process_video.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "process_video.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOfN/+WtrvYp7gsDvN1LBCq",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/giacomoaccursi/Tirocinio/blob/main/process_video.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EskAeX3U9zOM",
        "outputId": "47c8517a-d96d-4dc9-ff07-7e9343b54d31"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vPfR4hv7N-aD"
      },
      "source": [
        "!rm -rf openpose \n",
        "!rm -rf /content/cmake-3.13.0-Linux-x86_64.tar.gz"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7-nCz60dJd8O",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f67c1465-2ec3-4cab-8641-7bec8668e4f2"
      },
      "source": [
        "import os\n",
        "from os.path import exists, join, basename, splitext\n",
        "\n",
        "git_repo_url = 'https://github.com/CMU-Perceptual-Computing-Lab/openpose.git'\n",
        "project_name = splitext(basename(git_repo_url))[0]\n",
        "if not exists(project_name):\n",
        "  # see: https://github.com/CMU-Perceptual-Computing-Lab/openpose/issues/949\n",
        "  # install new CMake becaue of CUDA10\n",
        "  !wget -q https://cmake.org/files/v3.13/cmake-3.13.0-Linux-x86_64.tar.gz\n",
        "  !tar xfz cmake-3.13.0-Linux-x86_64.tar.gz --strip-components=1 -C /usr/local\n",
        "  # clone openpose\n",
        "  !git clone -q --depth 1 $git_repo_url\n",
        "  !sed -i 's/execute_process(COMMAND git checkout master WORKING_DIRECTORY ${CMAKE_SOURCE_DIR}\\/3rdparty\\/caffe)/execute_process(COMMAND git checkout f019d0dfe86f49d1140961f8c7dec22130c83154 WORKING_DIRECTORY ${CMAKE_SOURCE_DIR}\\/3rdparty\\/caffe)/g' openpose/CMakeLists.txt\n",
        "  # install system dependencies\n",
        "  !apt-get -qq install -y libatlas-base-dev libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev protobuf-compiler libgflags-dev libgoogle-glog-dev liblmdb-dev opencl-headers ocl-icd-opencl-dev libviennacl-dev\n",
        "  # build openpose\n",
        "  !cd openpose && rm -rf build || true && mkdir build && cd build && cmake .. && make -j`nproc`\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package libgflags2.2.\n",
            "(Reading database ... 160706 files and directories currently installed.)\n",
            "Preparing to unpack .../00-libgflags2.2_2.2.1-1_amd64.deb ...\n",
            "Unpacking libgflags2.2 (2.2.1-1) ...\n",
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            "Preparing to unpack .../01-libgflags-dev_2.2.1-1_amd64.deb ...\n",
            "Unpacking libgflags-dev (2.2.1-1) ...\n",
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            "Preparing to unpack .../03-libgoogle-glog-dev_0.3.5-1_amd64.deb ...\n",
            "Unpacking libgoogle-glog-dev (0.3.5-1) ...\n",
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            "Preparing to unpack .../04-libhdf5-serial-dev_1.10.0-patch1+docs-4_all.deb ...\n",
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            "Unpacking libleveldb1v5:amd64 (1.20-2) ...\n",
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            "Preparing to unpack .../07-liblmdb0_0.9.21-1ubuntu0.1_amd64.deb ...\n",
            "Unpacking liblmdb0:amd64 (0.9.21-1ubuntu0.1) ...\n",
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            "Preparing to unpack .../08-liblmdb-dev_0.9.21-1ubuntu0.1_amd64.deb ...\n",
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            "Preparing to unpack .../09-libprotobuf-lite10_3.0.0-9.1ubuntu1_amd64.deb ...\n",
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            "Preparing to unpack .../10-lmdb-doc_0.9.21-1ubuntu0.1_all.deb ...\n",
            "Unpacking lmdb-doc (0.9.21-1ubuntu0.1) ...\n",
            "Selecting previously unselected package libprotobuf-dev:amd64.\n",
            "Preparing to unpack .../11-libprotobuf-dev_3.0.0-9.1ubuntu1_amd64.deb ...\n",
            "Unpacking libprotobuf-dev:amd64 (3.0.0-9.1ubuntu1) ...\n",
            "Selecting previously unselected package libsnappy-dev:amd64.\n",
            "Preparing to unpack .../12-libsnappy-dev_1.1.7-1_amd64.deb ...\n",
            "Unpacking libsnappy-dev:amd64 (1.1.7-1) ...\n",
            "Selecting previously unselected package libviennacl-dev.\n",
            "Preparing to unpack .../13-libviennacl-dev_1.7.1+dfsg1-2ubuntu1_all.deb ...\n",
