f)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-29T17:05:49.924417200Z",
     "start_time": "2024-03-29T17:05:49.760230900Z"
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