part2_Socialdistance_and_mask/Social_Distancing_Monitor.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Ygq4ZQabrDEE"
   },
   "outputs": [],
   "source": [
    "# Mount Google Drive (If using Colab)\n",
    "\n",
    "#from google.colab import drive\n",
    "#drive.mount(\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "tvGhWHSHfU8B"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in c:\\users\\satwi\\anaconda3\\lib\\site-packages (1.20.1)\n",
      "Requirement already satisfied: matplotlib in c:\\users\\satwi\\anaconda3\\lib\\site-packages (3.3.4)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (8.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (1.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (2.4.7)\n",
      "Requirement already satisfied: numpy>=1.15 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from matplotlib) (1.20.1)\n",
      "Requirement already satisfied: six in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from cycler>=0.10->matplotlib) (1.15.0)\n",
      "Requirement already satisfied: sklearn in c:\\users\\satwi\\anaconda3\\lib\\site-packages (0.0)\n",
      "Requirement already satisfied: scikit-learn in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from sklearn) (0.24.1)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.0.1)\n",
      "Requirement already satisfied: scipy>=0.19.1 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.6.2)\n",
      "Requirement already satisfied: numpy>=1.13.3 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (1.20.1)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from scikit-learn->sklearn) (2.1.0)\n",
      "Requirement already satisfied: Pillow in c:\\users\\satwi\\anaconda3\\lib\\site-packages (8.2.0)\n",
      "Requirement already satisfied: opencv-python in c:\\users\\satwi\\anaconda3\\lib\\site-packages (4.5.4.60)\n",
      "Requirement already satisfied: numpy>=1.17.3 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from opencv-python) (1.20.1)\n",
      "Requirement already satisfied: Keras in c:\\users\\satwi\\anaconda3\\lib\\site-packages (2.7.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  Running command git clone -q https://github.com/hukkelas/DSFD-Pytorch-Inference.git 'C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-req-build-gs2wdacz'\n",
      "  ERROR: Error [WinError 2] The system cannot find the file specified while executing command git clone -q https://github.com/hukkelas/DSFD-Pytorch-Inference.git 'C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-req-build-gs2wdacz'\n",
      "ERROR: Cannot find command 'git' - do you have 'git' installed and in your PATH?\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/hukkelas/DSFD-Pytorch-Inference.git\n",
      "  Cloning https://github.com/hukkelas/DSFD-Pytorch-Inference.git to c:\\users\\satwi\\appdata\\local\\temp\\pip-req-build-gs2wdacz\n",
      "Collecting face-recognition\n",
      "  Using cached face_recognition-1.3.0-py2.py3-none-any.whl (15 kB)\n",
      "Collecting dlib>=19.7\n",
      "  Using cached dlib-19.22.1.tar.gz (7.4 MB)"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  ERROR: Command errored out with exit status 1:\n",
      "   command: 'C:\\Users\\satwi\\anaconda3\\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"'; __file__='\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"';f=getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__);code=f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' bdist_wheel -d 'C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-wheel-r0i1a8br'\n",
      "       cwd: C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\\n",
      "  Complete output (293 lines):\n",
      "  running bdist_wheel\n",
      "  running build\n",
      "  running build_py\n",
      "  package init file 'tools\\python\\dlib\\__init__.py' not found (or not a regular file)\n",
      "  running build_ext\n",
      "  Building extension for Python 3.8.8 (default, Apr 13 2021, 15:08:03) [MSC v.1916 64 bit (AMD64)]\n",
      "  Invoking CMake setup: 'cmake C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\lib.win-amd64-3.8 -DPYTHON_EXECUTABLE=C:\\Users\\satwi\\anaconda3\\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\lib.win-amd64-3.8 -A x64'\n",
      "  -- Building for: Visual Studio 17 2022\n",
      "  -- Selecting Windows SDK version 10.0.19041.0 to target Windows 10.0.19043.\n",
      "  -- The C compiler identification is MSVC 19.30.30706.0\n",
      "  -- The CXX compiler identification is MSVC 19.30.30706.0\n",
      "  -- Detecting C compiler ABI info\n",
      "  -- Detecting C compiler ABI info - done\n",
      "  -- Check for working C compiler: C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Tools/MSVC/14.30.30705/bin/Hostx64/x64/cl.exe - skipped\n",
      "  -- Detecting C compile features\n",
      "  -- Detecting C compile features - done\n",
      "  -- Detecting CXX compiler ABI info\n",
      "  -- Detecting CXX compiler ABI info - done\n",
      "  -- Check for working CXX compiler: C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Tools/MSVC/14.30.30705/bin/Hostx64/x64/cl.exe - skipped\n",
      "  -- Detecting CXX compile features\n",
      "  -- Detecting CXX compile features - done\n",
      "  -- Found PythonInterp: C:/Users/satwi/anaconda3/python.exe (found version \"3.8.8\")\n",
      "  -- Found PythonLibs: C:/Users/satwi/anaconda3/libs/Python38.lib\n",
      "  -- pybind11 v2.2.4\n",
      "  -- Using CMake version: 3.22.0\n",
      "  -- Compiling dlib version: 19.22.1\n",
      "  -- Looking for sys/types.h\n",
      "  -- Looking for sys/types.h - found\n",
      "  -- Looking for stdint.h\n",
      "  -- Looking for stdint.h - found\n",
      "  -- Looking for stddef.h\n",
      "  -- Looking for stddef.h - found\n",
      "  -- Check size of void*\n",
      "  -- Check size of void* - done\n",
      "  -- Enabling SSE2 instructions\n",
      "  -- Searching for BLAS and LAPACK\n",
      "  -- Searching for BLAS and LAPACK\n",
      "  -- Looking for pthread.h\n",
      "  -- Looking for pthread.h - not found\n",
      "  -- Found Threads: TRUE\n",
      "  CUDA_TOOLKIT_ROOT_DIR not found or specified\n",
      "  -- Could NOT find CUDA (missing: CUDA_TOOLKIT_ROOT_DIR CUDA_NVCC_EXECUTABLE CUDA_INCLUDE_DIRS CUDA_CUDART_LIBRARY) (Required is at least version \"7.5\")\n",
