SPH3D_GCN_colab.ipynb

{
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  "metadata": {
    "colab": {
      "name": " SPH3D-GCN_colab.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1VIlHaw1TP0ZIaQ6o6fPB0loRW5UHtaFY",
      "authorship_tag": "ABX9TyOBz4skor/7Y4pxLjo3Dy2w",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DIPTE/Deep-Geometry-Learning-on-Colab/blob/master/SPH3D_GCN_colab.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v11iYxdUpiZK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        },
        "outputId": "235de937-2b27-41ec-c3e2-2828b124755d"
      },
      "source": [
        "from google.colab import drive#colab 连接到托管代码执行程序\n",
        "drive.mount('/content/drive')#挂载云端硬盘"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0B6C8bwspwrV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 67
        },
        "outputId": "9a9d45ba-c656-434e-cb89-538e5d61d1b5"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "compile.sh  LICENSE\t    post-merging  ruemonge2014_seg  shapenet_seg\n",
            "image\t    modelnet40_cls  preprocesing  s3dis_seg\t    tf_ops\n",
            "io\t    models\t    README.md\t  scannet_seg\t    utils\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kgi1okD9qRTl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "os.chdir('/content/drive/My Drive/Untitled Folder/SPH3D-GCN')#切换工作目录"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "miGSY4GeqLbk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 134
        },
        "outputId": "095930c9-4424-4753-ee76-30c6447c1343"
      },
      "source": [
        "!git clone https://github.com/hlei-ziyan/SPH3D-GCN.git"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'SPH3D-GCN'...\n",
            "remote: Enumerating objects: 75, done.\u001b[K\n",
            "remote: Counting objects: 100% (75/75), done.\u001b[K\n",
            "remote: Compressing objects: 100% (75/75), done.\u001b[K\n",
            "remote: Total 488 (delta 37), reused 0 (delta 0), pack-reused 413\u001b[K\n",
            "Receiving objects: 100% (488/488), 3.91 MiB | 19.51 MiB/s, done.\n",
            "Resolving deltas: 100% (271/271), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1ZVZ6vl9qnGy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 356
        },
        "outputId": "b090b80e-7e5d-4eda-bdac-3e812ea74320"
      },
      "source": [
        "!pip install tensorflow-gpu==1.12.0"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tensorflow-gpu==1.12.0 in /usr/local/lib/python3.6/dist-packages (1.12.0)\n",
            "Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.18.4)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (0.34.2)\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.1.0)\n",
            "Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.0.8)\n",
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            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.12.0)\n",
            "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.1.2)\n",
            "Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.29.0)\n",
            "Requirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (0.8.1)\n",
            "Requirement already satisfied: gast>=0.2.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (0.3.3)\n",
            "Requirement already satisfied: absl-py>=0.1.6 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (0.9.0)\n",
            "Requirement already satisfied: tensorboard<1.13.0,>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow-gpu==1.12.0) (1.12.2)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages (from keras-applications>=1.0.6->tensorflow-gpu==1.12.0) (2.10.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.6.1->tensorflow-gpu==1.12.0) (46.3.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.6/dist-packages (from tensorboard<1.13.0,>=1.12.0->tensorflow-gpu==1.12.0) (3.2.2)\n",
            "Requirement already satisfied: werkzeug>=0.11.10 in /usr/local/lib/python3.6/dist-packages (from tensorboard<1.13.0,>=1.12.0->tensorflow-gpu==1.12.0) (1.0.1)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown>=2.6.8->tensorboard<1.13.0,>=1.12.0->tensorflow-gpu==1.12.0) (1.6.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<1.13.0,>=1.12.0->tensorflow-gpu==1.12.0) (3.1.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TBSyOR5FtCVa",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "0d63c6bd-2050-4ce7-d3b7-694ecf81c724"
      },
