diff --git a/README.md b/README.md index 37b513247..00aeee1a8 100644 --- a/README.md +++ b/README.md @@ -66,6 +66,12 @@ Please find installation instructions for Caffe2 and Detectron in [`INSTALL.md`] After installation, please see [`GETTING_STARTED.md`](GETTING_STARTED.md) for brief tutorials covering inference and training with Detectron. +## Quick Start: Google Colab + +1. Go to https://colab.research.google.com +2. File > Upload notebook... > GitHub > Paste this link: https://github.com/facebookresearch/Detectron/blob/master/notebooks/detectron(google_colab).ipynb +3. Run cells + ## Getting Help To start, please check the [troubleshooting](INSTALL.md#troubleshooting) section of our installation instructions as well as our [FAQ](FAQ.md). If you couldn't find help there, try searching our GitHub issues. We intend the issues page to be a forum in which the community collectively troubleshoots problems. diff --git a/notebooks/detectron(google_colab).ipynb b/notebooks/detectron(google_colab).ipynb new file mode 100644 index 000000000..119956048 --- /dev/null +++ b/notebooks/detectron(google_colab).ipynb @@ -0,0 +1,3562 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "detectron wip.ipynb", + "version": "0.3.2", + "provenance": [], + "collapsed_sections": [], + "toc_visible": true + }, + "kernelspec": { + "name": "python2", + "display_name": "Python 2" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "metadata": { + "id": "_HjaYRdiete0", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "##Install Caffe2" + ] + }, + { + "metadata": { + "id": "TRvy4QhoMeeN", + "colab_type": "code", + "outputId": "c9f29145-ad5e-4317-cae5-d91a576b9072", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 42707 + } + }, + "cell_type": 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"lib/python2.7/site-packages/torch/lib/include/ATen/CUDAFloatType.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/CUDADoubleType.h\n", + "lib/python2.7/site-packages/torch/lib/include/pybind11/cast.h\n", + "lib/python2.7/site-packages/torch/lib/include/pybind11/pybind11.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/cudnn/Exceptions.h\n", + "lib/python2.7/site-packages/torch/lib/include/torch/csrc/autograd/type_and_shape.h\n", + "lib/python2.7/site-packages/torch/lib/include/torch/csrc/autograd/generated/python_torch_functions_dispatch.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/NativeFunctions.h\n", + "lib/python2.7/site-packages/torch/lib/include/torch/csrc/autograd/generated/Functions.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/TypeExtendedInterface.h\n", + "lib/python2.7/site-packages/torch/lib/include/torch/csrc/autograd/generated/VariableType.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/TypeDefault.h\n", + "lib/python2.7/site-packages/torch/lib/include/caffe2/proto/caffe2.pb.h\n", + "lib/python2.7/site-packages/torch/lib/include/ATen/Functions.h\n", + "info/test/test/ffi/src/cpu/lib2.c\n", + "info/test/test/ffi/src/cuda/cudalib.c\n", + "info/test/test/ffi/src/cpu/lib1.c\n", + "info/test/test/optim/tests.json\n", + "info/test/test/cpp_extensions/no_python_abi_suffix_test/no_python_abi_suffix_test.cpp\n", + "info/test/test/cpp_extensions/jit_extension2.cpp\n", + "info/test/test/cpp_extensions/jit_extension.cpp\n", + "info/test/test/cpp/jit/no-gtest.cpp\n", + "info/test/test/cpp_extensions/cuda_extension.cpp\n", + "info/test/test/cpp/api/jit.cpp\n", + "info/test/test/cpp_extensions/cpp_api_extension.cpp\n", + "info/test/test/cpp/jit/gtest.cpp\n", + "info/test/test/cpp/common/main.cpp\n", + "info/test/test/cpp/api/memory.cpp\n", + "info/test/test/custom_operator/op.cpp\n", + "info/test/test/cpp_extensions/extension.cpp\n", + "info/test/test/cpp/api/expanding-array.cpp\n", + "info/test/test/cpp/api/misc.cpp\n", + "info/test/test/cpp/api/static.cpp\n", + "info/test/test/cpp_extensions/complex_registration_extension.cpp\n", + "info/test/test/cpp/api/tensor_options_cuda.cpp\n", + "info/test/test/cpp_extensions/cudnn_extension.cpp\n", + "info/test/test/custom_operator/test_custom_ops.cpp\n", + "info/test/test/cpp/api/tensor_cuda.cpp\n", + "info/test/test/cpp/api/tensor_options.cpp\n", + "info/test/test/cpp/api/rnn.cpp\n", + "info/test/test/cpp/api/ordered_dict.cpp\n", + "info/test/test/cpp/api/parallel.cpp\n", + "info/test/test/cpp/api/serialize.cpp\n", + "info/test/test/cpp/api/sequential.cpp\n", + "info/test/test/cpp/api/integration.cpp\n", + "info/test/test/cpp/api/modules.cpp\n", + "info/test/test/cpp/api/any.cpp\n", + "info/test/test/cpp/api/tensor.cpp\n", + "info/test/test/cpp/api/optim.cpp\n", + "info/test/test/cpp/api/module.cpp\n", + "info/test/test/cpp/api/dataloader.cpp\n", + "info/test/test/cpp/api/README.md\n" + ], + "name": "stdout" + } + ] + }, + { + "metadata": { + "id": "IuSxyCWGe1zy", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "####Check Caffe2 installation" + ] + }, + { + "metadata": { + "id": "Dto2pDK6ORIZ", + "colab_type": "code", + "outputId": "ab885a2c-6139-4356-9552-9be72e53a1e3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + } + }, + "cell_type": "code", + "source": [ + "# To check if Caffe2 build was successful\n", + "!python -c 'from caffe2.python import core' 2>/dev/null && echo \"Success\" || echo \"Failure\"\n", + "\n", + "# To check if Caffe2 GPU build was successful\n", + "# This must print a number > 0 in order to use Detectron\n", + "!python -c 'from caffe2.python import workspace; print(workspace.NumCudaDevices())'" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Success\n", + "1\n" + ], + "name": "stdout" + } + ] + }, + { + "metadata": { + "id": "sUK0ybHBfBPa", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "##Install Cocoapi" + ] + }, + { + "metadata": { + "id": "BQ1sqXn_PSoH", + "colab_type": "code", + "outputId": "bb2430e8-dfae-4396-c2f5-43f683e86579", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 3352 + } + }, + "cell_type": "code", + "source": [ + "!apt-get install python-dev\n", + "!pip install cython\n", + "!pip install pycocotools\n", + "!git clone https://github.com/cocodataset/cocoapi.git\n", + "!cd cocoapi/PythonAPI && make install\n", + "\n", + "import os\n", + "os.environ['COCOAPI'] = \":/content/cocoapi\"" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "python-dev is already the newest version (2.7.15~rc1-1).\n", + "0 upgraded, 0 newly installed, 0 to remove and 8 not upgraded.\n", + "Collecting cython\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/b3/b8/31ce8eb5fc8dd7a8900d0bc7ed4291fc823e7356c9db136c208d74b04353/Cython-0.29.1-cp27-cp27mu-manylinux1_x86_64.whl (2.0MB)\n", + "\u001b[K 100% |████████████████████████████████| 2.0MB 10.1MB/s \n", + "\u001b[?25hInstalling collected packages: cython\n", + "Successfully installed cython-0.29.1\n", + "Collecting pycocotools\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/96/84/9a07b1095fd8555ba3f3d519517c8743c2554a245f9476e5e39869f948d2/pycocotools-2.0.0.tar.gz (1.5MB)\n", + "\u001b[K 100% |████████████████████████████████| 1.5MB 10.6MB/s \n", + "\u001b[?25hBuilding wheels for collected packages: pycocotools\n", + " Running setup.py bdist_wheel for pycocotools ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \bdone\n", + "\u001b[?25h Stored in directory: /root/.cache/pip/wheels/dc/e6/36/0e1ae88c868eb42d3f92181b1c9bbd0b217a7ec3da6bd62e55\n", + "Successfully built pycocotools\n", + "Installing collected packages: pycocotools\n", + "Successfully installed pycocotools-2.0.0\n", + "Cloning into 'cocoapi'...\n", + "remote: Enumerating objects: 947, done.\u001b[K\n", + "remote: Total 947 (delta 0), reused 0 (delta 0), pack-reused 947\u001b[K\n", + "Receiving objects: 100% (947/947), 11.69 MiB | 6.40 MiB/s, done.\n", + "Resolving deltas: 100% (565/565), done.\n", + "# install pycocotools to the Python site-packages\n", + "python setup.py build_ext install\n", + "running build_ext\n", + "cythoning pycocotools/_mask.pyx to pycocotools/_mask.c\n", + "/usr/local/lib/python2.7/dist-packages/Cython/Compiler/Main.py:367: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /content/cocoapi/PythonAPI/pycocotools/_mask.pyx\n", + " tree = Parsing.p_module(s, pxd, full_module_name)\n", + "building 'pycocotools._mask' extension\n", + "creating build\n", + "creating build/common\n", + "creating build/temp.linux-x86_64-2.7\n", + "creating build/temp.linux-x86_64-2.7/pycocotools\n", + "x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -fno-strict-aliasing -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security -fPIC -I/usr/local/lib/python2.7/dist-packages/numpy/core/include -I../common -I/usr/include/python2.7 -c ../common/maskApi.c -o build/temp.linux-x86_64-2.7/../common/maskApi.o -Wno-cpp -Wno-unused-function -std=c99\n", + "\u001b[01m\u001b[K../common/maskApi.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KrleDecode\u001b[m\u001b[K’:\n", + "\u001b[01m\u001b[K../common/maskApi.c:46:7:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kthis ‘\u001b[01m\u001b[Kfor\u001b[m\u001b[K’ clause does not guard... [\u001b[01;35m\u001b[K-Wmisleading-indentation\u001b[m\u001b[K]\n", + " \u001b[01;35m\u001b[Kfor\u001b[m\u001b[K( k=0; k2) x+=(long) cnts[m-2]; cnts[m++]=(uint) x;\n", + " \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K../common/maskApi.c:228:34:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K...this statement, but the latter is misleadingly indented as if it were guarded by the ‘\u001b[01m\u001b[Kif\u001b[m\u001b[K’\n", + " if(m>2) x+=(long) cnts[m-2]; \u001b[01;36m\u001b[Kcnts\u001b[m\u001b[K[m++]=(uint) x;\n", + " \u001b[01;36m\u001b[K^~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K../common/maskApi.