      "  -- Found CUDA, but CMake was unable to find the cuBLAS libraries that should be part of every basic CUDA install. Your CUDA install is somehow broken or incomplete. Since cuBLAS is required for dlib to use CUDA we won't use CUDA."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Requirement already satisfied: face-recognition-models>=0.3.0 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from face-recognition) (0.3.0)\n",
      "Requirement already satisfied: Click>=6.0 in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from face-recognition) (7.1.2)\n",
      "Requirement already satisfied: Pillow in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from face-recognition) (8.2.0)\n",
      "Requirement already satisfied: numpy in c:\\users\\satwi\\anaconda3\\lib\\site-packages (from face-recognition) (1.20.1)\n",
      "Building wheels for collected packages: dlib\n",
      "  Building wheel for dlib (setup.py): started\n",
      "  Building wheel for dlib (setup.py): still running...\n",
      "  Building wheel for dlib (setup.py): still running...\n",
      "  Building wheel for dlib (setup.py): still running...\n",
      "  Building wheel for dlib (setup.py): still running...\n",
      "  Building wheel for dlib (setup.py): still running...\n",
      "  Building wheel for dlib (setup.py): finished with status 'error'\n",
      "  Running setup.py clean for dlib\n",
      "Failed to build dlib\n",
      "Installing collected packages: dlib, face-recognition\n",
      "    Running setup.py install for dlib: started\n",
      "    Running setup.py install for dlib: still running...\n",
      "    Running setup.py install for dlib: still running...\n",
      "    Running setup.py install for dlib: still running...\n",
      "    Running setup.py install for dlib: still running...\n",
      "    Running setup.py install for dlib: finished with status 'error'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  -- DID NOT FIND CUDA\n",
      "  -- Disabling CUDA support for dlib.  DLIB WILL NOT USE CUDA\n",
      "  -- C++11 activated.\n",
      "  -- Configuring done\n",
      "  -- Generating done\n",
      "  -- Build files have been written to: C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/build/temp.win-amd64-3.8/Release\n",
      "  Invoking CMake build: 'cmake --build . --config Release -- /m'\n",
      "  Microsoft (R) Build Engine version 17.0.0+c9eb9dd64 for .NET Framework\n",
      "  Copyright (C) Microsoft Corporation. All rights reserved.\n",
      "  \n",
      "  C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\ZERO_CHECK.vcxproj]\n",
      "    Checking Build System\n",
      "  C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    Building Custom Rule C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/dlib/CMakeLists.txt\n",
      "    base64_kernel_1.cpp\n",
      "    bigint_kernel_1.cpp\n",
      "    bigint_kernel_2.cpp\n",
      "    bit_stream_kernel_1.cpp\n",
      "    entropy_decoder_kernel_1.cpp\n",
      "    entropy_decoder_kernel_2.cpp\n",
      "    entropy_encoder_kernel_1.cpp\n",
      "    entropy_encoder_kernel_2.cpp\n",
      "    md5_kernel_1.cpp\n",
      "    tokenizer_kernel_1.cpp\n",
      "    unicode.cpp\n",
      "    test_for_odr_violations.cpp\n",
      "    sockets_kernel_1.cpp\n",
      "    bsp.cpp\n",
      "    dir_nav_kernel_1.cpp\n",
      "    dir_nav_kernel_2.cpp\n",
      "    dir_nav_extensions.cpp\n",
      "    fonts.cpp\n",
      "    linker_kernel_1.cpp\n",
      "    extra_logger_headers.cpp\n",
      "    logger_kernel_1.cpp\n",
      "    logger_config_file.cpp\n",
      "    misc_api_kernel_1.cpp\n",
      "    misc_api_kernel_2.cpp\n",
      "    sockets_extensions.cpp\n",
      "    sockets_kernel_2.cpp\n",
      "    sockstreambuf.cpp\n",
      "    sockstreambuf_unbuffered.cpp\n",
      "    server_kernel.cpp\n",
      "    server_iostream.cpp\n",
      "    server_http.cpp\n",
      "    multithreaded_object_extension.cpp\n",
      "    threaded_object_extension.cpp\n",
      "    threads_kernel_1.cpp\n",
      "    threads_kernel_2.cpp\n",
      "    threads_kernel_shared.cpp\n",
      "    thread_pool_extension.cpp\n",
      "    async.cpp\n",
      "    timer.cpp\n",
      "    stack_trace.cpp\n",
      "    cpu_dlib.cpp\n",
      "    tensor_tools.cpp\n",
      "    image_dataset_metadata.cpp\n",
      "    mnist.cpp\n",
      "    cifar.cpp\n",
      "    global_function_search.cpp\n",
      "    kalman_filter.cpp\n",
      "    auto.cpp\n",
      "    widgets.cpp\n",
      "    drawable.cpp\n",
      "    canvas_drawing.cpp\n",
      "    style.cpp\n",
      "    base_widgets.cpp\n",
      "    gui_core_kernel_1.cpp\n",
      "    gui_core_kernel_2.cpp\n",
      "    png_loader.cpp\n",
      "    save_png.cpp\n",
      "    jpeg_loader.cpp\n",
      "    save_jpeg.cpp\n",
      "    arm_init.c\n",
      "    filter_neon_intrinsics.c\n",
      "    png.c\n",
      "    pngerror.c\n",
      "    pngget.c\n",
      "    pngmem.c\n",
      "    pngpread.c\n",
      "    pngread.c\n",
      "    pngrio.c\n",
      "    pngrtran.c\n",
      "    pngrutil.c\n",
      "    pngset.c\n",
      "    pngtrans.c\n",
      "    pngwio.c\n",
      "    pngwrite.c\n",
      "    pngwtran.c\n",
      "    pngwutil.c\n",
      "    adler32.c\n",
      "    compress.c\n",
      "    crc32.c\n",
      "    deflate.c\n",
      "    gzclose.c\n",
      "    gzlib.c\n",
      "    gzread.c\n",
      "    gzwrite.c\n",
      "    infback.c\n",
      "    inffast.c\n",
      "    inflate.c\n",
      "    inftrees.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(319,17): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(212,24): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(400,18): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    trees.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(472,18): warning C4267: '=': conversion from 'size_t' to 'int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(232,21): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(371,19): warning C4267: '=': conversion from 'size_t' to 'int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    uncompr.c\n",
      "    zutil.c\n",
      "    jaricom.c\n",
      "    jcapimin.c\n",
      "    jcapistd.c\n",