      "source": [
        "!wget https://developer.nvidia.com/compute/cuda/9.0/Prod/local_installers/cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb\n",
        "!dpkg -i cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb\n",
        "!apt-key add /var/cuda-repo-9-0-local/7fa2af80.pub\n",
        "!apt-get update\n",
        "!apt-get install cuda=9.0.176-1"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-05-28 05:17:58--  https://developer.nvidia.com/compute/cuda/9.0/Prod/local_installers/cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb\n",
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            "Connecting to developer.nvidia.com (developer.nvidia.com)|152.199.0.24|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://developer.download.nvidia.com/compute/cuda/9.0/secure/Prod/local_installers/cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64.deb?KHRL1OPmUoO7vvYGEQEqh4oCTESvIiug3Zfn19wPNOcM2x91rGU5DAGH_vjC7WXW6keim1wRJQAGY2sFcJnFa2TYxEnGYZucL4KnCiH01f3GJNItn5AplNGVlRMUNwO1__EOu1Xmb9TfI1TBeMWTUTcqCU6Vu2R4DjT9t8AiAF7x3MUyCzdOzHGWBunOETtSjwMeY-fvYY8_5vJcPoiF [following]\n",
            "--2020-05-28 05:17:58--  https://developer.download.nvidia.com/compute/cuda/9.0/secure/Prod/local_installers/cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64.deb?KHRL1OPmUoO7vvYGEQEqh4oCTESvIiug3Zfn19wPNOcM2x91rGU5DAGH_vjC7WXW6keim1wRJQAGY2sFcJnFa2TYxEnGYZucL4KnCiH01f3GJNItn5AplNGVlRMUNwO1__EOu1Xmb9TfI1TBeMWTUTcqCU6Vu2R4DjT9t8AiAF7x3MUyCzdOzHGWBunOETtSjwMeY-fvYY8_5vJcPoiF\n",
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            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1212738714 (1.1G) [application/x-deb]\n",
            "Saving to: ‘cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb’\n",
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            "\n",
            "2020-05-28 05:18:13 (77.6 MB/s) - ‘cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb’ saved [1212738714/1212738714]\n",
            "\n",
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            "Setting up cuda-repo-ubuntu1604-9-0-local (9.0.176-1) ...\n",
            "OK\n",
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            "Reading package lists... Done\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  cuda-9-0 cuda-command-line-tools-9-0 cuda-core-9-0 cuda-cublas-9-0\n",
            "  cuda-cublas-dev-9-0 cuda-cudart-9-0 cuda-cudart-dev-9-0 cuda-cufft-9-0\n",
            "  cuda-cufft-dev-9-0 cuda-curand-9-0 cuda-curand-dev-9-0 cuda-cusolver-9-0\n",
            "  cuda-cusolver-dev-9-0 cuda-cusparse-9-0 cuda-cusparse-dev-9-0\n",
            "  cuda-demo-suite-9-0 cuda-documentation-9-0 cuda-driver-dev-9-0\n",
            "  cuda-libraries-9-0 cuda-libraries-dev-9-0 cuda-license-9-0\n",
            "  cuda-misc-headers-9-0 cuda-npp-9-0 cuda-npp-dev-9-0 cuda-nvgraph-9-0\n",
            "  cuda-nvgraph-dev-9-0 cuda-nvml-dev-9-0 cuda-nvrtc-9-0 cuda-nvrtc-dev-9-0\n",
            "  cuda-runtime-9-0 cuda-samples-9-0 cuda-toolkit-9-0 cuda-visual-tools-9-0\n",
            "The following NEW packages will be installed:\n",
            "  cuda cuda-9-0 cuda-command-line-tools-9-0 cuda-core-9-0 cuda-cublas-9-0\n",
            "  cuda-cublas-dev-9-0 cuda-cudart-9-0 cuda-cudart-dev-9-0 cuda-cufft-9-0\n",
            "  cuda-cufft-dev-9-0 cuda-curand-9-0 cuda-curand-dev-9-0 cuda-cusolver-9-0\n",
            "  cuda-cusolver-dev-9-0 cuda-cusparse-9-0 cuda-cusparse-dev-9-0\n",
            "  cuda-demo-suite-9-0 cuda-documentation-9-0 cuda-driver-dev-9-0\n",
            "  cuda-libraries-9-0 cuda-libraries-dev-9-0 cuda-license-9-0\n",
            "  cuda-misc-headers-9-0 cuda-npp-9-0 cuda-npp-dev-9-0 cuda-nvgraph-9-0\n",
            "  cuda-nvgraph-dev-9-0 cuda-nvml-dev-9-0 cuda-nvrtc-9-0 cuda-nvrtc-dev-9-0\n",
            "  cuda-runtime-9-0 cuda-samples-9-0 cuda-toolkit-9-0 cuda-visual-tools-9-0\n",
            "0 upgraded, 34 newly installed, 0 to remove and 61 not upgraded.\n",
            "Need to get 0 B/1,097 MB of archives.\n",
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            "Get:1 file:/var/cuda-repo-9-0-local  cuda-license-9-0 9.0.176-1 [22.0 kB]\n",
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            "Setting up cuda-license-9-0 (9.0.176-1) ...\n",
            "*** LICENSE AGREEMENT ***\n",
            "By using this software you agree to fully comply with the terms and \n",
            "conditions of the EULA (End User License Agreement). The EULA is located\n",