            "Unpacking libviennacl-dev (1.7.1+dfsg1-2ubuntu1) ...\n",
            "Selecting previously unselected package opencl-clhpp-headers.\n",
            "Preparing to unpack .../14-opencl-clhpp-headers_2.0.10+git12-g5dd8bb9-1_all.deb ...\n",
            "Unpacking opencl-clhpp-headers (2.0.10+git12-g5dd8bb9-1) ...\n",
            "Selecting previously unselected package opencl-headers.\n",
            "Preparing to unpack .../15-opencl-headers_2.2~2018.02.21-gb5c3680-1_all.deb ...\n",
            "Unpacking opencl-headers (2.2~2018.02.21-gb5c3680-1) ...\n",
            "Setting up libviennacl-dev (1.7.1+dfsg1-2ubuntu1) ...\n",
            "Setting up libgflags2.2 (2.2.1-1) ...\n",
            "Setting up libgflags-dev (2.2.1-1) ...\n",
            "Setting up liblmdb0:amd64 (0.9.21-1ubuntu0.1) ...\n",
            "Setting up opencl-clhpp-headers (2.0.10+git12-g5dd8bb9-1) ...\n",
            "Setting up libleveldb1v5:amd64 (1.20-2) ...\n",
            "Setting up libhdf5-serial-dev (1.10.0-patch1+docs-4) ...\n",
            "Setting up libsnappy-dev:amd64 (1.1.7-1) ...\n",
            "Setting up libgoogle-glog0v5 (0.3.5-1) ...\n",
            "Setting up liblmdb-dev:amd64 (0.9.21-1ubuntu0.1) ...\n",
            "Setting up lmdb-doc (0.9.21-1ubuntu0.1) ...\n",
            "Setting up libprotobuf-lite10:amd64 (3.0.0-9.1ubuntu1) ...\n",
            "Setting up opencl-headers (2.2~2018.02.21-gb5c3680-1) ...\n",
            "Setting up libprotobuf-dev:amd64 (3.0.0-9.1ubuntu1) ...\n",
            "Setting up libleveldb-dev:amd64 (1.20-2) ...\n",
            "Setting up libgoogle-glog-dev (0.3.5-1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1.2) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "-- The C compiler identification is GNU 7.5.0\n",
            "-- The CXX compiler identification is GNU 7.5.0\n",
            "-- Check for working C compiler: /usr/bin/cc\n",
            "-- Check for working C compiler: /usr/bin/cc -- works\n",
            "-- Detecting C compiler ABI info\n",
            "-- Detecting C compiler ABI info - done\n",
            "-- Detecting C compile features\n",
            "-- Detecting C compile features - done\n",
            "-- Check for working CXX compiler: /usr/bin/c++\n",
            "-- Check for working CXX compiler: /usr/bin/c++ -- works\n",
            "-- Detecting CXX compiler ABI info\n",
            "-- Detecting CXX compiler ABI info - done\n",
            "-- Detecting CXX compile features\n",
            "-- Detecting CXX compile features - done\n",
            "-- GCC detected, adding compile flags\n",
            "-- GCC detected, adding compile flags\n",
            "-- Looking for pthread.h\n",
            "-- Looking for pthread.h - found\n",
            "-- Looking for pthread_create\n",
            "-- Looking for pthread_create - not found\n",
            "-- Looking for pthread_create in pthreads\n",
            "-- Looking for pthread_create in pthreads - not found\n",
            "-- Looking for pthread_create in pthread\n",
            "-- Looking for pthread_create in pthread - found\n",
            "-- Found Threads: TRUE  \n",
            "-- Found CUDA: /usr/local/cuda (found version \"11.0\") \n",
            "-- Building with CUDA.\n",
            "-- CUDA detected: 11.0\n",
            "-- Found cuDNN: ver. 7.6.5 found (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libcudnn.so)\n",
            "-- Added CUDA NVCC flags for: sm_60\n",
            "-- Found cuDNN: ver. 7.6.5 found (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libcudnn.so)\n",
            "-- Found GFlags: /usr/include  \n",
            "-- Found gflags  (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libgflags.so)\n",
            "-- Found Glog: /usr/include  \n",
            "-- Found glog    (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libglog.so)\n",
            "-- Found Protobuf: /usr/lib/x86_64-linux-gnu/libprotobuf.so;-lpthread (found version \"3.0.0\") \n",
            "-- Found OpenCV: /usr (found version \"3.2.0\") \n",
            "-- Caffe will be downloaded from source now. NOTE: This process might take several minutes depending\n",
            "        on your internet connection.\n",
            "Submodule '3rdparty/caffe' (https://github.com/CMU-Perceptual-Computing-Lab/caffe.git) registered for path '../3rdparty/caffe'\n",