      "    jcarith.c\n",
      "    jccoefct.c\n",
      "    jccolor.c\n",
      "    jcdctmgr.c\n",
      "    jchuff.c\n",
      "    jcinit.c\n",
      "    jcmainct.c\n",
      "    jcmarker.c\n",
      "    jcmaster.c\n",
      "    jcomapi.c\n",
      "    jcparam.c\n",
      "    jcprepct.c\n",
      "    jcsample.c\n",
      "    jdapimin.c\n",
      "    jdapistd.c\n",
      "    jdarith.c\n",
      "    jdatadst.c\n",
      "    jdatasrc.c\n",
      "    jdcoefct.c\n",
      "    jdcolor.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jdatadst.c(185,34): warning C4267: '=': conversion from 'size_t' to 'unsigned long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    jddctmgr.c\n",
      "    jdhuff.c\n",
      "    jdinput.c\n",
      "    jdmainct.c\n",
      "    jdmarker.c\n",
      "    jdmaster.c\n",
      "    jdmerge.c\n",
      "    jdpostct.c\n",
      "    jdsample.c\n",
      "    jerror.c\n",
      "    jfdctflt.c\n",
      "    jfdctfst.c\n",
      "    jfdctint.c\n",
      "    jidctflt.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jerror.c(193,5): warning C4996: 'sprintf': This function or variable may be unsafe. Consider using sprintf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jerror.c(195,5): warning C4996: 'sprintf': This function or variable may be unsafe. Consider using sprintf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    jidctfst.c\n",
      "    jidctint.c\n",
      "    jmemmgr.c\n",
      "    jmemnobs.c\n",
      "    jquant1.c\n",
      "    jquant2.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(307,47): warning C4267: '+=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(367,46): warning C4267: '+=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(977,35): warning C4267: '-=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    jutils.c\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(991,35): warning C4267: '-=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(1107,19): warning C4996: 'getenv': This function or variable may be unsafe. Consider using _dupenv_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "  C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(1110,11): warning C4996: 'sscanf': This function or variable may be unsafe. Consider using sscanf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    dlib.vcxproj -> C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\Release\\dlib19.22.1_release_64bit_msvc1930.lib\n",
      "  C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    Building Custom Rule C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/tools/python/CMakeLists.txt\n",
      "    dlib.cpp\n",
      "    matrix.cpp\n",
      "    vector.cpp\n",
      "    svm_c_trainer.cpp\n",
      "    svm_rank_trainer.cpp\n",
      "    decision_functions.cpp\n",
      "    other.cpp\n",
      "    basic.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\basic.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_rank_trainer.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\dlib.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\other.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\decision_functions.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\matrix.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\vector.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_c_trainer.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    cca.cpp\n",
      "    sequence_segmenter.cpp\n",
      "    svm_struct.cpp\n",
      "    image.cpp\n",
      "    image2.cpp\n",
      "    image3.cpp\n",
      "    image4.cpp\n",
      "    rectangles.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\sequence_segmenter.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\cca.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    object_detection.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_struct.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    shape_predictor.cpp\n",
      "    correlation_tracker.cpp\n",
      "    face_recognition.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image2.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image3.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image4.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    cnn_face_detector.cpp\n",
      "    global_optimization.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\rectangles.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    image_dataset_metadata.cpp\n",
      "    numpy_returns.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\object_detection.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\correlation_tracker.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\shape_predictor.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\face_recognition.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    line.cpp\n",
      "    gui.cpp\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\cnn_face_detector.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\global_optimization.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image_dataset_metadata.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\numpy_returns.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\line.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\gui.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "  Traceback (most recent call last):\n",
      "    File \"<string>\", line 1, in <module>\n",
      "    File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 222, in <module>\n",
      "      setup(\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\site-packages\\setuptools\\__init__.py\", line 153, in setup\n",
      "      return distutils.core.setup(**attrs)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\core.py\", line 148, in setup\n",
      "      dist.run_commands()\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 966, in run_commands\n",
      "      self.run_command(cmd)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\site-packages\\wheel\\bdist_wheel.py\", line 299, in run\n",
      "      self.run_command('build')\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\cmd.py\", line 313, in run_command\n",
      "      self.distribution.run_command(command)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\command\\build.py\", line 135, in run\n",