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KrleToBbox\u001b[m\u001b[K’:\n", + "\u001b[01m\u001b[K../common/maskApi.c:141:31:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kxp\u001b[m\u001b[K’ may be used uninitialized in this function [\u001b[01;35m\u001b[K-Wmaybe-uninitialized\u001b[m\u001b[K]\n", + " if(j%2==0) xp=x; else if\u001b[01;35m\u001b[K(\u001b[m\u001b[Kxp build/lib.linux-x86_64-2.7/pycocotools\n", + "copying pycocotools/coco.py -> build/lib.linux-x86_64-2.7/pycocotools\n", + "copying pycocotools/cocoeval.py -> build/lib.linux-x86_64-2.7/pycocotools\n", + "copying pycocotools/__init__.py -> build/lib.linux-x86_64-2.7/pycocotools\n", + "creating build/bdist.linux-x86_64\n", + "creating build/bdist.linux-x86_64/egg\n", + "creating build/bdist.linux-x86_64/egg/pycocotools\n", + "copying build/lib.linux-x86_64-2.7/pycocotools/mask.py -> build/bdist.linux-x86_64/egg/pycocotools\n", + "copying build/lib.linux-x86_64-2.7/pycocotools/coco.py -> build/bdist.linux-x86_64/egg/pycocotools\n", + "copying build/lib.linux-x86_64-2.7/pycocotools/cocoeval.py -> build/bdist.linux-x86_64/egg/pycocotools\n", + "copying build/lib.linux-x86_64-2.7/pycocotools/_mask.so -> build/bdist.linux-x86_64/egg/pycocotools\n", + "copying build/lib.linux-x86_64-2.7/pycocotools/__init__.py -> build/bdist.linux-x86_64/egg/pycocotools\n", + "byte-compiling build/bdist.linux-x86_64/egg/pycocotools/mask.py to mask.pyc\n", + "byte-compiling build/bdist.linux-x86_64/egg/pycocotools/coco.py to coco.pyc\n", + "byte-compiling build/bdist.linux-x86_64/egg/pycocotools/cocoeval.py to cocoeval.pyc\n", + "byte-compiling build/bdist.linux-x86_64/egg/pycocotools/__init__.py to __init__.pyc\n", + "creating stub loader for pycocotools/_mask.so\n", + "byte-compiling build/bdist.linux-x86_64/egg/pycocotools/_mask.py to _mask.pyc\n", + "creating build/bdist.linux-x86_64/egg/EGG-INFO\n", + "copying pycocotools.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO\n", + "copying pycocotools.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n", + "copying pycocotools.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n", + "copying pycocotools.egg-info/requires.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n", + "copying pycocotools.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n", + "writing build/bdist.linux-x86_64/egg/EGG-INFO/native_libs.txt\n", + "zip_safe flag not set; analyzing archive contents...\n", + "creating dist\n", + "creating 'dist/pycocotools-2.0-py2.7-linux-x86_64.egg' and adding 'build/bdist.linux-x86_64/egg' to it\n", + "removing 'build/bdist.linux-x86_64/egg' (and everything under it)\n", + "Processing pycocotools-2.0-py2.7-linux-x86_64.egg\n", + "Copying pycocotools-2.0-py2.7-linux-x86_64.egg to /usr/local/lib/python2.7/dist-packages\n", + "Adding pycocotools 2.0 to easy-install.pth file\n", + "\n", + "Installed /usr/local/lib/python2.7/dist-packages/pycocotools-2.0-py2.7-linux-x86_64.egg\n", + "Processing dependencies for pycocotools==2.0\n", + "Searching for matplotlib==2.1.2\n", + "Best match: matplotlib 2.1.2\n", + "Adding matplotlib 2.1.2 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for Cython==0.29.1\n", + "Best match: Cython 0.29.1\n", + "Adding Cython 0.29.1 to easy-install.pth file\n", + "Installing cython script to /usr/local/bin\n", + "Installing cygdb script to /usr/local/bin\n", + "Installing cythonize script to /usr/local/bin\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for setuptools==40.6.2\n", + "Best match: setuptools 40.6.2\n", + "Adding setuptools 40.6.2 to easy-install.pth file\n", + "Installing easy_install script to /usr/local/bin\n", + "Installing easy_install-3.6 script to /usr/local/bin\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for pyparsing==2.3.0\n", + "Best match: pyparsing 2.3.0\n", + "Adding pyparsing 2.3.0 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for python-dateutil==2.5.3\n", + "Best match: python-dateutil 2.5.3\n", + "Adding python-dateutil 2.5.3 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for six==1.11.0\n", + "Best match: six 1.11.0\n", + "Adding six 1.11.0 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for pytz==2018.7\n", + "Best match: pytz 2018.7\n", + "Adding pytz 2018.7 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for subprocess32==3.5.3\n", + "Best match: subprocess32 3.5.3\n", + "Adding subprocess32 3.5.3 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for backports.functools-lru-cache==1.5\n", + "Best match: backports.functools-lru-cache 1.5\n", + "Adding backports.functools-lru-cache 1.5 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for numpy==1.14.6\n", + "Best match: numpy 1.14.6\n", + "Adding numpy 1.14.6 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Searching for cycler==0.10.0\n", + "Best match: cycler 0.10.0\n", + "Adding cycler 0.10.0 to easy-install.pth file\n", + "\n", + "Using /usr/local/lib/python2.7/dist-packages\n", + "Finished processing dependencies for pycocotools==2.0\n", + "rm -rf build\n" + ], + "name": "stdout" + } + ] + }, + { + "metadata": { + "id": "FDjTvouDfI5l", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "##Install Detectron" + ] + }, + { + "metadata": { + "id": "deZtfbJ8TcBw", + "colab_type": "code", + "outputId": "23eb22e3-e927-42c8-90eb-4362751feccd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1312 + } + }, + "cell_type": "code", + "source": [ + "!git clone https://github.com/facebookresearch/detectron\n", + "!pip install -r detectron/requirements.txt\n", + "!cd detectron && make\n", + "!python detectron/detectron/tests/test_spatial_narrow_as_op.py\n", + "os.chdir('detectron')" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Cloning into 'detectron'...