{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "jVZj7qrM1EdH", "colab_type": "text" }, "source": [ "### Pose Extraction\n", "\n", "This notebook extracts poses from the EmotiW training/validation video clips using the OpenPose library.\n", "\n", "Note that OpenPose is used directly as a CLI tool so one of the first steps is to actually build the openpose binary (this takes a long time - 20 min or so)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "sNI9YJehDOYd", "colab_type": "code", "outputId": "7c6cbd81-e477-44af-896b-9eaddb7b3848", "executionInfo": { "status": "ok", "timestamp": 1.590277683285E12, "user_tz": 420.0, "elapsed": 330.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 54.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')\n", "\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "hhZwigKYD-ni", "colab_type": "code", "outputId": "642eeb34-18ee-45b0-bc90-5ceda2b3888d", "executionInfo": { "status": "ok", "timestamp": 1.590264271349E12, "user_tz": 420.0, "elapsed": 1180879.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 1000.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Selecting previously unselected package libgflags2.2.\n", "(Reading database ... 144433 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", "Selecting previously unselected package libgflags-dev.\n", "Preparing to unpack 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1.8MB 3.2MB/s \n", "\u001b[?25h-- 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 \"10.1\") \n", "-- Building with CUDA.\n", "-- CUDA detected: 10.1\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_37\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 c95002fb Added support for newer GPUs\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: 10.1\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_37\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 : 1.0-147-gc95002fb\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. 10.1)\n", "-- \n", "-- NVIDIA CUDA:\n", "-- Target GPU(s) : Auto\n", "-- GPU arch(s) : sm_37\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 /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 /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 /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. 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building Caffe submodule\u001b[0m\n", "-- GCC detected, adding compile flags\n", "-- GCC detected, adding compile flags\n", "-- Building with CUDA.\n", "-- CUDA detected: 10.1\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_37\n", "-- Found cuDNN: ver. 7.6.5 found (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libcudnn.so)\n", "-- Found gflags (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libgflags.so)\n", "-- Found glog (include: /usr/include, library: /usr/lib/x86_64-linux-gnu/libglog.so)\n", "-- Caffe will be downloaded from source now. NOTE: This process might take several minutes depending\n", " on your internet connection.\n", "-- Caffe has already been downloaded.\n", "HEAD is now at c95002fb Added support for newer GPUs\n", "-- Caffe will be built from source now.\n", "-- Adding Example calibration.bin\n", "-- Adding Example openpose.bin\n", "-- Adding Example 1_custom_post_processing.bin\n", "-- Adding Example 01_body_from_image_default.bin\n", "-- Adding Example 02_whole_body_from_image_default.bin\n", "-- Adding Example 03_keypoints_from_image.bin\n", "-- Adding Example 04_keypoints_from_images.bin\n", "-- Adding Example 05_keypoints_from_images_multi_gpu.bin\n", "-- Adding Example 06_face_from_image.bin\n", "-- Adding Example 07_hand_from_image.bin\n", "-- Adding Example 08_heatmaps_from_image.bin\n", "-- Adding Example 09_keypoints_from_heatmaps.bin\n", "-- Adding Example 10_asynchronous_custom_input.bin\n", "-- Adding Example 11_asynchronous_custom_input_multi_camera.bin\n", "-- Adding Example 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libopenpose_net.so\u001b[0m\n", "[ 95%] Built target openpose_net\n", "[ 96%] \u001b[32mBuilding CXX object src/openpose/utilities/CMakeFiles/openpose_utilities.dir/openCv.cpp.o\u001b[0m\n", "[ 96%] \u001b[32mBuilding CXX object src/openpose/utilities/CMakeFiles/openpose_utilities.dir/openCvPrivate.cpp.o\u001b[0m\n", "[ 96%] \u001b[32mBuilding CXX object src/openpose/utilities/CMakeFiles/openpose_utilities.dir/profiler.cpp.o\u001b[0m\n", "[ 97%] \u001b[32mBuilding CXX object src/openpose/utilities/CMakeFiles/openpose_utilities.dir/string.cpp.o\u001b[0m\n", "[ 97%] \u001b[32m\u001b[1mLinking CXX shared library libopenpose_utilities.so\u001b[0m\n", "[ 97%] Built target openpose_utilities\n", "\u001b[35m\u001b[1mScanning dependencies of target openpose_wrapper\u001b[0m\n", "[ 97%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/defineTemplates.cpp.o\u001b[0m\n", "[ 97%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperAuxiliary.cpp.o\u001b[0m\n", "[ 98%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructExtra.cpp.o\u001b[0m\n", "[ 98%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructFace.cpp.o\u001b[0m\n", "[ 98%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructGui.cpp.o\u001b[0m\n", "[ 99%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructHand.cpp.o\u001b[0m\n", "[ 99%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructInput.cpp.o\u001b[0m\n", "[ 99%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructOutput.cpp.o\u001b[0m\n", "[100%] \u001b[32mBuilding CXX object src/openpose/wrapper/CMakeFiles/openpose_wrapper.dir/wrapperStructPose.cpp.o\u001b[0m\n", "[100%] \u001b[32m\u001b[1mLinking CXX shared library libopenpose_wrapper.so\u001b[0m\n", "[100%] Built target openpose_wrapper\n", "Built target openpose_lib\n" ] } ], "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", " # install python dependencies\n", " !pip install -q youtube-dl\n", " # build openpose\n", " !cd openpose && rm -rf build || true && mkdir build && cd build && cmake .. && make -j`nproc`\n", " \n", "from IPython.display import YouTubeVideo" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "QkzCUJm-ENM7", "colab_type": "code", "outputId": "218163de-f52c-4bdd-add8-50920101b90e", "executionInfo": { "status": "ok", "timestamp": 1.590264298841E12, "user_tz": 420.0, "elapsed": 430.