      "      self.run_command(cmd_name)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\cmd.py\", line 313, in run_command\n",
      "      self.distribution.run_command(command)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 134, in run\n",
      "      self.build_extension(ext)\n",
      "    File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 174, in build_extension\n",
      "      subprocess.check_call(cmake_build, cwd=build_folder)\n",
      "    File \"C:\\Users\\satwi\\anaconda3\\lib\\subprocess.py\", line 364, in check_call\n",
      "      raise CalledProcessError(retcode, cmd)\n",
      "  subprocess.CalledProcessError: Command '['cmake', '--build', '.', '--config', 'Release', '--', '/m']' returned non-zero exit status 1.\n",
      "  ----------------------------------------\n",
      "  ERROR: Failed building wheel for dlib\n",
      "    ERROR: Command errored out with exit status 1:\n",
      "     command: 'C:\\Users\\satwi\\anaconda3\\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"'; __file__='\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"';f=getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__);code=f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' install --record 'C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-record-b0s97g47\\install-record.txt' --single-version-externally-managed --compile --install-headers 'C:\\Users\\satwi\\anaconda3\\Include\\dlib'\n",
      "         cwd: C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\\n",
      "    Complete output (295 lines):\n",
      "    running install\n",
      "    running build\n",
      "    running build_py\n",
      "    package init file 'tools\\python\\dlib\\__init__.py' not found (or not a regular file)\n",
      "    running build_ext\n",
      "    Building extension for Python 3.8.8 (default, Apr 13 2021, 15:08:03) [MSC v.1916 64 bit (AMD64)]\n",
      "    Invoking CMake setup: 'cmake C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\lib.win-amd64-3.8 -DPYTHON_EXECUTABLE=C:\\Users\\satwi\\anaconda3\\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\lib.win-amd64-3.8 -A x64'\n",
      "    -- Building for: Visual Studio 17 2022\n",
      "    -- Selecting Windows SDK version 10.0.19041.0 to target Windows 10.0.19043.\n",
      "    -- The C compiler identification is MSVC 19.30.30706.0\n",
      "    -- The CXX compiler identification is MSVC 19.30.30706.0\n",
      "    -- Detecting C compiler ABI info\n",
      "    -- Detecting C compiler ABI info - done\n",
      "    -- Check for working C compiler: C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Tools/MSVC/14.30.30705/bin/Hostx64/x64/cl.exe - skipped\n",
      "    -- Detecting C compile features\n",
      "    -- Detecting C compile features - done\n",
      "    -- Detecting CXX compiler ABI info\n",
      "    -- Detecting CXX compiler ABI info - done\n",
      "    -- Check for working CXX compiler: C:/Program Files/Microsoft Visual Studio/2022/Community/VC/Tools/MSVC/14.30.30705/bin/Hostx64/x64/cl.exe - skipped\n",
      "    -- Detecting CXX compile features\n",
      "    -- Detecting CXX compile features - done\n",
      "    -- Found PythonInterp: C:/Users/satwi/anaconda3/python.exe (found version \"3.8.8\")\n",
      "    -- Found PythonLibs: C:/Users/satwi/anaconda3/libs/Python38.lib\n",
      "    -- pybind11 v2.2.4\n",
      "    -- Using CMake version: 3.22.0\n",
      "    -- Compiling dlib version: 19.22.1\n",
      "    -- Looking for sys/types.h\n",
      "    -- Looking for sys/types.h - found\n",
      "    -- Looking for stdint.h\n",
      "    -- Looking for stdint.h - found\n",
      "    -- Looking for stddef.h\n",
      "    -- Looking for stddef.h - found\n",
      "    -- Check size of void*\n",
      "    -- Check size of void* - done\n",
      "    -- Enabling SSE2 instructions\n",
      "    -- Searching for BLAS and LAPACK\n",
      "    -- Searching for BLAS and LAPACK\n",
      "    -- Looking for pthread.h\n",
      "    -- Looking for pthread.h - not found\n",
      "    -- Found Threads: TRUE\n",
      "    CUDA_TOOLKIT_ROOT_DIR not found or specified\n",
      "    -- Could NOT find CUDA (missing: CUDA_TOOLKIT_ROOT_DIR CUDA_NVCC_EXECUTABLE CUDA_INCLUDE_DIRS CUDA_CUDART_LIBRARY) (Required is at least version \"7.5\")\n",
      "    -- Found CUDA, but CMake was unable to find the cuBLAS libraries that should be part of every basic CUDA install. Your CUDA install is somehow broken or incomplete. Since cuBLAS is required for dlib to use CUDA we won't use CUDA.\n",
      "    -- DID NOT FIND CUDA\n",
      "    -- Disabling CUDA support for dlib.  DLIB WILL NOT USE CUDA\n",
      "    -- C++11 activated.\n",
      "    -- Configuring done\n",
      "    -- Generating done\n",
      "    -- Build files have been written to: C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/build/temp.win-amd64-3.8/Release\n",
      "    Invoking CMake build: 'cmake --build . --config Release -- /m'\n",
      "    Microsoft (R) Build Engine version 17.0.0+c9eb9dd64 for .NET Framework\n",
      "    Copyright (C) Microsoft Corporation. All rights reserved.\n",
      "    \n",
      "    C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\ZERO_CHECK.vcxproj]\n",
      "      Checking Build System\n",
      "    C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "      Building Custom Rule C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/dlib/CMakeLists.txt\n",
      "      base64_kernel_1.cpp\n",
      "      bigint_kernel_1.cpp\n",
      "      bigint_kernel_2.cpp\n",
      "      bit_stream_kernel_1.cpp\n",
      "      entropy_decoder_kernel_1.cpp\n",
      "      entropy_decoder_kernel_2.cpp\n",
      "      entropy_encoder_kernel_1.cpp\n",
      "      entropy_encoder_kernel_2.cpp\n",
      "      md5_kernel_1.cpp\n",
      "      tokenizer_kernel_1.cpp\n",
      "      unicode.cpp\n",
      "      test_for_odr_violations.cpp\n",
      "      sockets_kernel_1.cpp\n",
      "      bsp.cpp\n",
      "      dir_nav_kernel_1.cpp\n",
      "      dir_nav_kernel_2.cpp\n",
      "      dir_nav_extensions.cpp\n",
      "      fonts.cpp\n",
      "      linker_kernel_1.cpp\n",
      "      extra_logger_headers.cpp\n",
      "      logger_kernel_1.cpp\n",
      "      logger_config_file.cpp\n",