            "at /usr/local/cuda-9.0/doc/EULA.txt. The EULA can also be found at\n",
            "http://docs.nvidia.com/cuda/eula/index.html. If you do not agree to the\n",
            "terms and conditions of the EULA, do not use the software.\n",
            "\n",
            "Setting up cuda-cusparse-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-cudart-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-nvrtc-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-cusparse-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-cufft-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-cusolver-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-nvml-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-npp-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-cusolver-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-misc-headers-9-0 (9.0.176-1) ...\n",
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            "Setting up cuda-nvrtc-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-driver-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-curand-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-nvgraph-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-core-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-libraries-9-0 (9.0.176-1) ...\n",
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            "Setting up cuda-cudart-dev-9-0 (9.0.176-1) ...\n",
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            "Setting up cuda-cublas-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-nvgraph-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-command-line-tools-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-demo-suite-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-visual-tools-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-samples-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-libraries-dev-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-documentation-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-toolkit-9-0 (9.0.176-1) ...\n",
            "Setting up cuda-9-0 (9.0.176-1) ...\n",
            "Setting up cuda (9.0.176-1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wgtqAcD-u36Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bd4870cd-98ff-4643-bfe8-c8f4cb3d053b"
      },
      "source": [
        "!cat /usr/local/cuda/version.txt"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CUDA Version 9.0.176\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DKBwXXnOq8BD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "outputId": "69ee884d-0aba-44df-8f71-2144cbe2d365"
      },
      "source": [
        "!ls #查看工作目录\n",
        "!nvcc -V\n",
        "!apt install lshw -y\n",
        "!lshw -C display"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "compile.sh\t\t\t\t\t    preprocesing\n",
            "cuda-repo-ubuntu1604-9-0-local_9.0.176-1_amd64-deb  README.md\n",
            "image\t\t\t\t\t\t    ruemonge2014_seg\n",
            "io\t\t\t\t\t\t    s3dis_seg\n",
            "LICENSE\t\t\t\t\t\t    scannet_seg\n",
            "modelnet40_cls\t\t\t\t\t    shapenet_seg\n",
            "models\t\t\t\t\t\t    tf_ops\n",
            "post-merging\t\t\t\t\t    utils\n",
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2017 NVIDIA Corporation\n",
            "Built on Fri_Sep__1_21:08:03_CDT_2017\n",
            "Cuda compilation tools, release 9.0, V9.0.176\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "lshw is already the newest version (02.18-0.1ubuntu6.18.04.1).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 62 not upgraded.\n",
            "  *-display\n",
            "       description: 3D controller\n",
            "       product: GP100GL [Tesla P100 PCIe 16GB]\n",
            "       vendor: NVIDIA Corporation\n",
            "       physical id: 4\n",
            "       bus info: pci@0000:00:04.0\n",
            "       version: a1\n",
            "       width: 64 bits\n",
            "       clock: 33MHz\n",
            "       capabilities: msi pm bus_master cap_list\n",
            "       configuration: driver=nvidia latency=0\n",
            "       resources: iomemory:1000-fff iomemory:1040-103f irq:35 memory:c0000000-c0ffffff memory:10000000000-103ffffffff memory:10400000000-10401ffffff ioport:c000(size=128)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1jaD7QRnrNuT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!bash compile.sh"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-crtK5OTrsai",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "5592da4f-0f90-4f98-fb9f-4ba11dcc594a"