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 322.0 } }, "outputs": [ { "data": { "image/jpeg": [ 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], "text/plain": [ "" ] }, "metadata": { "tags": [] } } ], "source": [ "YOUTUBE_ID = 'RXABo9hm8B8'\n", "\n", "\n", "YouTubeVideo(YOUTUBE_ID)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "2ocYaziOEO2m", "colab_type": "code", "outputId": "9c5a6dda-f925-4970-d457-870919e6f1e3", "executionInfo": { "status": "ok", "timestamp": 1.590264388174E12, "user_tz": 420.0, "elapsed": 83008.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 1000.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[youtube] RXABo9hm8B8: Downloading webpage\n", "[download] Destination: youtube.mp4\n", "\u001b[K[download] 100% of 116.25MiB in 00:03\n", "ffmpeg version 3.4.6-0ubuntu0.18.04.1 Copyright (c) 2000-2019 the FFmpeg developers\n", " built with gcc 7 (Ubuntu 7.3.0-16ubuntu3)\n", " configuration: --prefix=/usr --extra-version=0ubuntu0.18.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --enable-gpl --disable-stripping --enable-avresample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librubberband --enable-librsvg --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-omx --enable-openal --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libopencv --enable-libx264 --enable-shared\n", " libavutil 55. 78.100 / 55. 78.100\n", " libavcodec 57.107.100 / 57.107.100\n", " libavformat 57. 83.100 / 57. 83.100\n", " libavdevice 57. 10.100 / 57. 10.100\n", " libavfilter 6.107.100 / 6.107.100\n", " libavresample 3. 7. 0 / 3. 7. 0\n", " libswscale 4. 8.100 / 4. 8.100\n", " libswresample 2. 9.100 / 2. 9.100\n", " libpostproc 54. 7.100 / 54. 7.100\n", "Input #0, mov,mp4,m4a,3gp,3g2,mj2, from 'youtube.mp4':\n", " Metadata:\n", " major_brand : dash\n", " minor_version : 0\n", " compatible_brands: iso6avc1mp41\n", " creation_time : 2019-11-28T10:15:50.000000Z\n", " Duration: 00:08:01.06, start: 0.000000, bitrate: 2027 kb/s\n", " Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p(tv, bt709, progressive), 1920x1080 [SAR 1:1 DAR 16:9], 26 kb/s, 23.98 fps, 23.98 tbr, 24k tbn, 47.95 tbc (default)\n", " Metadata:\n", " creation_time : 2019-11-28T10:15:50.000000Z\n", " handler_name : ISO Media file produced by Google Inc.\n", "Stream mapping:\n", " Stream #0:0 -> #0:0 (h264 (native) -> h264 (libx264))\n", "Press [q] to stop, [?] for help\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0musing SAR=1/1\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0musing cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mprofile High, level 4.0\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0m264 - core 152 r2854 e9a5903 - H.264/MPEG-4 AVC codec - Copyleft 2003-2017 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=3 lookahead_threads=1 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=23 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\n", "Output #0, mp4, to 'video.mp4':\n", " Metadata:\n", " major_brand : dash\n", " minor_version : 0\n", " compatible_brands: iso6avc1mp41\n", " encoder : Lavf57.83.100\n", " Stream #0:0(und): Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 1920x1080 [SAR 1:1 DAR 16:9], q=-1--1, 23.98 fps, 24k tbn, 23.98 tbc (default)\n", " Metadata:\n", " creation_time : 2019-11-28T10:15:50.000000Z\n", " handler_name : ISO Media file produced by Google Inc.\n", " encoder : Lavc57.107.100 libx264\n", " Side data:\n", " cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1\n", "frame= 120 fps=8.4 q=-1.0 Lsize= 1804kB time=00:00:04.87 bitrate=3027.7kbits/s speed=0.343x \n", "video:1801kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.122520%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mframe I:1 Avg QP:19.31 size: 47765\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mframe P:46 Avg QP:20.84 size: 21633\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mframe B:73 Avg QP:25.50 size: 10973\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mconsecutive B-frames: 6.7% 31.7% 15.0% 46.7%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mmb I I16..4: 24.4% 68.1% 7.5%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mmb P I16..4: 5.2% 17.8% 1.0% P16..4: 23.4% 5.1% 1.4% 0.0% 0.0% skip:46.0%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mmb B I16..4: 1.2% 4.8% 0.3% B16..8: 21.4% 4.1% 0.5% direct: 1.4% skip:66.3% L0:50.1% L1:45.5% BI: 4.3%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0m8x8 transform intra:74.2% inter:88.2%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mcoded y,uvDC,uvAC intra: 40.1% 55.0% 11.7% inter: 5.2% 8.7% 0.3%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mi16 v,h,dc,p: 39% 23% 8% 29%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mi8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 18% 18% 5% 6% 8% 5% 7% 4%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mi4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 32% 18% 14% 5% 8% 9% 6% 6% 3%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mi8c dc,h,v,p: 42% 19% 28% 11%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mWeighted P-Frames: Y:0.0% UV:0.0%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mref P L0: 63.8% 8.8% 16.9% 10.5%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mref B L0: 86.7% 10.8% 2.5%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mref B L1: 98.3% 1.7%\n", "\u001b[1;36m[libx264 @ 0x55bcc0277e00] \u001b[0mkb/s:2947.30\n", "rm: cannot remove 'openpose.avi': No such file or directory\n", "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 39.570035 seconds.\n", "ffmpeg version 3.4.6-0ubuntu0.18.04.1 Copyright (c) 2000-2019 the FFmpeg developers\n", " built with gcc 7 (Ubuntu 7.3.0-16ubuntu3)\n", " configuration: --prefix=/usr --extra-version=0ubuntu0.18.