      "      misc_api_kernel_1.cpp\n",
      "      misc_api_kernel_2.cpp\n",
      "      sockets_extensions.cpp\n",
      "      sockets_kernel_2.cpp\n",
      "      sockstreambuf.cpp\n",
      "      sockstreambuf_unbuffered.cpp\n",
      "      server_kernel.cpp\n",
      "      server_iostream.cpp\n",
      "      server_http.cpp\n",
      "      multithreaded_object_extension.cpp\n",
      "      threaded_object_extension.cpp\n",
      "      threads_kernel_1.cpp\n",
      "      threads_kernel_2.cpp\n",
      "      threads_kernel_shared.cpp\n",
      "      thread_pool_extension.cpp\n",
      "      async.cpp\n",
      "      timer.cpp\n",
      "      stack_trace.cpp\n",
      "      cpu_dlib.cpp\n",
      "      tensor_tools.cpp\n",
      "      image_dataset_metadata.cpp\n",
      "      mnist.cpp\n",
      "      cifar.cpp\n",
      "      global_function_search.cpp\n",
      "      kalman_filter.cpp\n",
      "      auto.cpp\n",
      "      widgets.cpp\n",
      "      drawable.cpp\n",
      "      canvas_drawing.cpp\n",
      "      style.cpp\n",
      "      base_widgets.cpp\n",
      "      gui_core_kernel_1.cpp\n",
      "      gui_core_kernel_2.cpp\n",
      "      png_loader.cpp\n",
      "      save_png.cpp\n",
      "      jpeg_loader.cpp\n",
      "      save_jpeg.cpp\n",
      "      arm_init.c\n",
      "      filter_neon_intrinsics.c\n",
      "      png.c\n",
      "      pngerror.c\n",
      "      pngget.c\n",
      "      pngmem.c\n",
      "      pngpread.c\n",
      "      pngread.c\n",
      "      pngrio.c\n",
      "      pngrtran.c\n",
      "      pngrutil.c\n",
      "      pngset.c\n",
      "      pngtrans.c\n",
      "      pngwio.c\n",
      "      pngwrite.c\n",
      "      pngwtran.c\n",
      "      pngwutil.c\n",
      "      adler32.c\n",
      "      compress.c\n",
      "      crc32.c\n",
      "      deflate.c\n",
      "      gzclose.c\n",
      "      gzlib.c\n",
      "      gzread.c\n",
      "      gzwrite.c\n",
      "      infback.c\n",
      "      inffast.c\n",
      "      inflate.c\n",
      "      inftrees.c\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(212,24): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(232,21): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzwrite.c(371,19): warning C4267: '=': conversion from 'size_t' to 'int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(319,17): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(400,18): warning C4267: '=': conversion from 'size_t' to 'unsigned int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\zlib\\gzread.c(472,18): warning C4267: '=': conversion from 'size_t' to 'int', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "      trees.c\n",
      "      uncompr.c\n",
      "      zutil.c\n",
      "      jaricom.c\n",
      "      jcapimin.c\n",
      "      jcapistd.c\n",
      "      jcarith.c\n",
      "      jccoefct.c\n",
      "      jccolor.c\n",
      "      jcdctmgr.c\n",
      "      jchuff.c\n",
      "      jcinit.c\n",
      "      jcmainct.c\n",
      "      jcmarker.c\n",
      "      jcmaster.c\n",
      "      jcomapi.c\n",
      "      jcparam.c\n",
      "      jcprepct.c\n",
      "      jcsample.c\n",
      "      jdapimin.c\n",
      "      jdapistd.c\n",
      "      jdarith.c\n",
      "      jdatadst.c\n",
      "      jdatasrc.c\n",
      "      jdcoefct.c\n",
      "      jdcolor.c\n",
      "      jddctmgr.c\n",
      "      jdhuff.c\n",
      "      jdinput.c\n",
      "      jdmainct.c\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jdatadst.c(185,34): warning C4267: '=': conversion from 'size_t' to 'unsigned long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "      jdmarker.c\n",
      "      jdmaster.c\n",
      "      jdmerge.c\n",
      "      jdpostct.c\n",
      "      jdsample.c\n",
      "      jerror.c\n",
      "      jfdctflt.c\n",
      "      jfdctfst.c\n",
      "      jfdctint.c\n",
      "      jidctflt.c\n",
      "      jidctfst.c\n",
      "      jidctint.c\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jerror.c(193,5): warning C4996: 'sprintf': This function or variable may be unsafe. Consider using sprintf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jerror.c(195,5): warning C4996: 'sprintf': This function or variable may be unsafe. Consider using sprintf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "      jmemmgr.c\n",
      "      jmemnobs.c\n",
      "      jquant1.c\n",
      "      jquant2.c\n",
      "      jutils.c\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(307,47): warning C4267: '+=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(367,46): warning C4267: '+=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(977,35): warning C4267: '-=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(991,35): warning C4267: '-=': conversion from 'size_t' to 'long', possible loss of data [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(1107,19): warning C4996: 'getenv': This function or variable may be unsafe. Consider using _dupenv_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "    C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\dlib\\external\\libjpeg\\jmemmgr.c(1110,11): warning C4996: 'sscanf': This function or variable may be unsafe. Consider using sscanf_s instead. To disable deprecation, use _CRT_SECURE_NO_WARNINGS. See online help for details. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\dlib.vcxproj]\n",
      "      dlib.vcxproj -> C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\dlib_build\\Release\\dlib19.22.1_release_64bit_msvc1930.lib\n",
      "    C:\\Program Files\\Microsoft Visual Studio\\2022\\Community\\MSBuild\\Microsoft\\VC\\v170\\Microsoft.CppBuild.targets(514,5): warning MSB8029: The Intermediate directory or Output directory cannot reside under the Temporary directory as it could lead to issues with incremental build. [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      Building Custom Rule C:/Users/satwi/AppData/Local/Temp/pip-install-r4zrhy9n/dlib_e426eef84de44772af81c5810d39be90/tools/python/CMakeLists.txt\n",
      "      dlib.cpp\n",
      "      matrix.cpp\n",
      "      vector.cpp\n",
      "      svm_c_trainer.cpp\n",
      "      svm_rank_trainer.cpp\n",
      "      decision_functions.cpp\n",
      "      other.cpp\n",