            "Cloning into '/content/openpose/3rdparty/caffe'...\n",
            "Submodule path '../3rdparty/caffe': checked out 'b5ede488952e40861e84e51a9f9fd8fe2395cc8a'\n",
            "Previous HEAD position was b5ede488 Added TX2 JetPack3.3 support\n",
            "HEAD is now at 1807aada Added Ampere arch's (CUDA11)\n",
            "-- Caffe will be built from source now.\n",
            "-- Download the models.\n",
            "-- Downloading BODY_25 model...\n",
            "-- NOTE: This process might take several minutes depending on your internet connection.\n",
            "-- Not downloading body (COCO) model\n",
            "-- Not downloading body (MPI) model\n",
            "-- Downloading face model...\n",
            "-- NOTE: This process might take several minutes depending on your internet connection.\n",
            "-- Downloading hand model...\n",
            "-- NOTE: This process might take several minutes depending on your internet connection.\n",
            "-- Models Downloaded.\n",
            "-- Configuring done\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content/openpose/build\n",
            "\u001b[35m\u001b[1mScanning dependencies of target openpose_lib\u001b[0m\n",
            "[ 12%] \u001b[34m\u001b[1mCreating directories for 'openpose_lib'\u001b[0m\n",
            "[ 25%] \u001b[34m\u001b[1mNo download step for 'openpose_lib'\u001b[0m\n",
            "[ 37%] \u001b[34m\u001b[1mNo patch step for 'openpose_lib'\u001b[0m\n",
            "[ 50%] \u001b[34m\u001b[1mNo update step for 'openpose_lib'\u001b[0m\n",
            "[ 62%] \u001b[34m\u001b[1mPerforming configure step for 'openpose_lib'\u001b[0m\n",
            "-- The C compiler identification is GNU 7.5.0\n",
            "-- The CXX compiler identification is GNU 7.5.0\n",
            "-- Check for working C compiler: /usr/bin/cc\n",
            "-- Check for working C compiler: /usr/bin/cc -- works\n",
            "-- Detecting C compiler ABI info\n",
            "-- Detecting C compiler ABI info - done\n",
            "-- Detecting C compile features\n",
            "-- Detecting C compile features - done\n",
            "-- Check for working CXX compiler: /usr/bin/c++\n",
            "-- Check for working CXX compiler: /usr/bin/c++ -- works\n",
            "-- Detecting CXX compiler ABI info\n",
            "-- Detecting CXX compiler ABI info - done\n",
            "-- Detecting CXX compile features\n",
            "-- Detecting CXX compile features - done\n",
            "-- Looking for pthread.h\n",
            "-- Looking for pthread.h - found\n",
            "-- Looking for pthread_create\n",
            "-- Looking for pthread_create - not found\n",
            "-- Looking for pthread_create in pthreads\n",
            "-- Looking for pthread_create in pthreads - not found\n",
            "-- Looking for pthread_create in pthread\n",
            "-- Looking for pthread_create in pthread - found\n",
            "-- Found Threads: TRUE  \n",
            "-- Boost version: 1.65.1\n",
            "-- Found the following Boost libraries:\n",
            "--   system\n",
            "--   thread\n",
            "--   filesystem\n",
            "--   chrono\n",
            "--   date_time\n",
            "--   atomic\n",
            "-- Found GFlags: /usr/include  \n",
            "-- Found gflags  (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libgflags.so)\n",
            "-- Found Glog: /usr/include  \n",
            "-- Found glog    (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libglog.so)\n",
            "-- Found Protobuf: /usr/lib/x86_64-linux-gnu/libprotobuf.so;-lpthread (found version \"3.0.0\") \n",
            "-- Found PROTOBUF Compiler: /usr/bin/protoc\n",
            "-- HDF5: Using hdf5 compiler wrapper to determine C configuration\n",
            "-- HDF5: Using hdf5 compiler wrapper to determine CXX configuration\n",
            "-- Found HDF5: /usr/lib/x86_64-linux-gnu/hdf5/serial/libhdf5_cpp.so;/usr/lib/x86_64-linux-gnu/hdf5/serial/libhdf5.so;/usr/lib/x86_64-linux-gnu/libpthread.so;/usr/lib/x86_64-linux-gnu/libsz.so;/usr/lib/x86_64-linux-gnu/libz.so;/usr/lib/x86_64-linux-gnu/libdl.so;/usr/lib/x86_64-linux-gnu/libm.so (found version \"1.10.0.1\") found components:  HL \n",
            "-- CUDA detected: 11.0\n",
            "-- Found cuDNN: ver. 7.6.5 found (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libcudnn.so)\n",