      },
      "source": [
        "!apt-get install gcc-5 g++-5\n",
        "!cd /usr/bin && sudo rm gcc-7 g++-7 gcc g++ && sudo ln gcc-5 gcc && sudo ln g++-5 g++\n",
        "!gcc --version\n",
        "!g++ --version\n",
        "!nvcc --version"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  cpp-5 gcc-5-base libasan2 libgcc-5-dev libisl15 libmpx0 libstdc++-5-dev\n",
            "Suggested packages:\n",
            "  gcc-5-locales g++-5-multilib gcc-5-doc libstdc++6-5-dbg gcc-5-multilib\n",
            "  libgcc1-dbg libgomp1-dbg libitm1-dbg libatomic1-dbg libasan2-dbg\n",
            "  liblsan0-dbg libtsan0-dbg libubsan0-dbg libcilkrts5-dbg libmpx0-dbg\n",
            "  libquadmath0-dbg libstdc++-5-doc\n",
            "The following NEW packages will be installed:\n",
            "  cpp-5 g++-5 gcc-5 gcc-5-base libasan2 libgcc-5-dev libisl15 libmpx0\n",
            "  libstdc++-5-dev\n",
            "0 upgraded, 9 newly installed, 0 to remove and 62 not upgraded.\n",
            "Need to get 29.1 MB of archives.\n",
            "After this operation, 100 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 gcc-5-base amd64 5.5.0-12ubuntu1 [17.1 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libisl15 amd64 0.18-4 [548 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 cpp-5 amd64 5.5.0-12ubuntu1 [7,785 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libasan2 amd64 5.5.0-12ubuntu1 [264 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libmpx0 amd64 5.5.0-12ubuntu1 [9,888 B]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgcc-5-dev amd64 5.5.0-12ubuntu1 [2,224 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu bionic/universe amd64 gcc-5 amd64 5.5.0-12ubuntu1 [8,357 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libstdc++-5-dev amd64 5.5.0-12ubuntu1 [1,415 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu bionic/universe amd64 g++-5 amd64 5.5.0-12ubuntu1 [8,450 kB]\n",
            "Fetched 29.1 MB in 2s (16.7 MB/s)\n",
            "Selecting previously unselected package gcc-5-base:amd64.\n",
            "(Reading database ... 153791 files and directories currently installed.)\n",
            "Preparing to unpack .../0-gcc-5-base_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking gcc-5-base:amd64 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package libisl15:amd64.\n",
            "Preparing to unpack .../1-libisl15_0.18-4_amd64.deb ...\n",
            "Unpacking libisl15:amd64 (0.18-4) ...\n",
            "Selecting previously unselected package cpp-5.\n",
            "Preparing to unpack .../2-cpp-5_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking cpp-5 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package libasan2:amd64.\n",
            "Preparing to unpack .../3-libasan2_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking libasan2:amd64 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package libmpx0:amd64.\n",
            "Preparing to unpack .../4-libmpx0_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking libmpx0:amd64 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package libgcc-5-dev:amd64.\n",
            "Preparing to unpack .../5-libgcc-5-dev_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking libgcc-5-dev:amd64 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package gcc-5.\n",
            "Preparing to unpack .../6-gcc-5_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking gcc-5 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package libstdc++-5-dev:amd64.\n",
            "Preparing to unpack .../7-libstdc++-5-dev_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking libstdc++-5-dev:amd64 (5.5.0-12ubuntu1) ...\n",
            "Selecting previously unselected package g++-5.\n",
            "Preparing to unpack .../8-g++-5_5.5.0-12ubuntu1_amd64.deb ...\n",
            "Unpacking g++-5 (5.5.0-12ubuntu1) ...\n",
            "Setting up libisl15:amd64 (0.18-4) ...\n",
            "Setting up gcc-5-base:amd64 (5.5.0-12ubuntu1) ...\n",
            "Setting up libmpx0:amd64 (5.5.0-12ubuntu1) ...\n",
            "Setting up libasan2:amd64 (5.5.0-12ubuntu1) ...\n",
            "Setting up libgcc-5-dev:amd64 (5.5.0-12ubuntu1) ...\n",
            "Setting up cpp-5 (5.5.0-12ubuntu1) ...\n",
            "Setting up libstdc++-5-dev:amd64 (5.5.0-12ubuntu1) ...\n",