      "      basic.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_c_trainer.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\other.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\basic.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\vector.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_rank_trainer.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      cca.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\dlib.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\matrix.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      sequence_segmenter.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\decision_functions.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      svm_struct.cpp\n",
      "      image.cpp\n",
      "      image2.cpp\n",
      "      image3.cpp\n",
      "      image4.cpp\n",
      "      rectangles.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\cca.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      object_detection.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\sequence_segmenter.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\svm_struct.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image2.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      shape_predictor.cpp\n",
      "      correlation_tracker.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image4.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image3.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\rectangles.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      face_recognition.cpp\n",
      "      cnn_face_detector.cpp\n",
      "      global_optimization.cpp\n",
      "      image_dataset_metadata.cpp\n",
      "      numpy_returns.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\object_detection.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\shape_predictor.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\correlation_tracker.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "      line.cpp\n",
      "      gui.cpp\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\face_recognition.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\cnn_face_detector.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\global_optimization.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\numpy_returns.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\image_dataset_metadata.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\line.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    C:\\Users\\satwi\\anaconda3\\Library\\include\\gif_lib.h(286,61): error C2734: 'GifAsciiTable8x8': 'const' object must be initialized if not 'extern' (compiling source file C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\tools\\python\\src\\gui.cpp) [C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\build\\temp.win-amd64-3.8\\Release\\_dlib_pybind11.vcxproj]\n",
      "    Traceback (most recent call last):\n",
      "      File \"<string>\", line 1, in <module>\n",
      "      File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 222, in <module>\n",
      "        setup(\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\site-packages\\setuptools\\__init__.py\", line 153, in setup\n",
      "        return distutils.core.setup(**attrs)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\core.py\", line 148, in setup\n",
      "        dist.run_commands()\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 966, in run_commands\n",
      "        self.run_command(cmd)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "        cmd_obj.run()\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\site-packages\\setuptools\\command\\install.py\", line 61, in run\n",
      "        return orig.install.run(self)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\command\\install.py\", line 545, in run\n",
      "        self.run_command('build')\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\cmd.py\", line 313, in run_command\n",
      "        self.distribution.run_command(command)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "        cmd_obj.run()\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\command\\build.py\", line 135, in run\n",
      "        self.run_command(cmd_name)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\cmd.py\", line 313, in run_command\n",
      "        self.distribution.run_command(command)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\distutils\\dist.py\", line 985, in run_command\n",
      "        cmd_obj.run()\n",
      "      File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 134, in run\n",
      "        self.build_extension(ext)\n",
      "      File \"C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-install-r4zrhy9n\\dlib_e426eef84de44772af81c5810d39be90\\setup.py\", line 174, in build_extension\n",
      "        subprocess.check_call(cmake_build, cwd=build_folder)\n",
      "      File \"C:\\Users\\satwi\\anaconda3\\lib\\subprocess.py\", line 364, in check_call\n",
      "        raise CalledProcessError(retcode, cmd)\n",
      "    subprocess.CalledProcessError: Command '['cmake', '--build', '.', '--config', 'Release', '--', '/m']' returned non-zero exit status 1.\n",
      "    ----------------------------------------\n",
      "ERROR: Command errored out with exit status 1: 'C:\\Users\\satwi\\anaconda3\\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"'; __file__='\"'\"'C:\\\\Users\\\\satwi\\\\AppData\\\\Local\\\\Temp\\\\pip-install-r4zrhy9n\\\\dlib_e426eef84de44772af81c5810d39be90\\\\setup.py'\"'\"';f=getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__);code=f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' install --record 'C:\\Users\\satwi\\AppData\\Local\\Temp\\pip-record-b0s97g47\\install-record.txt' --single-version-externally-managed --compile --install-headers 'C:\\Users\\satwi\\anaconda3\\Include\\dlib' Check the logs for full command output.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tqdm in c:\\users\\satwi\\anaconda3\\lib\\site-packages (4.59.0)\n"
     ]
    }
   ],
   "source": [
    "# Install Required Libraries from PyPI\n",
    "\n",
    "!pip install numpy\n",
    "!pip install matplotlib\n",
    "!pip install sklearn\n",
    "!pip install Pillow\n",
    "!pip install opencv-python\n",
    "!pip install Keras\n",
