Pvcnn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Pvcnn.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "WjInc6k1vpAa",
        "colab_type": "code",
        "outputId": "ac60fb31-ab30-4518-c3db-165af8107e41",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!git clone https://github.com/mit-han-lab/pvcnn.git"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fatal: destination path 'pvcnn' already exists and is not an empty directory.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cW6TS9ZJv-lf",
        "colab_type": "code",
        "outputId": "8074c726-51ff-4f03-b32f-f65fdc02545d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        }
      },
      "source": [
        "!pip install -r pvcnn/requirements.txt"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: torch in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 1)) (1.5.0)\n",
            "Collecting tensorboardX\n",
            "  Using cached tensorboardX-2.0-py2.py3-none-any.whl (195 kB)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 3)) (1.14.3)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 4)) (1.1.0)\n",
            "Requirement already satisfied: numba in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 5)) (0.38.0)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 6)) (4.46.0)\n",
            "Requirement already satisfied: h5py in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 7)) (2.7.1)\n",
            "Collecting plyfile\n",
            "  Using cached plyfile-0.7.2-py3-none-any.whl (39 kB)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/site-packages (from -r pvcnn/requirements.txt (line 9)) (1.11.0)\n",
            "Collecting future\n",
            "  Downloading future-0.18.2.tar.gz (829 kB)\n",
            "\u001b[K     |████████████████████████████████| 829 kB 6.1 MB/s \n",
            "\u001b[?25hCollecting protobuf>=3.8.0\n",
            "  Downloading protobuf-3.12.2-cp36-cp36m-manylinux1_x86_64.whl (1.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.3 MB 18.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: llvmlite>=0.23.0dev0 in /usr/local/lib/python3.6/site-packages (from numba->-r pvcnn/requirements.txt (line 5)) (0.23.1)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/site-packages (from protobuf>=3.8.0->tensorboardX->-r pvcnn/requirements.txt (line 2)) (47.1.1.post20200604)\n",
            "Building wheels for collected packages: future\n",
            "  Building wheel for future (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for future: filename=future-0.18.2-py3-none-any.whl size=491058 sha256=1e0721c50af0403410633307d466a38f3649221b77a784621f48ca41ad5136cb\n",
            "  Stored in directory: /root/.cache/pip/wheels/6e/9c/ed/4499c9865ac1002697793e0ae05ba6be33553d098f3347fb94\n",
            "Successfully built future\n",
            "Installing collected packages: protobuf, tensorboardX, plyfile, future\n",
            "Successfully installed future-0.18.2 plyfile-0.7.2 protobuf-3.12.2 tensorboardX-2.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q_Nk54JExT5w",
        "colab_type": "code",
        "outputId": "3b9252fe-a20a-41e1-f8c1-feb1a9159c20",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 255
        }
      },
      "source": [
        "!sh /content/pvcnn/data/kitti/frustum/download.sh"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/pvcnn/data/kitti/frustum/download.sh: 1: cd: can't cd to data/kitti/frustum\n",
            "--2020-06-12 11:00:15--  https://shapenet.cs.stanford.edu/media/frustum_data.zip\n",
            "Resolving shapenet.cs.stanford.edu (shapenet.cs.stanford.edu)... 171.67.77.19\n",
            "Connecting to shapenet.cs.stanford.edu (shapenet.cs.stanford.edu)|171.67.77.19|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 1006482041 (960M) [application/zip]\n",
            "Saving to: ‘frustum_data.zip.1’\n",
            "\n",
            "frustum_data.zip.1  100%[===================>] 959.86M  16.9MB/s    in 87s     \n",
            "\n",
            "2020-06-12 11:01:42 (11.1 MB/s) - ‘frustum_data.zip.1’ saved [1006482041/1006482041]\n",
            "\n",
            "Archive:  frustum_data.zip\n",
            "replace frustum_data/frustum_carpedcyc_train.pickle? [y]es, [n]o, [A]ll, [N]one, [r]ename: N\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sg2BUwbBzoan",
        "colab_type": "code",
        "outputId": "332d180b-1abe-450e-df44-0fcada4e97ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "!wget https://s3.eu-central-1.amazonaws.com/avg-kitti/data_object_label_2.zip"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-06-12 11:01:56--  https://s3.eu-central-1.amazonaws.com/avg-kitti/data_object_label_2.zip\n",