            "-- Added CUDA NVCC flags for: sm_60\n",
            "-- Found Atlas: /usr/include/x86_64-linux-gnu  \n",
            "-- Found Atlas (include: /usr/include/x86_64-linux-gnu library: /usr/lib/x86_64-linux-gnu/libatlas.so lapack: /usr/lib/x86_64-linux-gnu/liblapack.so\n",
            "-- Python interface is disabled or not all required dependencies found. Building without it...\n",
            "-- Found Git: /usr/bin/git (found version \"2.17.1\") \n",
            "-- \n",
            "-- ******************* Caffe Configuration Summary *******************\n",
            "-- General:\n",
            "--   Version           :   1.0.0\n",
            "--   Git               :   1.0-149-g1807aada\n",
            "--   System            :   Linux\n",
            "--   C++ compiler      :   /usr/bin/c++\n",
            "--   Release CXX flags :   -O3 -DNDEBUG -fPIC -Wall -std=c++11 -Wno-sign-compare -Wno-uninitialized\n",
            "--   Debug CXX flags   :   -g -fPIC -Wall -std=c++11 -Wno-sign-compare -Wno-uninitialized\n",
            "--   Build type        :   Release\n",
            "-- \n",
            "--   BUILD_SHARED_LIBS :   ON\n",
            "--   BUILD_python      :   OFF\n",
            "--   BUILD_matlab      :   OFF\n",
            "--   BUILD_docs        :   OFF\n",
            "--   CPU_ONLY          :   OFF\n",
            "--   USE_OPENCV        :   OFF\n",
            "--   USE_LEVELDB       :   OFF\n",
            "--   USE_LMDB          :   OFF\n",
            "--   USE_NCCL          :   OFF\n",
            "--   ALLOW_LMDB_NOLOCK :   OFF\n",
            "--   USE_HDF5          :   ON\n",
            "-- \n",
            "-- Dependencies:\n",
            "--   BLAS              :   Yes (Atlas)\n",
            "--   Boost             :   Yes (ver. 1.65)\n",
            "--   glog              :   Yes\n",
            "--   gflags            :   Yes\n",
            "--   protobuf          :   Yes (ver. 3.0.0)\n",
            "--   CUDA              :   Yes (ver. 11.0)\n",
            "-- \n",
            "-- NVIDIA CUDA:\n",
            "--   Target GPU(s)     :   Auto\n",
            "--   GPU arch(s)       :   sm_60\n",
            "--   cuDNN             :   Yes (ver. 7.6.5)\n",
            "-- \n",
            "-- Install:\n",
            "--   Install path      :   /content/openpose/build/caffe\n",
            "-- \n",
            "-- Configuring done\n",
            "-- Generating done\n",
            "CMake Warning:\n",
            "  Manually-specified variables were not used by the project:\n",
            "\n",
            "    CUDA_ARCH_BIN\n",
            "\n",
            "\n",
            "-- Build files have been written to: /content/openpose/build/caffe/src/openpose_lib-build\n",
            "[ 75%] \u001b[34m\u001b[1mPerforming build step for 'openpose_lib'\u001b[0m\n",
            "[  1%] \u001b[34m\u001b[1mRunning C++/Python protocol buffer compiler on /content/openpose/3rdparty/caffe/src/caffe/proto/caffe.proto\u001b[0m\n",
            "\u001b[35m\u001b[1mScanning dependencies of target caffeproto\u001b[0m\n",
            "[  1%] \u001b[32mBuilding CXX object src/caffe/CMakeFiles/caffeproto.dir/__/__/include/caffe/proto/caffe.pb.cc.o\u001b[0m\n",
            "[  1%] \u001b[32m\u001b[1mLinking CXX static library ../../lib/libcaffeproto.a\u001b[0m\n",
            "[  1%] Built target caffeproto\n",
            "[  1%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/util/cuda_compile_1_generated_math_functions.cu.o\u001b[0m\n",
            "[  1%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_absval_layer.cu.o\u001b[0m\n",
            "In file included from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:1:0:\n",
            "/usr/local/cuda/include/math_functions.h:54:2: warning: #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\" [-Wcpp]\n",
            " #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\"\n",
            "  ^~~~~~~\n",
            "In file included from /usr/local/cuda/include/thrust/detail/config/config.h:27:0,\n",
            "                 from /usr/local/cuda/include/thrust/detail/config.h:23,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:24,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/thrust/detail/config/cpp_dialect.h:104:13: warning: Thrust requires C++14. Please pass -std=c++14 to your compiler. Define THRUST_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   THRUST_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                            \n",