            "Setting up gcc-5 (5.5.0-12ubuntu1) ...\n",
            "Setting up g++-5 (5.5.0-12ubuntu1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.6/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "gcc (Ubuntu 5.5.0-12ubuntu1) 5.5.0 20171010\n",
            "Copyright (C) 2015 Free Software Foundation, Inc.\n",
            "This is free software; see the source for copying conditions.  There is NO\n",
            "warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.\n",
            "\n",
            "g++ (Ubuntu 5.5.0-12ubuntu1) 5.5.0 20171010\n",
            "Copyright (C) 2015 Free Software Foundation, Inc.\n",
            "This is free software; see the source for copying conditions.  There is NO\n",
            "warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.\n",
            "\n",
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2017 NVIDIA Corporation\n",
            "Built on Fri_Sep__1_21:08:03_CDT_2017\n",
            "Cuda compilation tools, release 9.0, V9.0.176\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nboe7ungsk0h",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d50a9c03-f9e2-4ab2-981d-d2ef9d90dd4d"
      },
      "source": [
        "!cd tf_ops/convolution && bash tf_conv3d_compile.sh\n",
        "!cd tf_ops/nnquery && bash tf_nnquery_compile.sh\n",
        "!cd tf_ops/sampling && bash tf_sample_compile.sh\n",
        "!cd tf_ops/pooling && bash tf_pool3d_compile.sh\n",
        "!cd tf_ops/unpooling && bash tf_unpool3d_compile.sh\n",
        "!cd tf_ops/buildkernel && bash tf_buildkernel_compile.sh"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YXB5i9UMxkSA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c065c49f-39bf-4b58-ffbf-962969b06056"
      },
      "source": [
        "!cd io && python make_tfrecord_modelnet.py --data_path /data/modelnet40_normal_resampled/\n"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m流式输出内容被截断，只能显示最后 5000 行内容。\u001b[0m\n",
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            "number of samples: 2468, number of classes: 40\n",
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            "start to make data_test2.tfrecords of the testset:\n",
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            "===================================The End====================================\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qaAn6i0hy4nV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!wget https://shapenet.cs.stanford.edu/media/modelnet40_normal_resampled.zip\n",
        "&& rm modelnet40_normal_resampled.zip#下载数据集"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aGB5Eno01_m8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "25a4956c-2bfa-4b40-9476-bbc261059f71"
      },
      "source": [
        "!unzip modelnet40_normal_resampled.zip "
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43m流式输出内容被截断，只能显示最后 5000 行内容。\u001b[0m\n",
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            "   creating: modelnet40_normal_resampled/wardrobe/\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rz3aHV9B0nW7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        },
        "outputId": "89654188-ffcf-47b2-c77c-f98547f783b4"
      },
      "source": [
        "!apt-get install -y wget"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "wget is already the newest version (1.19.4-1ubuntu2.2).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 62 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aYkW-x0By_qM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "6702c8aa-c162-45a8-c86f-a539f2ef5925"
      },
      "source": [
        "!cd modelnet40_cls && python train_modelnet.py "
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/content/drive/My Drive/Untitled Folder/SPH3D-GCN/modelnet40_cls\n",
            "/content/drive/My Drive/Untitled Folder/SPH3D-GCN\n",
            "cp: target 'Folder/SPH3D-GCN/log_modelnet' is not a directory\n",
            "cp: target 'Folder/SPH3D-GCN/log_modelnet' is not a directory\n",
            "cp: target 'Folder/SPH3D-GCN/log_modelnet' is not a directory\n",
            "[2500, 625, 156]\n",
            "pid: 7779\n",
            "--- Get training operator\n",
            "*****************The Graph has 3838 nodes*****************\n",
            "2020-05-28 07:41:36.128176: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA\n",