            "Resolving s3.eu-central-1.amazonaws.com (s3.eu-central-1.amazonaws.com)... 52.219.72.207\n",
            "Connecting to s3.eu-central-1.amazonaws.com (s3.eu-central-1.amazonaws.com)|52.219.72.207|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 5601213 (5.3M) [application/zip]\n",
            "Saving to: ‘data_object_label_2.zip.1’\n",
            "\n",
            "\r          data_obje   0%[                    ]       0  --.-KB/s               \rdata_object_label_2 100%[===================>]   5.34M  --.-KB/s    in 0.1s    \n",
            "\n",
            "2020-06-12 11:01:56 (35.7 MB/s) - ‘data_object_label_2.zip.1’ saved [5601213/5601213]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qh-hegXwz1Ri",
        "colab_type": "code",
        "outputId": "7860ffc7-7215-4e7f-ff92-77a2ecd963b4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip data_object_label_2.zip\n",
        "!mv training/label_2 /content/pvcnn/data/kitti/ground_truth "
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "js0wd9MM3COd",
        "colab_type": "code",
        "outputId": "382510e9-af4c-43bf-fed0-d0526671137f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 343
        }
      },
      "source": [
        "!wget https://github.com/ninja-build/ninja/releases/download/v1.8.2/ninja-linux.zip\n",
        "!sudo unzip ninja-linux.zip -d /usr/local/bin/\n",
        "!sudo update-alternatives --install /usr/bin/ninja ninja /usr/local/bin/ninja 1 --force "
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-06-12 11:02:05--  https://github.com/ninja-build/ninja/releases/download/v1.8.2/ninja-linux.zip\n",
            "Resolving github.com (github.com)... 140.82.118.4\n",
            "Connecting to github.com (github.com)|140.82.118.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://github-production-release-asset-2e65be.s3.amazonaws.com/1335132/d2f252e2-9801-11e7-9fbf-bc7b4e4b5c83?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200612%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200612T110205Z&X-Amz-Expires=300&X-Amz-Signature=15c098e37e3e929916298820d6558f6b663143dfbe2a7b76d8a8bc465ba97e2a&X-Amz-SignedHeaders=host&actor_id=0&repo_id=1335132&response-content-disposition=attachment%3B%20filename%3Dninja-linux.zip&response-content-type=application%2Foctet-stream [following]\n",
            "--2020-06-12 11:02:05--  https://github-production-release-asset-2e65be.s3.amazonaws.com/1335132/d2f252e2-9801-11e7-9fbf-bc7b4e4b5c83?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20200612%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20200612T110205Z&X-Amz-Expires=300&X-Amz-Signature=15c098e37e3e929916298820d6558f6b663143dfbe2a7b76d8a8bc465ba97e2a&X-Amz-SignedHeaders=host&actor_id=0&repo_id=1335132&response-content-disposition=attachment%3B%20filename%3Dninja-linux.zip&response-content-type=application%2Foctet-stream\n",
            "Resolving github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)... 52.216.29.196\n",
            "Connecting to github-production-release-asset-2e65be.s3.amazonaws.com (github-production-release-asset-2e65be.s3.amazonaws.com)|52.216.29.196|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 77854 (76K) [application/octet-stream]\n",
            "Saving to: ‘ninja-linux.zip.1’\n",
            "\n",
            "ninja-linux.zip.1   100%[===================>]  76.03K   424KB/s    in 0.2s    \n",
            "\n",
            "2020-06-12 11:02:05 (424 KB/s) - ‘ninja-linux.zip.1’ saved [77854/77854]\n",
            "\n",
            "Archive:  ninja-linux.zip\n",
            "replace /usr/local/bin/ninja? [y]es, [n]o, [A]ll, [N]one, [r]ename: N\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nHPWEK8H2DXU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#python train.py [config-file] --devices [gpu-ids] --evaluate --configs.evaluate.best_checkpoint_path [path to the model checkpoint]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PFPEn6Jf8cuK",
        "colab_type": "code",
        "outputId": "d0df49c0-db8c-4bd1-f14b-9bb34c68dda2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!nvcc --version\n",
        "!wget https://repo.anaconda.com/archive/Anaconda3-5.2.0-Linux-x86_64.sh && bash Anaconda3-5.2.0-Linux-x86_64.sh -bfp /usr/local"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2020 NVIDIA Corporation\n",
            "Built on Wed_May__6_19:09:25_PDT_2020\n",
            "Cuda compilation tools, release 11.0, V11.0.167\n",
            "Build cuda_11.0_bu.TC445_37.28358933_0\n",
            "--2020-06-12 11:52:10--  https://repo.anaconda.com/archive/Anaconda3-5.2.0-Linux-x86_64.sh\n",
            "Resolving repo.anaconda.com (repo.anaconda.com)... 104.16.130.3, 104.16.131.3, 2606:4700::6810:8303, ...\n",