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --enable-gpl --disable-stripping --enable-avresample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librubberband --enable-librsvg --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-omx --enable-openal --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libopencv --enable-libx264 --enable-shared\n", " libavutil 55. 78.100 / 55. 78.100\n", " libavcodec 57.107.100 / 57.107.100\n", " libavformat 57. 83.100 / 57. 83.100\n", " libavdevice 57. 10.100 / 57. 10.100\n", " libavfilter 6.107.100 / 6.107.100\n", " libavresample 3. 7. 0 / 3. 7. 0\n", " libswscale 4. 8.100 / 4. 8.100\n", " libswresample 2. 9.100 / 2. 9.100\n", " libpostproc 54. 7.100 / 54. 7.100\n", "Input #0, avi, from 'openpose.avi':\n", " Duration: 00:00:05.00, start: 0.000000, bitrate: 51383 kb/s\n", " Stream #0:0: Video: mjpeg (MJPG / 0x47504A4D), yuvj420p(pc, bt470bg/unknown/unknown), 1920x1080 [SAR 1:1 DAR 16:9], 51804 kb/s, 24 fps, 24 tbr, 24 tbn, 24 tbc\n", "Stream mapping:\n", " Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))\n", "Press [q] to stop, [?] for help\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0musing SAR=1/1\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0musing cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mprofile High, level 4.0\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0m264 - core 152 r2854 e9a5903 - H.264/MPEG-4 AVC codec - Copyleft 2003-2017 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=3 lookahead_threads=1 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=24 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00\n", "Output #0, mp4, to 'output.mp4':\n", " Metadata:\n", " encoder : Lavf57.83.100\n", " Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuvj420p(pc), 1920x1080 [SAR 1:1 DAR 16:9], q=-1--1, 24 fps, 12288 tbn, 24 tbc\n", " Metadata:\n", " encoder : Lavc57.107.100 libx264\n", " Side data:\n", " cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1\n", "frame= 120 fps=7.0 q=-1.0 Lsize= 2881kB time=00:00:04.87 bitrate=4841.3kbits/s speed=0.286x \n", "video:2879kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.077275%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mframe I:1 Avg QP:20.10 size: 64787\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mframe P:34 Avg QP:21.06 size: 36850\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mframe B:85 Avg QP:25.38 size: 19171\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mconsecutive B-frames: 1.7% 6.7% 15.0% 76.7%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mmb I I16..4: 22.6% 67.2% 10.1%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mmb P I16..4: 6.4% 18.9% 3.3% P16..4: 25.4% 6.3% 2.5% 0.0% 0.0% skip:37.3%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mmb B I16..4: 1.3% 4.7% 1.0% B16..8: 24.6% 5.7% 1.3% direct: 1.6% skip:59.7% L0:52.9% L1:43.5% BI: 3.6%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0m8x8 transform intra:66.5% inter:77.3%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mcoded y,uvDC,uvAC intra: 44.8% 64.4% 24.5% inter: 7.1% 13.0% 3.8%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mi16 v,h,dc,p: 47% 23% 9% 20%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mi8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 17% 20% 5% 5% 7% 4% 6% 4%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mi4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 33% 15% 14% 6% 7% 8% 5% 7% 4%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mi8c dc,h,v,p: 42% 18% 32% 9%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mWeighted P-Frames: Y:0.0% UV:0.0%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mref P L0: 58.0% 8.0% 21.8% 12.1%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mref B L0: 83.4% 12.9% 3.6%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mref B L1: 96.1% 3.9%\n", "\u001b[1;36m[libx264 @ 0x55a4e9711e00] \u001b[0mkb/s:4715.56\n" ] } ], "source": [ "!rm -rf youtube.mp4\n", "# download the youtube with the given ID\n", "!youtube-dl -f 'bestvideo[ext=mp4]' --output \"youtube.%(ext)s\" https://www.youtube.com/watch?v=$YOUTUBE_ID\n", "# cut the first 5 seconds\n", "!ffmpeg -y -loglevel info -i youtube.mp4 -t 5 video.mp4\n", "# detect poses on the these 5 seconds\n", "!rm openpose.avi\n", "!cd openpose && ./build/examples/openpose/openpose.bin --video ../video.mp4 --write_json ./output/ --display 0 --write_video ../openpose.avi\n", "# convert the result into MP4\n", "!ffmpeg -y -loglevel info -i openpose.avi output.mp4" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "hjwZGHIKJU8E", "colab_type": "code", "outputId": "9799734f-6463-4305-948b-cb9b0171ecc7", "executionInfo": { "status": "ok", "timestamp": 1.590265525164E12, "user_tz": 420.0, "elapsed": 1193.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 34.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CMakeLists.txt\topenpose.cpp\n" ] } ], "source": [ "!ls openpose/examples/openpose" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "MusV_ya_Mziw", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "import sys\n", "sys.path.append('openpose/python');" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "Rd6AZTM_KCHD", "colab_type": "code", "outputId": "e71b5b2a-0db9-4e45-ea28-a66f1bd804d8", "executionInfo": { "status": "ok", "timestamp": 1.590265542458E12, "user_tz": 420.0, "elapsed": 1016.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 34.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CMakeFiles cmake_install.cmake Makefile openpose.bin\n" ] } ], "source": [ "!ls openpose/build/examples/openpose/" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "9_13mlvBM4OL", "colab_type": "code", "outputId": "57310968-14ba-465e-adc5-fd41b2fd40f9", "executionInfo": { "status": "error", "timestamp": 1.59026536236E12, "user_tz": 420.0, "elapsed": 296.