            "2020-05-28 07:41:36.241562: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2020-05-28 07:41:36.242157: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties: \n",
            "name: Tesla P100-PCIE-16GB major: 6 minor: 0 memoryClockRate(GHz): 1.3285\n",
            "pciBusID: 0000:00:04.0\n",
            "totalMemory: 15.90GiB freeMemory: 15.64GiB\n",
            "2020-05-28 07:41:36.242191: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0\n",
            "2020-05-28 07:41:36.712877: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
            "2020-05-28 07:41:36.712934: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988]      0 \n",
            "2020-05-28 07:41:36.712947: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0:   N \n",
            "2020-05-28 07:41:36.713129: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 15156 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0)\n",
            "None\n",
            "**** EPOCH 000 ****\n",
            "2020-05-28 07:41:37.642363\n",
            " ---- batch: 050 ----\n",
            "mean loss: 3.594530\n",
            "accuracy: 0.228125\n",
            " ---- batch: 100 ----\n",
            "mean loss: 2.524923\n",
            "accuracy: 0.396875\n",
            " ---- batch: 150 ----\n",
            "mean loss: 2.178154\n",
            "accuracy: 0.448125\n",
            " ---- batch: 200 ----\n",
            "mean loss: 1.798284\n",
            "accuracy: 0.530000\n",
            " ---- batch: 250 ----\n",
            "mean loss: 1.650700\n",
            "accuracy: 0.550000\n",
            " ---- batch: 300 ----\n",
            "mean loss: 1.562898\n",
            "accuracy: 0.577500\n",
            "training one batch require 617.70 milliseconds\n",
            "2020-05-28 07:45:00.996860\n",
            "---- EPOCH 000 EVALUATION ----\n",
            "eval mean loss: 8.409258\n",
            "eval accuracy: 0.040519\n",
            "eval avg class acc: 0.025000\n",
            "testing one batch require 278.12 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-0\n",
            "**** EPOCH 001 ****\n",
            "2020-05-28 07:45:24.734990\n",
            "2020-05-28 07:45:34.737829: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:98] Filling up shuffle buffer (this may take a while): 6823 of 10000\n",
            "2020-05-28 07:45:35.936028: I tensorflow/core/kernels/data/shuffle_dataset_op.cc:136] Shuffle buffer filled.\n",
            " ---- batch: 050 ----\n",
            "mean loss: 1.330394\n",
            "accuracy: 0.632500\n",
            " ---- batch: 100 ----\n",
            "mean loss: 1.325291\n",
            "accuracy: 0.625625\n",
            " ---- batch: 150 ----\n",
            "mean loss: 1.274646\n",
            "accuracy: 0.644375\n",
            " ---- batch: 200 ----\n",
            "mean loss: 1.107436\n",
            "accuracy: 0.684375\n",
            " ---- batch: 250 ----\n",
            "mean loss: 1.074683\n",
            "accuracy: 0.713125\n",
            " ---- batch: 300 ----\n",
            "mean loss: 1.087818\n",
            "accuracy: 0.690000\n",
            "training one batch require 613.22 milliseconds\n",
            "2020-05-28 07:48:52.922811\n",
            "---- EPOCH 001 EVALUATION ----\n",
            "eval mean loss: 6.223837\n",
            "eval accuracy: 0.117504\n",
            "eval avg class acc: 0.079500\n",
            "testing one batch require 275.25 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-1\n",
            "**** EPOCH 002 ****\n",
            "2020-05-28 07:49:16.317976\n",
            " ---- batch: 050 ----\n",
            "mean loss: 1.030435\n",
            "accuracy: 0.701250\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.994508\n",
            "accuracy: 0.713125\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.988973\n",
            "accuracy: 0.723125\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.852948\n",
            "accuracy: 0.758750\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.806520\n",
            "accuracy: 0.766875\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.925498\n",
            "accuracy: 0.742500\n",
            "training one batch require 613.18 milliseconds\n",
            "2020-05-28 07:52:37.116668\n",
            "---- EPOCH 002 EVALUATION ----\n",
            "eval mean loss: 0.746543\n",
            "eval accuracy: 0.774716\n",
            "eval avg class acc: 0.683570\n",