    "!pip install git+https://github.com/hukkelas/DSFD-Pytorch-Inference.git\n",
    "!pip install face-recognition\n",
    "!pip install tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "KgpQJHNSfsK6"
   },
   "outputs": [],
   "source": [
    "# Import Required Libraries\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import cv2\n",
    "import face_detection \n",
    "from sklearn.cluster import DBSCAN\n",
    "from keras.models import load_model\n",
    "from keras.applications.resnet50 import preprocess_input\n",
    "import tqdm\n",
    "from google.colab.patches import cv2_imshow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ygki7lR_sFvf"
   },
   "outputs": [],
   "source": [
    "# Path to the Working Environment\n",
    "\n",
    "# If using Google Colab (If on a Local Environment, no path required => set BASE_PATH  = \"\")\n",
    "BASE_PATH = \"drive/My Drive/Social_Distancing_with_AI/\"\n",
    "\n",
    "# Path to Input Video File in the BASE_PATH\n",
    "FILE_PATH = \"test_video.mp4\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "2xrRSzoT9EBa"
   },
   "outputs": [],
   "source": [
    "# Initialize a Face Detector \n",
    "# Confidence Threshold can be Adjusted, Greater values would Detect only Clear Faces\n",
    "\n",
    "detector = face_detection.build_detector(\"DSFDDetector\", confidence_threshold=.5, nms_iou_threshold=.3)\n",
    "\n",
    "# Other Availaible Detectors are RetinaNetResNet50 & RetinaNetMobileNetV1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Kv-5woacC0C5"
   },
   "outputs": [],
   "source": [
    "# Load Pretrained Face Mask Classfier (Keras Model)\n",
    "\n",
    "mask_classifier = load_model(\"drive/My Drive/Social_Distancing_with_AI/Models/ResNet50_Classifier.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "8O6mF_orCxN4"
   },
   "outputs": [],
   "source": [
    "# Set the Safe Distance in Pixel Units (Minimum Distance Expected to be Maintained between People)\n",
    "# This Parameter would Affect the Results, Adjust according to the Footage captured by CCTV Camera \n",
    "\n",
    "threshold_distance = 150 # Try with different Values before Finalizing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ejHxuy-9iZwL"
   },
   "outputs": [],
   "source": [
    "##################################### Analyze the Video ################################################\n",
    "\n",
    "# Load YOLOv3\n",
    "net = cv2.dnn.readNet(BASE_PATH+\"Models/\"+\"yolov3.weights\", BASE_PATH+\"Models/\"+\"yolov3.cfg\")\n",
    "\n",
    "# Load COCO Classes\n",
    "classes = []\n",
    "with open(BASE_PATH+\"Models/\"+\"coco.names\", \"r\") as f:\n",
    "    classes = [line.strip() for line in f.readlines()]\n",
    "    \n",
    "layer_names = net.getLayerNames()\n",
    "output_layers = [layer_names[i[0] - 1] for i in net.getUnconnectedOutLayers()]\n",
    "\n",
    "# Fetch Video Properties\n",
    "cap = cv2.VideoCapture(BASE_PATH + FILE_PATH )\n",
    "fps = cap.get(cv2.CAP_PROP_FPS)\n",
    "width = cap.get(cv2.CAP_PROP_FRAME_WIDTH)\n",
    "height = cap.get(cv2.CAP_PROP_FRAME_HEIGHT)\n",
    "n_frames = cap.get(cv2.CAP_PROP_FRAME_COUNT)\n",
    "\n",
    "# Create Directory for Storing Results (Make sure it doesn't already exists !)\n",
    "os.mkdir(BASE_PATH+\"Results\")\n",
    "os.mkdir(BASE_PATH+\"Results/Extracted_Faces\")\n",
    "os.mkdir(BASE_PATH+\"Results/Extracted_Persons\")\n",
    "os.mkdir(BASE_PATH+\"Results/Frames\")\n",
    "\n",
    "# Initialize Output Video Stream\n",
    "out_stream = cv2.VideoWriter(\n",
    "    BASE_PATH+'Results/Output.mp4',\n",
    "    cv2.VideoWriter_fourcc('X','V','I','D'),\n",
    "    fps,\n",
    "    (int(width),int(height)))\n",
    "\n",
    "print(\"Processing Frames :\")\n",
    "for frame in tqdm.notebook.tqdm(range(int(n_frames))):\n",
    "    \n",
    "    # Capture Frame-by-Frame\n",
    "    ret, img = cap.read()\n",
    "\n",
    "    # Check EOF\n",
    "    if ret == False:\n",
    "        break;\n",
    "\n",
    "    # Get Frame Dimentions\n",
    "    height, width, channels = img.shape\n",
    "\n",
    "    # Detect Objects in the Frame with YOLOv3\n",
    "    blob = cv2.dnn.blobFromImage(img, 0.00392, (416,416), (0, 0, 0), True, crop=False)\n",
    "    net.setInput(blob)\n",
    "    outs = net.forward(output_layers)\n",
    "\n",
    "    class_ids = []\n",
    "    confidences = []\n",
    "    boxes = []\n",
    "    \n",
    "    # Store Detected Objects with Labels, Bounding_Boxes and their Confidences\n",
    "    for out in outs:\n",
    "        for detection in out:\n",
    "            scores = detection[5:]\n",
    "            class_id = np.argmax(scores)\n",
    "            confidence = scores[class_id]\n",
    "            if confidence > 0.5:\n",
    "                \n",
    "                # Get Center, Height and Width of the Box\n",
    "                center_x = int(detection[0] * width)\n",
    "                center_y = int(detection[1] * height)\n",
    "                w = int(detection[2] * width)\n",
    "                h = int(detection[3] * height)\n",
    "\n",
    "                # Topleft Co-ordinates\n",
    "                x = int(center_x - w / 2)\n",
    "                y = int(center_y - h / 2)\n",
    "\n",
    "                boxes.append([x, y, w, h])\n",
    "                confidences.append(float(confidence))\n",
    "                class_ids.append(class_id)\n",
    "\n",
    "    indexes = cv2.dnn.NMSBoxes(boxes, confidences, 0.5, 0.4)\n",
    "\n",
    "    # Initialize empty lists for storing Bounding Boxes of People and their Faces\n",
    "    persons = []\n",
    "    masked_faces = []\n",
    "    unmasked_faces = []\n",
    "\n",
    "    # Work on Detected Persons in the Frame\n",
    "    for i in range(len(boxes)):\n",
    "        if i in indexes:\n",
    "\n",
    "            box = np.array(boxes[i])\n",
    "            box = np.where(box<0,0,box)\n",
    "            (x, y, w, h) = box\n",
    "\n",
    "            label = str(classes[class_ids[i]])\n",
    "\n",
    "            if label=='person':\n",
    "\n",
    "                persons.append([x,y,w,h])\n",
    "                \n",
    "                # Save Image of Cropped Person (If not required, comment the command below)\n",