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 356.0 } }, "outputs": [ { "ename": "ImportError", "evalue": "ignored", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mopenpose\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpyopenpose\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/content/openpose/python/openpose/__init__.py\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpyopenpose\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpyopenpose\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mImportError\u001b[0m: cannot import name 'pyopenpose'", "", "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n" ], "output_type": "error" } ], "source": [ "from openpose import pyopenpose as op" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "7W9KKflJEQOw", "colab_type": "code", "outputId": "bf1c4c70-75e1-44bf-b674-4b9e4a228c75", "executionInfo": { "status": "ok", "timestamp": 1.590264391229E12, "user_tz": 420.0, "elapsed": 49014.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 742.0, "output_embedded_package_id": "1hkphI_FFYLVxXSxAZ2SSLmJPbcfuCJov" } }, "outputs": [ { "data": { "text/plain": [ "Output hidden; open in https://colab.research.google.com to view." ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_local_mp4_video(file_name, width=640, height=480):\n", " import io\n", " import base64\n", " from IPython.display import HTML\n", " video_encoded = base64.b64encode(io.open(file_name, 'rb').read())\n", " return HTML(data=''''''.format(width, height, video_encoded.decode('ascii')))\n", "\n", "show_local_mp4_video('output.mp4', width=960, height=720)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "uUJ3z_twUrI9", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "Eh2epRkKJWq4", "colab_type": "code", "outputId": "ee2f900f-b840-445e-d2c6-6b2ba9f88ed9", "executionInfo": { "status": "ok", "timestamp": 1.590264854799E12, "user_tz": 420.0, "elapsed": 1193.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 54.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"version\":1.3,\"people\":[{\"person_id\":[-1],\"pose_keypoints_2d\":[553.917,91.7844,0.864328,553.724,206.598,0.844484,453.672,200.54,0.789382,388.893,347.839,0.852618,444.889,453.784,0.837943,656.8,221.243,0.746947,739.271,338.908,0.916354,692.228,453.805,0.865439,509.736,500.768,0.676044,447.905,483.171,0.628374,306.616,633.31,0.740294,247.651,859.934,0.734681,577.317,509.754,0.660057,577.379,742.208,0.748003,577.515,951.259,0.782331,533.344,77.0215,0.852847,577.328,79.7889,0.93374,506.693,85.9367,0.950469,600.926,94.7319,0.899188,592.09,1001.11,0.764104,615.58,995.268,0.779178,574.301,965.846,0.622596,194.792,901.107,0.378226,188.891,883.535,0.387106,250.758,880.549,0.531769],\"face_keypoints_2d\":[],\"hand_left_keypoints_2d\":[],\"hand_right_keypoints_2d\":[],\"pose_keypoints_3d\":[],\"face_keypoints_3d\":[],\"hand_left_keypoints_3d\":[],\"hand_right_keypoints_3d\":[]},{\"person_id\":[-1],\"pose_keypoints_2d\":[1445.71,150.678,0.176657,1413.26,227.099,0.815578,1360.32,241.884,0.767681,1336.72,247.761,0.852438,1401.52,138.883,0.714442,1466.26,221.215,0.815482,1516.23,218.29,0.840388,1454.44,283.054,0.757332,1439.78,459.6,0.676701,1392.64,459.753,0.647464,1416.17,674.525,0.665846,1475.06,948.184,0.637076,1489.77,456.639,0.65473,1492.61,650.964,0.60189,1492.76,739.33,0.638851,1428.03,147.588,0.163505,1451.6,144.677,0.132223,1401.48,153.564,0.264399,0,0,0,1492.76,795.229,0.328719,1501.61,789.373,0.400317,1498.64,739.175,0.350345,1404.4,986.477,0.518493,1404.38,977.664,0.509371,1498.71,960.027,0.508799],\"face_keypoints_2d\":[],\"hand_left_keypoints_2d\":[],\"hand_right_keypoints_2d\":[],\"pose_keypoints_3d\":[],\"face_keypoints_3d\":[],\"hand_left_keypoints_3d\":[],\"hand_right_keypoints_3d\":[]}]}" ] } ], "source": [ "!cat openpose/output/video_000000000000_keypoints.json\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "s-eUzqQbJZh1", "colab_type": "code", "outputId": "704f725c-842f-4f58-efdd-dc6806e8d9cf", "executionInfo": { "status": "ok", "timestamp": 1.590264458684E12, "user_tz": 420.0, "elapsed": 1911.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 225.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "\n", "Error:\n", "No camera found.\n", "\n", "Coming from:\n", "- /content/openpose/src/openpose/producer/producer.cpp:createProducer():464\n", "- /content/openpose/src/openpose/producer/producer.cpp:createProducer():475\n", "- /content/openpose/include/openpose/wrapper/wrapperAuxiliary.hpp:configureThreadManager():1222\n", "- /content/openpose/include/openpose/wrapper/wrapper.hpp:exec():424\n" ] } ], "source": [ "!./openpose/build/examples/openpose/openpose.bin" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "ryzDii47sEv6", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!cp 'drive/My Drive/cs231n-project/datasets/emotiw/train_frames.tar.gz' ." ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "2TJ2_a0X9W9h", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!tar -xzf train_frames.tar.gz" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "IWIAQddxMo5-", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!cp 'drive/My Drive/cs231n-project/datasets/emotiw/val_frames.tar.gz' .\n", "!tar -xzf val_frames.tar.gz" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "8nohApcF9os7", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!mkdir test" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "Ki9Q9p3wOwS3", "colab_type": "code", "outputId": "7f5119b3-da17-4400-f82a-5917c2dc1ee5", "executionInfo": { "status": "ok", "timestamp": 1.590265861383E12, "user_tz": 420.0, "elapsed": 1049.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 191.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frame_101_10.mp4_0.jpg\n", "frame_101_10.mp4_10.jpg\n", "frame_101_10.mp4_11.jpg\n", "frame_101_10.mp4_12.jpg\n", "frame_101_10.mp4_13.jpg\n", "frame_101_10.mp4_14.jpg\n", "frame_101_10.mp4_1.jpg\n", "frame_101_10.mp4_2.jpg\n", "frame_101_10.mp4_3.jpg\n", "frame_101_10.mp4_4.jpg\n" ] } ], "source": [ "!ls train_frames/1 | head" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "qycwDEK4O2Gl", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!cp train_frames/1/frame_101_10.mp4_0.jpg test\n", "!cp train_frames/1/frame_101_10.mp4_10.jpg test\n", "!cp train_frames/1/frame_101_10.mp4_11.jpg test" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "MjuV4ww8O9ph", "colab_type": "code", "outputId": "62ddc9ec-2131-445a-e214-751806405cf2", "executionInfo": { "status": "ok", "timestamp": 1.590265898967E12, "user_tz": 420.0, "elapsed": 1244.