            "testing one batch require 275.04 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-2\n",
            "**** EPOCH 003 ****\n",
            "2020-05-28 07:53:00.464299\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.795655\n",
            "accuracy: 0.753750\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.780315\n",
            "accuracy: 0.765625\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.776172\n",
            "accuracy: 0.776875\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.856074\n",
            "accuracy: 0.753750\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.782134\n",
            "accuracy: 0.767500\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.787206\n",
            "accuracy: 0.771250\n",
            "training one batch require 613.23 milliseconds\n",
            "2020-05-28 07:56:21.395029\n",
            "---- EPOCH 003 EVALUATION ----\n",
            "eval mean loss: 0.721135\n",
            "eval accuracy: 0.798217\n",
            "eval avg class acc: 0.729529\n",
            "testing one batch require 275.33 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-3\n",
            "**** EPOCH 004 ****\n",
            "2020-05-28 07:56:44.783622\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.758479\n",
            "accuracy: 0.788125\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.681528\n",
            "accuracy: 0.809375\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.704174\n",
            "accuracy: 0.791875\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.745100\n",
            "accuracy: 0.785625\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.721075\n",
            "accuracy: 0.796875\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.699286\n",
            "accuracy: 0.795000\n",
            "training one batch require 613.40 milliseconds\n",
            "2020-05-28 08:00:05.705493\n",
            "---- EPOCH 004 EVALUATION ----\n",
            "eval mean loss: 0.611704\n",
            "eval accuracy: 0.815640\n",
            "eval avg class acc: 0.759140\n",
            "testing one batch require 275.27 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-4\n",
            "**** EPOCH 005 ****\n",
            "2020-05-28 08:00:29.148654\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.704753\n",
            "accuracy: 0.795000\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.679404\n",
            "accuracy: 0.798750\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.703923\n",
            "accuracy: 0.788750\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.677544\n",
            "accuracy: 0.805625\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.683627\n",
            "accuracy: 0.806250\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.703274\n",
            "accuracy: 0.792500\n",
            "training one batch require 613.37 milliseconds\n",
            "2020-05-28 08:03:50.193864\n",
            "---- EPOCH 005 EVALUATION ----\n",
            "eval mean loss: 0.534785\n",
            "eval accuracy: 0.832253\n",
            "eval avg class acc: 0.771808\n",
            "testing one batch require 275.39 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-5\n",
            "**** EPOCH 006 ****\n",
            "2020-05-28 08:04:13.607735\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.643230\n",
            "accuracy: 0.814375\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.626596\n",
            "accuracy: 0.818750\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.675964\n",
            "accuracy: 0.800000\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.651007\n",
            "accuracy: 0.808750\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.623395\n",
            "accuracy: 0.808125\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.598817\n",
            "accuracy: 0.821250\n",
            "training one batch require 613.28 milliseconds\n",
            "2020-05-28 08:07:34.369150\n",
            "---- EPOCH 006 EVALUATION ----\n",
            "eval mean loss: 0.596917\n",
            "eval accuracy: 0.825770\n",
            "eval avg class acc: 0.769965\n",
            "testing one batch require 275.25 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-6\n",
            "**** EPOCH 007 ****\n",
            "2020-05-28 08:07:57.765308\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.598822\n",
            "accuracy: 0.815625\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.594687\n",