            "Connecting to repo.anaconda.com (repo.anaconda.com)|104.16.130.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 651745206 (622M) [application/x-sh]\n",
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            "unlinking: fastcache-1.1.0-py36h7b6447c_0\n",
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            "unlinking: flask-1.1.2-py_0\n",
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            "unlinking: glib-2.63.1-h5a9c865_0\n",
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            "unlinking: packaging-20.3-py_0\n",
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            "unlinking: path.py-12.0.2-py_0\n",
            "unlinking: pathlib2-2.3.5-py36_0\n",
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            "unlinking: pcre-8.43-he6710b0_0\n",
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            "unlinking: pickleshare-0.7.5-py36_0\n",
            "unlinking: pillow-7.1.2-py36hb39fc2d_0\n",
            "unlinking: pip-20.0.2-py36_3\n",
            "unlinking: pixman-0.38.0-h7b6447c_0\n",
            "unlinking: pkginfo-1.5.0.1-py36_0\n",
            "unlinking: pluggy-0.13.1-py36_0\n",
            "unlinking: prompt_toolkit-3.0.5-0\n",
            "unlinking: psutil-5.7.0-py36h7b6447c_0\n",
            "unlinking: ptyprocess-0.6.0-py36_0\n",
            "unlinking: py-1.8.1-py_0\n",
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            "unlinking: pycosat-0.6.3-py36h7b6447c_0\n",
            "unlinking: pycparser-2.20-py_0\n",
            "unlinking: pycrypto-2.6.1-py36h14c3975_9\n",
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            "unlinking: unicodecsv-0.14.1-py36_0\n",
            "unlinking: unixodbc-2.3.7-h14c3975_0\n",
            "unlinking: urllib3-1.25.8-py36_0\n",
            "unlinking: wcwidth-0.1.9-py_0\n",
            "unlinking: webencodings-0.5.1-py36_1\n",
            "unlinking: werkzeug-1.0.1-py_0\n",
            "unlinking: wheel-0.34.2-py36_0\n",
            "unlinking: widgetsnbextension-3.5.1-py36_0\n",
            "unlinking: wrapt-1.11.2-py36h7b6447c_0\n",
            "unlinking: xlrd-1.2.0-py36_0\n",
            "unlinking: xlsxwriter-1.2.9-py_0\n",
            "unlinking: xlwt-1.3.0-py36_0\n",
            "unlinking: xz-5.2.5-h7b6447c_0\n",
            "unlinking: zeromq-4.3.1-he6710b0_3\n",
            "unlinking: zict-2.0.0-py_0\n",
            "unlinking: zlib-1.2.11-h7b6447c_3\n",
            "installation finished.\n",
            "WARNING:\n",
            "    You currently have a PYTHONPATH environment variable set. This may cause\n",
            "    unexpected behavior when running the Python interpreter in Anaconda3.\n",
            "    For best results, please verify that your PYTHONPATH only points to\n",
            "    directories of packages that are compatible with the Python interpreter\n",
            "    in Anaconda3: /usr/local\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fLbWsnrSYdHi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "555fb9df-6416-4063-a4da-c2dd59b9aff6"
      },
      "source": [
        "!pip3 install torch==1.3.1+cu100 torchvision==0.4.2+cu100 -f https://download.pytorch.org/whl/torch_stable.html"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Looking in links: https://download.pytorch.org/whl/torch_stable.html\n",
            "Requirement already satisfied: torch==1.3.1+cu100 in /usr/local/lib/python3.6/dist-packages (1.3.1+cu100)\n",
            "Requirement already satisfied: torchvision==0.4.2+cu100 in /usr/local/lib/python3.6/dist-packages (0.4.2+cu100)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torch==1.3.1+cu100) (1.18.5)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from torchvision==0.4.2+cu100) (1.12.0)\n",
            "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/dist-packages (from torchvision==0.4.2+cu100) (7.0.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ihek03Cr9VDt",
        "colab_type": "code",
        "outputId": "5097bc10-6e81-44a4-da07-6f9a0d31a48a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!conda info --all\n",
        "!conda list"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "     active environment : None\n",
            "       user config file : /root/.condarc\n",
            " populated config files : \n",
            "          conda version : 4.5.4\n",
            "    conda-build version : 3.10.5\n",
            "         python version : 3.6.5.final.0\n",
            "       base environment : /usr/local  (writable)\n",
            "           channel URLs : https://repo.anaconda.com/pkgs/main/linux-64\n",
            "                          https://repo.anaconda.com/pkgs/main/noarch\n",