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 34.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frame_101_10.mp4_0.jpg\tframe_101_10.mp4_10.jpg frame_101_10.mp4_11.jpg\n" ] } ], "source": [ "!ls test" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "SqVJ-DkjGo4K", "colab_type": "code", "outputId": "fcf25ed3-0525-4958-c79d-0d768c15fd30", "executionInfo": { "status": "ok", "timestamp": 1.590265797663E12, "user_tz": 420.0, "elapsed": 1267.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 312.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sat May 23 20:29:56 2020 \n", "+-----------------------------------------------------------------------------+\n", "| NVIDIA-SMI 440.82 Driver Version: 418.67 CUDA Version: 10.1 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "|===============================+======================+======================|\n", "| 0 Tesla K80 Off | 00000000:00:04.0 Off | 0 |\n", "| N/A 62C P8 30W / 149W | 0MiB / 11441MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------+\n", "| Processes: GPU Memory |\n", "| GPU PID Type Process name Usage |\n", "|=============================================================================|\n", "| No running processes found |\n", "+-----------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "iS8-1z2pQ08W", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!mkdir /content/train_frames_keypoints\n", "!mkdir /content/train_frames_keypoints/1\n", "!mkdir /content/train_frames_keypoints/2\n", "!mkdir /content/train_frames_keypoints/3\n", "\n", "!mkdir /content/val_frames_keypoints\n", "!mkdir /content/val_frames_keypoints/1\n", "!mkdir /content/val_frames_keypoints/2\n", "!mkdir /content/val_frames_keypoints/3" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "opB3mCgeRNqh", "colab_type": "code", "outputId": "5d1ca5cd-d5bf-4206-f3c7-2f43395c5483", "executionInfo": { "status": "ok", "timestamp": 1.590266498684E12, "user_tz": 420.0, "elapsed": 9924.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 191.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frame_101_10.mp4_0.jpg\n", "frame_101_10.mp4_10.jpg\n", "frame_101_10.mp4_11.jpg\n", "frame_101_10.mp4_12.jpg\n", "frame_101_10.mp4_13.jpg\n", "frame_101_10.mp4_14.jpg\n", "frame_101_10.mp4_1.jpg\n", "frame_101_10.mp4_2.jpg\n", "frame_101_10.mp4_3.jpg\n", "frame_101_10.mp4_4.jpg\n" ] } ], "source": [ "!ls /content/train_frames/1 | head" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "v1_9AgE9j0ZG", "colab_type": "code", "outputId": "68d088da-c474-4d50-ab1b-c49e77d34701", "executionInfo": { "status": "ok", "timestamp": 1.590269327413E12, "user_tz": 420.0, "elapsed": 115.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 2485.453765 seconds.\n", "\n", "\n" ] } ], "source": [ "import subprocess\n", "import os\n", "\n", "os.chdir(\"/content/openpose\")\n", "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/train_frames/1\", \"--write_json\", \"/content/train_frames_keypoints/1\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "rg9HcSIXRZZ-", "colab_type": "code", "outputId": "476922b5-b76f-4cfa-b254-1032c606e3db", "executionInfo": { "status": "ok", "timestamp": 1.590271980089E12, "user_tz": 420.0, "elapsed": 2652760.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 2870.578980 seconds.\n", "\n", "\n" ] } ], "source": [ "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/train_frames/2\", \"--write_json\", \"/content/train_frames_keypoints/2\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "WY4lNkGyRbMu", "colab_type": "code", "outputId": "31434a16-6e14-4428-d35b-4be7f7c0a370", "executionInfo": { "status": "ok", "timestamp": 1.590274844806E12, "user_tz": 420.0, "elapsed": 2864753.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 2864.065358 seconds.\n", "\n", "\n" ] } ], "source": [ "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/train_frames/3\", \"--write_json\", \"/content/train_frames_keypoints/3\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "97wjpVIfRcTo", "colab_type": "code", "outputId": "25031598-e629-4124-95d3-07c3d7ce7748", "executionInfo": { "status": "ok", "timestamp": 1.590275735965E12, "user_tz": 420.0, "elapsed": 891183.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 890.596354 seconds.\n", "\n", "\n" ] } ], "source": [ "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/val_frames/1\", \"--write_json\", \"/content/val_frames_keypoints/1\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "xDCBfeKsRf2P", "colab_type": "code", "outputId": "5d41c81c-a0f8-4ec1-eb50-31476cc093c9", "executionInfo": { "status": "ok", "timestamp": 1.590276553702E12, "user_tz": 420.0, "elapsed": 817761.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 817.224047 seconds.\n", "\n", "\n" ] } ], "source": [ "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/val_frames/2\", \"--write_json\", \"/content/val_frames_keypoints/2\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "uRryhzp_RgaH", "colab_type": "code", "outputId": "992b8ebc-162d-494c-c4b0-872c2e3b78ae", "executionInfo": { "status": "ok", "timestamp": 1.590277114249E12, "user_tz": 420.0, "elapsed": 560567.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 139.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting OpenPose demo...\n", "Configuring OpenPose...\n", "Starting thread(s)...\n", "Auto-detecting all available GPUs... Detected 1 GPU(s), using 1 of them starting at GPU 0.\n", "OpenPose demo successfully finished. Total time: 559.737443 seconds.