            "In file included from /usr/local/cuda/include/cub/util_arch.cuh:36:0,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/util.h:32,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/for_each.h:34,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/adl/for_each.h:42,\n",
            "                 from /usr/local/cuda/include/thrust/detail/for_each.inl:27,\n",
            "                 from /usr/local/cuda/include/thrust/for_each.h:279,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.inl:19,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.h:105,\n",
            "                 from /usr/local/cuda/include/thrust/detail/transform.inl:25,\n",
            "                 from /usr/local/cuda/include/thrust/transform.h:724,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.h:58,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.h:90,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.h:46,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.h:241,\n",
            "                 from /usr/local/cuda/include/thrust/detail/vector_base.h:30,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:25,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/cub/util_cpp_dialect.cuh:129:13: warning: CUB requires C++14. Please pass -std=c++14 to your compiler. Define CUB_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   CUB_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                         \n",
            "In file included from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:1:0:\n",
            "/usr/local/cuda/include/math_functions.h:54:2: warning: #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\" [-Wcpp]\n",
            " #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\"\n",
            "  ^~~~~~~\n",
            "In file included from /usr/local/cuda/include/thrust/detail/config/config.h:27:0,\n",
            "                 from /usr/local/cuda/include/thrust/detail/config.h:23,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:24,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/thrust/detail/config/cpp_dialect.h:104:13: warning: Thrust requires C++14. Please pass -std=c++14 to your compiler. Define THRUST_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   THRUST_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                            \n",
            "In file included from /usr/local/cuda/include/cub/util_arch.cuh:36:0,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/util.h:32,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/for_each.h:34,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/adl/for_each.h:42,\n",
            "                 from /usr/local/cuda/include/thrust/detail/for_each.inl:27,\n",
            "                 from /usr/local/cuda/include/thrust/for_each.h:279,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.inl:19,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.h:105,\n",
            "                 from /usr/local/cuda/include/thrust/detail/transform.inl:25,\n",
            "                 from /usr/local/cuda/include/thrust/transform.h:724,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.h:58,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.h:90,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.h:46,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.h:241,\n",
            "                 from /usr/local/cuda/include/thrust/detail/vector_base.h:30,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:25,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/cub/util_cpp_dialect.cuh:129:13: warning: CUB requires C++14. Please pass -std=c++14 to your compiler. Define CUB_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   CUB_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                         \n",
            "In file included from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:1:0:\n",
            "/usr/local/cuda/include/math_functions.h:54:2: warning: #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\" [-Wcpp]\n",
            " #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\"\n",
            "  ^~~~~~~\n",
            "In file included from /usr/local/cuda/include/thrust/detail/config/config.h:27:0,\n",