            "accuracy: 0.820000\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.630804\n",
            "accuracy: 0.811875\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.574945\n",
            "accuracy: 0.823750\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.633400\n",
            "accuracy: 0.816875\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.616457\n",
            "accuracy: 0.810625\n",
            "training one batch require 613.35 milliseconds\n",
            "2020-05-28 08:11:18.509037\n",
            "---- EPOCH 007 EVALUATION ----\n",
            "eval mean loss: 0.517403\n",
            "eval accuracy: 0.844003\n",
            "eval avg class acc: 0.769227\n",
            "testing one batch require 274.99 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-7\n",
            "**** EPOCH 008 ****\n",
            "2020-05-28 08:11:41.825161\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.541991\n",
            "accuracy: 0.836875\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.565336\n",
            "accuracy: 0.833125\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.665527\n",
            "accuracy: 0.815625\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.603627\n",
            "accuracy: 0.826250\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.591420\n",
            "accuracy: 0.821250\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.606396\n",
            "accuracy: 0.817500\n",
            "training one batch require 613.14 milliseconds\n",
            "2020-05-28 08:15:02.254033\n",
            "---- EPOCH 008 EVALUATION ----\n",
            "eval mean loss: 0.514033\n",
            "eval accuracy: 0.850486\n",
            "eval avg class acc: 0.787506\n",
            "testing one batch require 275.09 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-8\n",
            "**** EPOCH 009 ****\n",
            "2020-05-28 08:15:25.509403\n",
            " ---- batch: 050 ----\n",
            "mean loss: 0.533418\n",
            "accuracy: 0.838125\n",
            " ---- batch: 100 ----\n",
            "mean loss: 0.524655\n",
            "accuracy: 0.848125\n",
            " ---- batch: 150 ----\n",
            "mean loss: 0.574767\n",
            "accuracy: 0.827500\n",
            " ---- batch: 200 ----\n",
            "mean loss: 0.677208\n",
            "accuracy: 0.801250\n",
            " ---- batch: 250 ----\n",
            "mean loss: 0.582056\n",
            "accuracy: 0.828750\n",
            " ---- batch: 300 ----\n",
            "mean loss: 0.546120\n",
            "accuracy: 0.850000\n",
            "training one batch require 613.05 milliseconds\n",
            "2020-05-28 08:18:45.799608\n",
            "---- EPOCH 009 EVALUATION ----\n",
            "eval mean loss: 0.533993\n",
            "eval accuracy: 0.844003\n",
            "eval avg class acc: 0.790384\n",
            "testing one batch require 275.16 milliseconds\n",
            "Model saved in file: /content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/model.ckpt-9\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MrrCHG85EWSD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "outputId": "775b9d40-03cd-4738-e00a-8625bdaf840b"
      },
      "source": [
        "!cd ./modelnet40_cls && python evaluate_modelnet.py --num_votes=12 "
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
            "/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
            "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
            "/content/drive/My Drive/Untitled Folder/SPH3D-GCN/modelnet40_cls\n",
            "/content/drive/My Drive/Untitled Folder/SPH3D-GCN\n",
            "Traceback (most recent call last):\n",
            "  File \"evaluate_modelnet.py\", line 39, in <module>\n",
            "    spec.loader.exec_module(MODEL)\n",
            "  File \"<frozen importlib._bootstrap_external>\", line 674, in exec_module\n",
            "  File \"<frozen importlib._bootstrap_external>\", line 780, in get_code\n",
            "  File \"<frozen importlib._bootstrap_external>\", line 832, in get_data\n",
            "FileNotFoundError: [Errno 2] No such file or directory: '/content/drive/My Drive/Untitled Folder/SPH3D-GCN/log_modelnet/SPH3D_modelnet.py'\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s3YCrCeKHQAn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!rm -rf /load_ckpt"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}