\n", "\n", "\n" ] } ], "source": [ "\n", "p = subprocess.run([\"build/examples/openpose/openpose.bin\", \"--image_dir\", \"/content/val_frames/3\", \"--write_json\", \"/content/val_frames_keypoints/3\", \"--display\", \"0\", \"--render_pose\", \"0\"], stdout=subprocess.PIPE, stderr=subprocess.PIPE, encoding='utf-8')\n", "print(p.stdout)\n", "print(p.stderr)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "2eC_6WekPLoF", "colab_type": "code", "outputId": "c0ce0eb0-f4d4-44e3-8902-74ec4d3d9ffd", "executionInfo": { "status": "ok", "timestamp": 1.590277627985E12, "user_tz": 420.0, "elapsed": 1255.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 191.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frame_101_12.mp4_0_keypoints.json\n", "frame_101_12.mp4_10_keypoints.json\n", "frame_101_12.mp4_11_keypoints.json\n", "frame_101_12.mp4_12_keypoints.json\n", "frame_101_12.mp4_13_keypoints.json\n", "frame_101_12.mp4_14_keypoints.json\n", "frame_101_12.mp4_1_keypoints.json\n", "frame_101_12.mp4_2_keypoints.json\n", "frame_101_12.mp4_3_keypoints.json\n", "frame_101_12.mp4_4_keypoints.json\n" ] } ], "source": [ "!ls /content/train_frames_keypoints/3 | head" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "HOqUNwLnPQJY", "colab_type": "code", "outputId": "affb3847-3de1-4fee-9d21-cf8770e7ae03", "executionInfo": { "status": "ok", "timestamp": 1.59026634209E12, "user_tz": 420.0, "elapsed": 1108.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 34.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/content/openpose\n" ] } ], "source": [ "!pwd" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "Wzw6wVjcQqT9", "colab_type": "code", "outputId": "2fe6fe43-bfd9-4084-8ad4-a548ae436b90", "executionInfo": { "status": "ok", "timestamp": 1.590277768904E12, "user_tz": 420.0, "elapsed": 15579.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 1000.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", "/content/train_frames_keypoints/3/frame_322_3.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_220_12.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_341_2.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_35.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_108_10.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_19.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_158_27.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_170_7.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_316_3.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_319_12.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_93_12.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_169_14.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_106_4.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_3_18.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_210_22.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_161_18.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_170_26.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_38.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_334_11.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_161_15.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_189_1.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_169_17.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_300_31.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_112_1.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_234_3.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_192_4.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_32.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_300_57.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_36.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_235_3.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_39.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_119_19.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_121_15.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_319_9.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_319_12.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_322_10.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_316_15.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_102_6.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_146_12.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_108_5.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_28.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_170_18.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_170_7.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_330_8.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_114_2.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_69_36.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_30.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_324_115.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_322_10.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_97_27.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_136_7.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_197_22.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_265_1.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_344_4.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_158_9.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_221_3.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_156_8.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_164_1.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_167_11.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_97_19.mp4_13_keypoints.json\n", "/content/train_frames_keypoints/3/frame_146_10.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_92_10.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_9.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_121_28.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_45.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_192_5.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_13.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_319_5.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_319_2.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_155_55.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_345_3.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_94_2.