\n", + "remote: Enumerating objects: 1172, done.\u001b[K\n", + "remote: Total 1172 (delta 0), reused 0 (delta 0), pack-reused 1172\u001b[K\n", + "Receiving objects: 100% (1172/1172), 4.19 MiB | 3.34 MiB/s, done.\n", + "Resolving deltas: 100% (731/731), done.\n", + "Requirement already satisfied: numpy>=1.13 in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 1)) (1.14.6)\n", + "Requirement already satisfied: pyyaml>=3.12 in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 2)) (3.13)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 3)) (2.1.2)\n", + "Requirement already satisfied: opencv-python>=3.2 in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 4)) (3.4.4.19)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 5)) (40.6.2)\n", + "Requirement already satisfied: Cython in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 6)) (0.29.1)\n", + "Requirement already satisfied: mock in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 7)) (2.0.0)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 8)) (1.1.0)\n", + "Requirement already satisfied: six in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 9)) (1.11.0)\n", + "Requirement already satisfied: future in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 10)) (0.16.0)\n", + "Requirement already satisfied: protobuf in /usr/local/lib/python2.7/dist-packages (from -r detectron/requirements.txt (line 11)) (3.6.1)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (0.10.0)\n", + "Requirement already satisfied: backports.functools-lru-cache in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (1.5)\n", + "Requirement already satisfied: subprocess32 in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (3.5.3)\n", + "Requirement already satisfied: pytz in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (2018.7)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (2.5.3)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python2.7/dist-packages (from matplotlib->-r detectron/requirements.txt (line 3)) (2.3.0)\n", + "Requirement already satisfied: funcsigs>=1; python_version < \"3.3\" in /usr/local/lib/python2.7/dist-packages (from mock->-r detectron/requirements.txt (line 7)) (1.0.2)\n", + "Requirement already satisfied: pbr>=0.11 in /usr/local/lib/python2.7/dist-packages (from mock->-r detectron/requirements.txt (line 7)) (5.1.1)\n", + "python setup.py develop --user\n", + "Compiling detectron/utils/cython_bbox.pyx because it changed.\n", + "Compiling detectron/utils/cython_nms.pyx because it changed.\n", + "[1/2] Cythonizing detectron/utils/cython_bbox.pyx\n", + "/usr/local/lib/python2.7/dist-packages/Cython/Compiler/Main.py:367: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /content/detectron/detectron/utils/cython_bbox.pyx\n", + " tree = Parsing.p_module(s, pxd, full_module_name)\n", + "[2/2] Cythonizing detectron/utils/cython_nms.pyx\n", + "/usr/local/lib/python2.7/dist-packages/Cython/Compiler/Main.py:367: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /content/detectron/detectron/utils/cython_nms.pyx\n", + " tree = Parsing.p_module(s, pxd, full_module_name)\n", + "running develop\n", + "running egg_info\n", + "creating Detectron.egg-info\n", + "writing Detectron.egg-info/PKG-INFO\n", + "writing top-level names to Detectron.egg-info/top_level.txt\n", + "writing dependency_links to Detectron.egg-info/dependency_links.txt\n", + "writing manifest file 'Detectron.egg-info/SOURCES.txt'\n", + "reading manifest file 'Detectron.egg-info/SOURCES.txt'\n", + "writing manifest file 'Detectron.egg-info/SOURCES.txt'\n", + "running build_ext\n", + "building 'detectron.utils.cython_bbox' extension\n", + "creating build\n", + "creating build/temp.linux-x86_64-2.7\n", + "creating build/temp.linux-x86_64-2.7/detectron\n", + "creating build/temp.linux-x86_64-2.7/detectron/utils\n", + "x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -fno-strict-aliasing -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security -fPIC -I/usr/local/lib/python2.7/dist-packages/numpy/core/include -I/usr/include/python2.7 -c detectron/utils/cython_bbox.c -o build/temp.linux-x86_64-2.7/detectron/utils/cython_bbox.o -Wno-cpp\n", + "creating build/lib.linux-x86_64-2.7\n", + "creating build/lib.linux-x86_64-2.7/detectron\n", + "creating build/lib.linux-x86_64-2.7/detectron/utils\n", + "x86_64-linux-gnu-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -fno-strict-aliasing -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security -Wl,-Bsymbolic-functions -Wl,-z,relro -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security build/temp.linux-x86_64-2.7/detectron/utils/cython_bbox.o -o build/lib.linux-x86_64-2.7/detectron/utils/cython_bbox.so\n", + "building 'detectron.utils.cython_nms' extension\n", + "x86_64-linux-gnu-gcc -pthread -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -fno-strict-aliasing -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security -fPIC -I/usr/local/lib/python2.7/dist-packages/numpy/core/include -I/usr/include/python2.7 -c detectron/utils/cython_nms.c -o build/temp.linux-x86_64-2.7/detectron/utils/cython_nms.o -Wno-cpp\n", + "x86_64-linux-gnu-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -fno-strict-aliasing -DNDEBUG -g -fwrapv -O2 -Wall -Wstrict-prototypes -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security -Wl,-Bsymbolic-functions -Wl,-z,relro -Wdate-time -D_FORTIFY_SOURCE=2 -g -fdebug-prefix-map=/build/python2.7-3hk45v/python2.7-2.7.15~rc1=. -fstack-protector-strong -Wformat -Werror=format-security build/temp.linux-x86_64-2.7/detectron/utils/cython_nms.o -o build/lib.linux-x86_64-2.7/detectron/utils/cython_nms.so\n", + "copying build/lib.linux-x86_64-2.7/detectron/utils/cython_bbox.so -> detectron/utils\n", + "copying build/lib.linux-x86_64-2.7/detectron/utils/cython_nms.so -> detectron/utils\n", + "Creating /root/.local/lib/python2.7/site-packages/Detectron.egg-link (link to .)\n", + "Adding Detectron 0.0.0 to easy-install.pth file\n", + "\n", + "Installed /content/detectron\n", + "Processing dependencies for Detectron==0.0.0\n", + "Finished processing dependencies for Detectron==0.0.0\n", + "No handlers could be found for logger \"caffe2.python.net_drawer\"\n", + "net_drawer will not run correctly. Please install the correct dependencies.\n", + "[E init_intrinsics_check.cc:43] CPU feature avx is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "[E init_intrinsics_check.cc:43] CPU feature avx2 is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "[E init_intrinsics_check.cc:43] CPU feature fma is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "Found Detectron ops lib: /usr/local/lib/python2.7/dist-packages/torch/lib/libcaffe2_detectron_ops_gpu.so\n", + "...\n", + "----------------------------------------------------------------------\n", + "Ran 3 tests in 4.553s\n", + "\n", + "OK\n" + ], + "name": "stdout" + } + ] + }, + { + "metadata": { + "id": "kfNwOQQ8BPtk", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "##Run Detectron on images in detectron/demo" + ] + }, + { + "metadata": { + "id": "sTc3gUxLpo84", + "colab_type": "code", + "outputId": "f8bd66e3-aada-48d5-c2cf-da460296a436", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 9200 + } + }, + "cell_type": "code", + "source": [ + "!python tools/infer_simple.py \\\n", + " --cfg configs/12_2017_baselines/e2e_keypoint_rcnn_R-101-FPN_s1x.yaml \\\n", + " --output-dir demo/output \\\n", + " --image-ext jpg \\\n", + " --wts https://s3-us-west-2.amazonaws.com/detectron/37698009/12_2017_baselines/e2e_keypoint_rcnn_R-101-FPN_s1x.yaml.08_45_57.YkrJgP6O/output/train/keypoints_coco_2014_train:keypoints_coco_2014_valminusminival/generalized_rcnn/model_final.pkl \\\n", + " --output-ext jpg \\\n", + " demo" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Found Detectron ops lib: /usr/local/lib/python2.7/dist-packages/torch/lib/libcaffe2_detectron_ops_gpu.so\n", + "[E init_intrinsics_check.cc:43] CPU feature avx is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "[E init_intrinsics_check.cc:43] CPU feature avx2 is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "[E init_intrinsics_check.cc:43] CPU feature fma is present on your machine, but the Caffe2 binary is not compiled with it. It means you may not get the full speed of your CPU.\n", + "INFO io.py: 91: Downloading remote file https://s3-us-west-2.amazonaws.com/detectron/37698009/12_2017_baselines/e2e_keypoint_rcnn_R-101-FPN_s1x.yaml.08_45_57.YkrJgP6O/output/train/keypoints_coco_2014_train:keypoints_coco_2014_valminusminival/generalized_rcnn/model_final.pkl to /tmp/detectron-download-cache/37698009/12_2017_baselines/e2e_keypoint_rcnn_R-101-FPN_s1x.yaml.08_45_57.YkrJgP6O/output/train/keypoints_coco_2014_train:keypoints_coco_2014_valminusminival/generalized_rcnn/model_final.pkl\n", + " [============================================================] 100.0% of 603.3MB file \n", + "WARNING cnn.py: 25: [====DEPRECATE WARNING====]: you are creating an object from CNNModelHelper class which will be deprecated soon. Please use ModelHelper object with brew module. For more information, please refer to caffe2.ai and python/brew.py, python/brew_test.py for more information.