    "                cv2.imwrite(BASE_PATH + \"Results/Extracted_Persons/\"+str(frame)\n",
    "                            +\"_\"+str(len(persons))+\".jpg\",\n",
    "                            img[y:y+h,x:x+w])\n",
    "\n",
    "                # Detect Face in the Person\n",
    "                person_rgb = img[y:y+h,x:x+w,::-1]   # Crop & BGR to RGB\n",
    "                detections = detector.detect(person_rgb)\n",
    "\n",
    "                # If a Face is Detected\n",
    "                if detections.shape[0] > 0:\n",
    "\n",
    "                  detection = np.array(detections[0])\n",
    "                  detection = np.where(detection<0,0,detection)\n",
    "\n",
    "                  # Calculating Co-ordinates of the Detected Face\n",
    "                  x1 = x + int(detection[0])\n",
    "                  x2 = x + int(detection[2])\n",
    "                  y1 = y + int(detection[1])\n",
    "                  y2 = y + int(detection[3])\n",
    "\n",
    "                  try :\n",
    "\n",
    "                    # Crop & BGR to RGB\n",
    "                    face_rgb = img[y1:y2,x1:x2,::-1]   \n",
    "\n",
    "                    # Preprocess the Image\n",
    "                    face_arr = cv2.resize(face_rgb, (224, 224), interpolation=cv2.INTER_NEAREST)\n",
    "                    face_arr = np.expand_dims(face_arr, axis=0)\n",
    "                    face_arr = preprocess_input(face_arr)\n",
    "\n",
    "                    # Predict if the Face is Masked or Not\n",
    "                    score = mask_classifier.predict(face_arr)\n",
    "\n",
    "                    # Determine and store Results\n",
    "                    if score[0][0]<0.5:\n",
    "                      masked_faces.append([x1,y1,x2,y2])\n",
    "                    else:\n",
    "                      unmasked_faces.append([x1,y1,x2,y2])\n",
    "\n",
    "                    # Save Image of Cropped Face (If not required, comment the command below)\n",
    "                    cv2.imwrite(BASE_PATH + \"Results/Extracted_Faces/\"+str(frame)\n",
    "                                +\"_\"+str(len(persons))+\".jpg\",\n",
    "                                img[y1:y2,x1:x2])\n",
    "\n",
    "                  except:\n",
    "                    continue\n",
    "    \n",
    "    # Calculate Coordinates of People Detected and find Clusters using DBSCAN\n",
    "    person_coordinates = []\n",
    "\n",
    "    for p in range(len(persons)):\n",
    "      person_coordinates.append((persons[p][0]+int(persons[p][2]/2),persons[p][1]+int(persons[p][3]/2)))\n",
    "\n",
    "    if len(persons)>0:\n",
    "      clustering = DBSCAN(eps=threshold_distance,min_samples=2).fit(person_coordinates)\n",
    "      isSafe = clustering.labels_\n",
    "    else:\n",
    "      isSafe = []\n",
    "\n",
    "    # Count \n",
    "    person_count = len(persons)\n",
    "    masked_face_count = len(masked_faces)\n",
    "    unmasked_face_count = len(unmasked_faces)\n",
    "    safe_count = np.sum((isSafe==-1)*1)\n",
    "    unsafe_count = person_count - safe_count\n",
    "\n",
    "    # Show Clusters using Red Lines\n",
    "    arg_sorted = np.argsort(isSafe)\n",
    "\n",
    "    for i in range(1,person_count):\n",
    "\n",
    "      if isSafe[arg_sorted[i]]!=-1 and isSafe[arg_sorted[i]]==isSafe[arg_sorted[i-1]]:\n",
    "        cv2.line(img,person_coordinates[arg_sorted[i]],person_coordinates[arg_sorted[i-1]],(0,0,255),2)\n",
    "\n",
    "    # Put Bounding Boxes on People in the Frame\n",
    "    for p in range(person_count):\n",
    "\n",
    "      a,b,c,d = persons[p]\n",
    "\n",
    "      # Green if Safe, Red if UnSafe\n",
    "      if isSafe[p]==-1:\n",
    "        cv2.rectangle(img, (a, b), (a + c, b + d), (0,255,0), 2)\n",
    "      else:\n",
    "        cv2.rectangle(img, (a, b), (a + c, b + d), (0,0,255), 2)\n",
    "\n",
    "    # Put Bounding Boxes on Faces in the Frame\n",
    "    # Green if Safe, Red if UnSafe\n",
    "    for f in range(masked_face_count):\n",
    "\n",
    "      a,b,c,d = masked_faces[f]\n",
    "      cv2.rectangle(img, (a, b), (c,d), (0,255,0), 2)\n",
    "\n",
    "    for f in range(unmasked_face_count):\n",
    "\n",
    "      a,b,c,d = unmasked_faces[f]\n",
    "      cv2.rectangle(img, (a, b), (c,d), (0,0,255), 2)\n",
    "\n",
    "    # Show Monitoring Status in a Black Box at the Top\n",
    "    cv2.rectangle(img,(0,0),(width,50),(0,0,0),-1)\n",
    "    cv2.rectangle(img,(1,1),(width-1,50),(255,255,255),2)\n",
    "\n",
    "    xpos = 15\n",
    "\n",
    "    string = \"Total People = \"+str(person_count)\n",
    "    cv2.putText(img,string,(xpos,35),cv2.FONT_HERSHEY_SIMPLEX,1,(255,255,255),2)\n",
    "    xpos += cv2.getTextSize(string,cv2.FONT_HERSHEY_SIMPLEX,1,2)[0][0]\n",
    "\n",
    "    string = \" ( \"+str(safe_count) + \" Safe \"\n",
    "    cv2.putText(img,string,(xpos,35),cv2.FONT_HERSHEY_SIMPLEX,1,(0,255,0),2)\n",
    "    xpos += cv2.getTextSize(string,cv2.FONT_HERSHEY_SIMPLEX,1,2)[0][0]\n",
    "\n",
    "    string = str(unsafe_count)+ \" Unsafe ) \"\n",
    "    cv2.putText(img,string,(xpos,35),cv2.FONT_HERSHEY_SIMPLEX,1,(0,0,255),2)\n",
    "    xpos += cv2.getTextSize(string,cv2.FONT_HERSHEY_SIMPLEX,1,2)[0][0]\n",
    "    \n",
    "    string = \"( \" +str(masked_face_count)+\" Masked \"+str(unmasked_face_count)+\" Unmasked \"+\\\n",
    "             str(person_count-masked_face_count-unmasked_face_count)+\" Unknown )\"\n",
    "    cv2.putText(img,string,(xpos,35),cv2.FONT_HERSHEY_SIMPLEX,1,(0,255,255),2)\n",
    "\n",
    "    # Write Frame to the Output File\n",
    "    out_stream.write(img)\n",
    "\n",
    "    # Save the Frame in frame_no.png format (If not required, comment the command below)\n",
    "    cv2.imwrite(BASE_PATH+\"Results/Frames/\"+str(frame)+\".jpg\",img)\n",
    "\n",
    "    # Use if you want to see Results Frame by Frame\n",
    "    # cv2_imshow('results',img)\n",
    "\n",
    "    # Exit on Pressing Q Key\n",
    "    if cv2.waitKey(25) & 0xFF == ord('q'):\n",
    "        break\n",
    "\n",
    "# Release Streams\n",
    "out_stream.release()\n",
    "cap.release()\n",
    "cv2.destroyAllWindows()\n",
    "\n",
    "# Good to Go!\n",
    "print(\"Done !\")"
   ]
  }
 ],
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