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_210_20.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_27.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_21.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_300_12.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_302_22.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_316_1.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_302_20.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_53.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_345_2.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_302_13.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_91_5.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_185_5.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_161_6.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_18.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_107_7.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_17.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_102_24.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_302_25.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_336_12.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_273_12.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_92_18.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_97_30.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_24.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_134_7.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_300_40.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_137_11.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_94_6.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_225_3.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_147_8.mp4_12_keypoints.json\n", "/content/train_frames_keypoints/3/frame_344_6.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_45.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_341_4.mp4_0_keypoints.json\n", "/content/train_frames_keypoints/3/frame_197_13.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_260_11.mp4_6_keypoints.json\n", "/content/train_frames_keypoints/3/frame_161_33.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_167_7.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_108_8.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_97_41.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_158_12.mp4_9_keypoints.json\n", "/content/train_frames_keypoints/3/frame_340_1.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_317_1.mp4_1_keypoints.json\n", "/content/train_frames_keypoints/3/frame_97_14.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_329_6.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_94_4.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_168_7.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_161_15.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_158_10.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_134_7.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_43.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_303_20.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_317_3.mp4_12_keypoints.json\n", 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"/content/train_frames_keypoints/3/frame_300_22.mp4_8_keypoints.json\n", "/content/train_frames_keypoints/3/frame_69_36.mp4_13_keypoints.json\n", "/content/train_frames_keypoints/3/frame_92_22.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_89_2.mp4_11_keypoints.json\n", "/content/train_frames_keypoints/3/frame_328_43.mp4_7_keypoints.json\n", "/content/train_frames_keypoints/3/frame_108_8.mp4_5_keypoints.json\n", "/content/train_frames_keypoints/3/frame_3_40.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_188_22.mp4_14_keypoints.json\n", "/content/train_frames_keypoints/3/frame_196_13.mp4_10_keypoints.json\n", "/content/train_frames_keypoints/3/frame_324_63.mp4_3_keypoints.json\n", "/content/train_frames_keypoints/3/frame_322_5.mp4_2_keypoints.json\n", "/content/train_frames_keypoints/3/frame_330_7.mp4_4_keypoints.json\n", "/content/train_frames_keypoints/3/frame_321_38.mp4_13_keypoints.json\n", 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"/content/train_frames_keypoints/3/frame_161_22.mp4_3_keypoints.json\n" ] } ], "source": [ "!tar -zcvf /content/train_frames_keypoints.tar.gz /content/train_frames_keypoints\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "GpsgvrMBSMdz", "colab_type": "code", "outputId": "9fa08d3c-b05a-4ff5-f45c-f9f6beb3f01b", "executionInfo": { "status": "ok", "timestamp": 1.590277787685E12, "user_tz": 420.0, "elapsed": 6426.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 1000.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", "/content/val_frames_keypoints/2/frame_298_44.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/2/frame_294_22.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/2/frame_181_2.mp4_13_keypoints.json\n", 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"/content/val_frames_keypoints/3/frame_325_1.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_274_10.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_9.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_125_1.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_36.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_10.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_199_2.mp4_14_keypoints.json\n", "/content/val_frames_keypoints/3/frame_143_5.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_53_15.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_2.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_86_37.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_4.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_21.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_15.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_9.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_98_3.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_333_3.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_12.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_86_38.