            "                 from /usr/local/cuda/include/thrust/detail/config.h:23,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:24,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/thrust/detail/config/cpp_dialect.h:104:13: warning: Thrust requires C++14. Please pass -std=c++14 to your compiler. Define THRUST_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   THRUST_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                            \n",
            "In file included from /usr/local/cuda/include/cub/util_arch.cuh:36:0,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/util.h:32,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/for_each.h:34,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/adl/for_each.h:42,\n",
            "                 from /usr/local/cuda/include/thrust/detail/for_each.inl:27,\n",
            "                 from /usr/local/cuda/include/thrust/for_each.h:279,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.inl:19,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.h:105,\n",
            "                 from /usr/local/cuda/include/thrust/detail/transform.inl:25,\n",
            "                 from /usr/local/cuda/include/thrust/transform.h:724,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.h:58,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.h:90,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.h:46,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.h:241,\n",
            "                 from /usr/local/cuda/include/thrust/detail/vector_base.h:30,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:25,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/cub/util_cpp_dialect.cuh:129:13: warning: CUB requires C++14. Please pass -std=c++14 to your compiler. Define CUB_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   CUB_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                         \n",
            "In file included from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:1:0:\n",
            "/usr/local/cuda/include/math_functions.h:54:2: warning: #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\" [-Wcpp]\n",
            " #warning \"math_functions.h is an internal header file and must not be used directly.  This file will be removed in a future CUDA release.  Please use cuda_runtime_api.h or cuda_runtime.h instead.\"\n",
            "  ^~~~~~~\n",
            "In file included from /usr/local/cuda/include/thrust/detail/config/config.h:27:0,\n",
            "                 from /usr/local/cuda/include/thrust/detail/config.h:23,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:24,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/thrust/detail/config/cpp_dialect.h:104:13: warning: Thrust requires C++14. Please pass -std=c++14 to your compiler. Define THRUST_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   THRUST_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                            \n",
            "In file included from /usr/local/cuda/include/cub/util_arch.cuh:36:0,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/util.h:32,\n",
            "                 from /usr/local/cuda/include/thrust/system/cuda/detail/for_each.h:34,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/adl/for_each.h:42,\n",
            "                 from /usr/local/cuda/include/thrust/detail/for_each.inl:27,\n",
            "                 from /usr/local/cuda/include/thrust/for_each.h:279,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.inl:19,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/transform.h:105,\n",
            "                 from /usr/local/cuda/include/thrust/detail/transform.inl:25,\n",
            "                 from /usr/local/cuda/include/thrust/transform.h:724,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/system/detail/generic/copy.h:58,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/copy.h:90,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.inl:21,\n",
            "                 from /usr/local/cuda/include/thrust/detail/allocator/copy_construct_range.h:46,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.inl:23,\n",
            "                 from /usr/local/cuda/include/thrust/detail/contiguous_storage.h:241,\n",
            "                 from /usr/local/cuda/include/thrust/detail/vector_base.h:30,\n",