\n", + "WARNING model_builder.py: 138: Remapping old function name: head_builder.add_roi_2mlp_head -> fast_rcnn_heads.add_roi_2mlp_head\n", + "INFO net.py: 60: Loading weights from: /tmp/detectron-download-cache/37698009/12_2017_baselines/e2e_keypoint_rcnn_R-101-FPN_s1x.yaml.08_45_57.YkrJgP6O/output/train/keypoints_coco_2014_train:keypoints_coco_2014_valminusminival/generalized_rcnn/model_final.pkl\n", + "INFO net.py: 96: conv1_w loaded from weights file into gpu_0/conv1_w: (64, 3, 7, 7)\n", + "INFO net.py: 96: res_conv1_bn_s loaded from weights file into gpu_0/res_conv1_bn_s: (64,)\n", + "INFO net.py: 96: res_conv1_bn_b loaded from weights file into gpu_0/res_conv1_bn_b: (64,)\n", + "INFO net.py: 96: res2_0_branch2a_w loaded from weights file into gpu_0/res2_0_branch2a_w: (64, 64, 1, 1)\n", + "INFO net.py: 96: res2_0_branch2a_bn_s loaded from weights file into 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into gpu_0/fpn_res2_2_sum_w: (256, 256, 3, 3)\n", + "INFO net.py: 96: fpn_res2_2_sum_b [+ momentum] loaded from weights file into gpu_0/fpn_res2_2_sum_b: (256,)\n", + "INFO net.py: 96: conv_rpn_fpn2_w [+ momentum] loaded from weights file into gpu_0/conv_rpn_fpn2_w: (256, 256, 3, 3)\n", + "INFO net.py: 96: conv_rpn_fpn2_b [+ momentum] loaded from weights file into gpu_0/conv_rpn_fpn2_b: (256,)\n", + "INFO net.py: 96: rpn_cls_logits_fpn2_w [+ momentum] loaded from weights file into gpu_0/rpn_cls_logits_fpn2_w: (3, 256, 1, 1)\n", + "INFO net.py: 96: rpn_cls_logits_fpn2_b [+ momentum] loaded from weights file into gpu_0/rpn_cls_logits_fpn2_b: (3,)\n", + "INFO net.py: 96: rpn_bbox_pred_fpn2_w [+ momentum] loaded from weights file into gpu_0/rpn_bbox_pred_fpn2_w: (12, 256, 1, 1)\n", + "INFO net.py: 96: rpn_bbox_pred_fpn2_b [+ momentum] loaded from weights file into gpu_0/rpn_bbox_pred_fpn2_b: (12,)\n", + "INFO net.py: 96: fc6_w [+ momentum] loaded from weights file into gpu_0/fc6_w: (1024, 12544)\n", + "INFO net.py: 96: fc6_b [+ momentum] loaded from weights file into gpu_0/fc6_b: (1024,)\n", + "INFO net.py: 96: fc7_w [+ momentum] loaded from weights file into gpu_0/fc7_w: (1024, 1024)\n", + "INFO net.py: 96: fc7_b [+ momentum] loaded from weights file into gpu_0/fc7_b: (1024,)\n", + "INFO net.py: 96: cls_score_w [+ momentum] loaded from weights file into gpu_0/cls_score_w: (2, 1024)\n", + "INFO net.py: 96: cls_score_b [+ momentum] loaded from weights file into gpu_0/cls_score_b: (2,)\n", + "INFO net.py: 96: bbox_pred_w [+ momentum] loaded from weights file into gpu_0/bbox_pred_w: (8, 1024)\n", + "INFO net.py: 96: bbox_pred_b [+ momentum] loaded from weights file into gpu_0/bbox_pred_b: (8,)\n", + "INFO net.py: 96: conv_fcn1_w [+ momentum] loaded from weights file into gpu_0/conv_fcn1_w: (512, 256, 3, 3)\n", + "INFO net.py: 96: conv_fcn1_b [+ momentum] loaded from weights file into gpu_0/conv_fcn1_b: (512,)\n", + "INFO net.py: 96: conv_fcn2_w [+ momentum] loaded from weights file into gpu_0/conv_fcn2_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn2_b [+ momentum] loaded from weights file into gpu_0/conv_fcn2_b: (512,)\n", + "INFO net.py: 96: conv_fcn3_w [+ momentum] loaded from weights file into gpu_0/conv_fcn3_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn3_b [+ momentum] loaded from weights file into gpu_0/conv_fcn3_b: (512,)\n", + "INFO net.py: 96: conv_fcn4_w [+ momentum] loaded from weights file into gpu_0/conv_fcn4_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn4_b [+ momentum] loaded from weights file into gpu_0/conv_fcn4_b: (512,)\n", + "INFO net.py: 96: conv_fcn5_w [+ momentum] loaded from weights file into gpu_0/conv_fcn5_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn5_b [+ momentum] loaded from weights file into gpu_0/conv_fcn5_b: (512,)\n", + "INFO net.py: 96: conv_fcn6_w [+ momentum] loaded from weights file into gpu_0/conv_fcn6_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn6_b [+ momentum] loaded from weights file into gpu_0/conv_fcn6_b: (512,)\n", + "INFO net.py: 96: conv_fcn7_w [+ momentum] loaded from weights file into gpu_0/conv_fcn7_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn7_b [+ momentum] loaded from weights file into gpu_0/conv_fcn7_b: (512,)\n", + "INFO net.py: 96: conv_fcn8_w [+ momentum] loaded from weights file into gpu_0/conv_fcn8_w: (512, 512, 3, 3)\n", + "INFO net.py: 96: conv_fcn8_b [+ momentum] loaded from weights file into gpu_0/conv_fcn8_b: (512,)\n", + "INFO net.py: 96: kps_score_lowres_w [+ momentum] loaded from weights file into gpu_0/kps_score_lowres_w: (512, 17, 4, 4)\n", + "INFO net.py: 96: kps_score_lowres_b [+ momentum] loaded from weights file into gpu_0/kps_score_lowres_b: (17,)\n", + "INFO net.py: 96: kps_score_w loaded from weights file into gpu_0/kps_score_w: (17, 17, 4, 4)\n", + "INFO net.py: 96: kps_score_b loaded from weights file into gpu_0/kps_score_b: (17,)\n", + "INFO net.py: 133: res4_16_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_1_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_16_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_4_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_12_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_12_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: fc1000_b preserved in workspace (unused)\n", + "INFO net.py: 133: fc1000_w preserved in workspace (unused)\n", + "INFO net.py: 133: res3_2_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_5_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_21_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_0_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_21_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_9_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_1_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_1_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_5_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_7_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_7_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_1_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_1_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_4_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_16_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_4_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_2_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_21_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_2_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_20_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_9_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_9_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_15_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_20_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_7_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_22_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_18_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_0_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_2_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_0_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_2_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_0_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_0_branch1_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_20_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_14_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_15_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_2_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_1_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: conv1_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_19_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_15_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_14_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_19_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_18_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_22_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_2_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_13_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_22_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_18_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_10_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_0_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_11_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_8_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_13_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_2_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_14_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_6_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_2_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_11_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_0_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_0_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_2_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_0_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_1_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_2_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_19_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_3_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_3_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_11_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_3_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_13_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_0_branch1_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_17_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res5_0_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_10_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_0_branch1_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_17_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_10_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_8_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_12_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_0_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_1_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_0_branch1_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_2_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_6_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_5_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_6_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_0_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_0_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res2_1_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_1_branch2c_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_1_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_8_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res3_3_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_1_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_3_branch2a_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_17_branch2b_b preserved in workspace (unused)\n", + "INFO net.py: 133: res4_3_branch2c_b preserved in workspace (unused)\n", + "[I net_dag_utils.cc:102] Operator graph pruning prior to chain compute took: 8.9552e-05 secs\n", + "[I net_dag_utils.cc:102] Operator graph pruning prior to chain compute took: 8.6553e-05 secs\n", + "[I net_dag_utils.cc:102] Operator graph pruning prior to chain compute took: 1.0672e-05 secs\n", + "INFO infer_simple.py: 147: Processing demo/19064748793_bb942deea1_k.jpg -> demo/output/19064748793_bb942deea1_k.jpg.jpg\n", + "[I net_async_base.h:211] Using specified CPU pool size: 4; device id: -1\n", + "[I net_async_base.h:216] Created new CPU pool, size: 4; device id: -1\n", + "[I net_async_base.h:211] Using specified CPU pool size: 4; device id: -1\n", + "[I net_async_base.h:216] Created new CPU pool, size: 4; device id: -1\n", + "INFO infer_simple.py: 155: Inference time: 0.870s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.653s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.158s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.058s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 160: \\ Note: inference on the first image will be slower than the rest (caches and auto-tuning need to warm up)\n", + "INFO infer_simple.py: 147: Processing demo/18124840932_e42b3e377c_k.jpg -> demo/output/18124840932_e42b3e377c_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 0.586s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.475s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.076s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.035s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 147: Processing demo/33887522274_eebd074106_k.jpg -> demo/output/33887522274_eebd074106_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 0.548s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.461s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.068s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.018s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 147: Processing demo/33823288584_1d21cf0a26_k.jpg -> demo/output/33823288584_1d21cf0a26_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 1.660s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.781s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.291s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.587s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.001s\n", + "INFO infer_simple.py: 147: Processing demo/17790319373_bd19b24cfc_k.jpg -> demo/output/17790319373_bd19b24cfc_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 0.753s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.507s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.110s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.135s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 147: Processing demo/15673749081_767a7fa63a_k.jpg -> demo/output/15673749081_767a7fa63a_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 1.505s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.486s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.275s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.742s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.001s\n", + "INFO infer_simple.py: 147: Processing demo/24274813513_0cfd2ce6d0_k.jpg -> demo/output/24274813513_0cfd2ce6d0_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 0.692s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.489s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.112s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.089s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 147: Processing demo/16004479832_a748d55f21_k.jpg -> demo/output/16004479832_a748d55f21_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 1.184s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.485s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.081s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.618s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n", + "INFO infer_simple.py: 147: Processing demo/34501842524_3c858b3080_k.jpg -> demo/output/34501842524_3c858b3080_k.jpg.jpg\n", + "INFO infer_simple.py: 155: Inference time: 0.510s\n", + "INFO infer_simple.py: 157: | im_detect_bbox: 0.484s\n", + "INFO infer_simple.py: 157: | im_detect_keypoints: 0.022s\n", + "INFO infer_simple.py: 157: | misc_keypoints: 0.004s\n", + "INFO infer_simple.py: 157: | misc_bbox: 0.000s\n" + ], + "name": "stdout" + } + ] + }, + { + "metadata": { + "id": "9iVbbqpMCTUz", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "##Download files" + ] + }, + { + "metadata": { + "id": "wXTJo80gV0HP", + "colab_type": "code", + "colab": {} + }, + "cell_type": "code", + "source": [ + "from google.colab import files\n", + "\n", + "for file in os.listdir('demo/output'):\n", + " if file.endswith(('.jpg', '.pdf')):\n", + " files.download('demo/output/'+file)" + ], + "execution_count": 0, + "outputs": [] + } + ] +}