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_346_1.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_55.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_99_10.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_145_1.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_50.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_99_2.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_323_1.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_33.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_5.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_25.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_86_18.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_43.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_18.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_2.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_199_2.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_165_2.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_19.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_154_7.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_11.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_2.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_1.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_41.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_125_6.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_86_27.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_289_12.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_342_1.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_4.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_30.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_115_7.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_19.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_40.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_1_1.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_162_4.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_18.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_45.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_99_9.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_100_4.mp4_8_keypoints.json\n", "/content/val_frames_keypoints/3/frame_86_48.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_8.mp4_12_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_20.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_115_4.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_10.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_55.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_52.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_5.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_209_1.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_23.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_100_4.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_34.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_125_6.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_268_6.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_14.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_11.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_154_7.mp4_14_keypoints.json\n", "/content/val_frames_keypoints/3/frame_209_14.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_14.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_333_4.mp4_2_keypoints.json\n", "/content/val_frames_keypoints/3/frame_53_15.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_21.mp4_13_keypoints.json\n", "/content/val_frames_keypoints/3/frame_212_5.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_125_1.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_212_12.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_333_1.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_9.mp4_4_keypoints.json\n", "/content/val_frames_keypoints/3/frame_115_6.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_8.mp4_7_keypoints.json\n", "/content/val_frames_keypoints/3/frame_306_5.mp4_0_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_12.mp4_8_keypoints.json\n", "/content/val_frames_keypoints/3/frame_222_13.mp4_10_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_52.mp4_8_keypoints.json\n", "/content/val_frames_keypoints/3/frame_323_3.mp4_5_keypoints.json\n", "/content/val_frames_keypoints/3/frame_99_2.mp4_11_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_37.mp4_3_keypoints.json\n", "/content/val_frames_keypoints/3/frame_325_19.mp4_9_keypoints.json\n", "/content/val_frames_keypoints/3/frame_154_1.mp4_1_keypoints.json\n", "/content/val_frames_keypoints/3/frame_53_15.mp4_6_keypoints.json\n", "/content/val_frames_keypoints/3/frame_320_5.mp4_9_keypoints.json\n" ] } ], "source": [ "!tar -zcvf /content/val_frames_keypoints.tar.gz /content/val_frames_keypoints\n" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "R_vcfuTgSlIw", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "!cp /content/val_frames_keypoints.tar.gz /content/drive/'My Drive'/cs231n-project/datasets/val_frames_keypoints.tar.gz\n", "!cp /content/train_frames_keypoints.tar.gz /content/drive/'My Drive'/cs231n-project/datasets/train_frames_keypoints.tar.gz" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "CD9mV4YK7zq2", "colab_type": "code", "outputId": "b3ef6523-e24c-43d1-91d2-0012aadb5123", "executionInfo": { "status": "ok", "timestamp": 1.59027785815E12, "user_tz": 420.0, "elapsed": 1183.0, "user": { "displayName": "Tom Jin", "photoUrl": "", "userId": "17151951874441774370" } }, "colab": { "base_uri": "https://localhost:8080/", "height": 52.0 } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "emotiw\tflickr.tar.gz\t\t val_frames_keypoints.tar.gz\n", "flickr\ttrain_frames_keypoints.tar.gz\n" ] } ], "source": [ "!ls '/content/drive/My Drive/cs231n-project/datasets/'" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "id": "69pQahS48YxC", "colab_type": "code", "colab": {} }, "outputs": [], "source": [ "" ] } ], "metadata": { "colab": { "name": "pose-extraction.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 0 }