            "                 from /usr/local/cuda/include/thrust/device_vector.h:25,\n",
            "                 from /content/openpose/3rdparty/caffe/src/caffe/util/math_functions.cu:2:\n",
            "/usr/local/cuda/include/cub/util_cpp_dialect.cuh:129:13: warning: CUB requires C++14. Please pass -std=c++14 to your compiler. Define CUB_IGNORE_DEPRECATED_CPP_DIALECT to suppress this message.\n",
            "   CUB_COMPILER_DEPRECATION(C++14, pass -std=c++14 to your compiler);\n",
            "             ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~                                                                         \n",
            "[  1%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_accuracy_layer.cu.o\u001b[0m\n",
            "[  2%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_base_data_layer.cu.o\u001b[0m\n",
            "[  2%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_batch_norm_layer.cu.o\u001b[0m\n",
            "[  2%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_batch_reindex_layer.cu.o\u001b[0m\n",
            "[  4%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_bias_layer.cu.o\u001b[0m\n",
            "[  4%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_bnll_layer.cu.o\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_clip_layer.cu.o\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_concat_layer.cu.o\u001b[0m\n",
            "[  5%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_contrastive_loss_layer.cu.o\u001b[0m\n",
            "[  6%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_conv_layer.cu.o\u001b[0m\n",
            "[  6%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_crop_layer.cu.o\u001b[0m\n",
            "[  6%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_cudnn_conv_layer.cu.o\u001b[0m\n",
            "[  8%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_cudnn_deconv_layer.cu.o\u001b[0m\n",
            "[  8%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_cudnn_lcn_layer.cu.o\u001b[0m\n",
            "[  9%] \u001b[34m\u001b[1mBuilding NVCC (Device) object src/caffe/CMakeFiles/cuda_compile_1.dir/layers/cuda_compile_1_generated_cudnn_lrn_layer.cu.o\u001b[0m\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wUACq7lOKdrc"
      },
      "source": [
        "#dato il path di un video, esegue openpose e restituisce i dati nella cartella di destinazione\n",
        "def process_video(video_name, video_path, destination_folder):\n",
        "  !rm openpose.avi\n",
        "  !cd /content/openpose && ./build/examples/openpose/openpose.bin --video {video_path} --write_json {destination_folder} --display 0  --write_video ../openpose.avi\n",
        "  # convert the result into MP4\n",
        "  !ffmpeg -y -loglevel info -i openpose.avi {video_name}"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0gPW5ihhJ3zM"
      },
      "source": [
        "from os import listdir\n",
        "from os.path import isfile, join\n",
        "#lista tutti i file dato un percorso\n",
        "def list_all_files(input_path):\n",
        "  files = [join(input_path, f) for f in listdir(input_path) if isfile(join(input_path, f))]\n",
        "  return list(zip(files, listdir(input_path)))\n",
        "\n",
        "def list_all_in_dir(input_path):\n",
        "  files = [join(input_path, f) for f in listdir(input_path)]\n",
        "  return files"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d7zr6r95J6dB"
      },
      "source": [
        "def destination_folder_from_video(video):\n",
        "  destination_folder = \"/content/video_output/\" + video[0:-4] \n",
        "  return destination_folder"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sT7q33T0J8gZ"
      },
      "source": [
        "!mkdir /content/video_output/\n",
        "video_folder = \"/content/drive/MyDrive/video\"\n",
        "videos = list_all_files(video_folder)\n",
        "for video in videos: \n",
        "  process_video(video[1],video[0], destination_folder_from_video(video[1]))\n",
        "  print(\"processed video \", video[0])\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0qhZuLSx8pSh"
      },
      "source": [
        "!zip -r /content/video_data.zip /content/video_output/\n",
        "from google.colab import files\n",
        "files.download(\"/content/video_data.zip\")"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}