            "                          https://repo.anaconda.com/pkgs/free/linux-64\n",
            "                          https://repo.anaconda.com/pkgs/free/noarch\n",
            "                          https://repo.anaconda.com/pkgs/r/linux-64\n",
            "                          https://repo.anaconda.com/pkgs/r/noarch\n",
            "                          https://repo.anaconda.com/pkgs/pro/linux-64\n",
            "                          https://repo.anaconda.com/pkgs/pro/noarch\n",
            "          package cache : /usr/local/pkgs\n",
            "                          /root/.conda/pkgs\n",
            "       envs directories : /usr/local/envs\n",
            "                          /root/.conda/envs\n",
            "               platform : linux-64\n",
            "             user-agent : conda/4.5.4 requests/2.18.4 CPython/3.6.5 Linux/4.19.104+ ubuntu/18.04 glibc/2.27\n",
            "                UID:GID : 0:0\n",
            "             netrc file : None\n",
            "           offline mode : False\n",
            "\n",
            "# conda environments:\n",
            "#\n",
            "base                  *  /usr/local\n",
            "\n",
            "sys.version: 3.6.5 |Anaconda, Inc.| (default, Apr 29 ...\n",
            "sys.prefix: /usr/local\n",
            "sys.executable: /usr/local/bin/python\n",
            "conda location: /usr/local/lib/python3.6/site-packages/conda\n",
            "conda-build: /usr/local/bin/conda-build\n",
            "conda-convert: /usr/local/bin/conda-convert\n",
            "conda-develop: /usr/local/bin/conda-develop\n",
            "conda-env: /usr/local/bin/conda-env\n",
            "conda-index: /usr/local/bin/conda-index\n",
            "conda-inspect: /usr/local/bin/conda-inspect\n",
            "conda-metapackage: /usr/local/bin/conda-metapackage\n",
            "conda-render: /usr/local/bin/conda-render\n",
            "conda-server: /usr/local/bin/conda-server\n",
            "conda-skeleton: /usr/local/bin/conda-skeleton\n",
            "conda-verify: /usr/local/bin/conda-verify\n",
            "user site dirs: \n",
            "\n",
            "CIO_TEST: <not set>\n",
            "CONDA_ROOT: /usr/local\n",
            "LD_LIBRARY_PATH: /usr/lib64-nvidia\n",
            "LIBRARY_PATH: /usr/local/cuda/lib64/stubs\n",
            "PATH: /usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/tools/node/bin:/tools/google-cloud-sdk/bin:/opt/bin\n",
            "PYTHONPATH: /env/python\n",
            "PYTHONWARNINGS: ignore:::pip._internal.cli.base_command\n",
            "REQUESTS_CA_BUNDLE: <not set>\n",
            "SSL_CERT_FILE: <not set>\n",
            "\n",
            "\n",
            "WARNING: could not import _license.show_info\n",
            "# try:\n",
            "# $ conda install -n root _license\n",
            "# packages in environment at /usr/local:\n",
            "#\n",
            "# Name                    Version                   Build  Channel\n",
            "_anaconda_depends         2019.03                  py36_0  \n",
            "_ipyw_jlab_nb_ext_conf    0.1.0            py36he11e457_0  \n",
            "_libgcc_mutex             0.1                        main  \n",
            "alabaster                 0.7.10           py36h306e16b_0  \n",
            "anaconda                  5.2.0                    py36_3  \n",
            "anaconda-client           1.6.14                   py36_0  \n",
            "anaconda-navigator        1.8.7                    py36_0  \n",
            "anaconda-project          0.8.2            py36h44fb852_0  \n",
            "asn1crypto                0.24.0                   py36_0  \n",
            "astroid                   1.6.3                    py36_0  \n",
            "astropy                   3.0.2            py36h3010b51_1  \n",
            "atomicwrites              1.4.0                      py_0  \n",
            "attrs                     18.1.0                   py36_0  \n",
            "babel                     2.5.3                    py36_0  \n",
            "backcall                  0.1.0                    py36_0  \n",
            "backports                 1.0              py36hfa02d7e_1  \n",
            "backports.os              0.1.1                    py36_0  \n",
            "backports.shutil_get_terminal_size 1.0.0            py36hfea85ff_2  \n",
            "beautifulsoup4            4.6.0            py36h49b8c8c_1  \n",
            "bitarray                  0.8.1            py36h14c3975_1  \n",
            "bkcharts                  0.2              py36h735825a_0  \n",
            "blas                      1.0                         mkl  \n",
            "blaze                     0.11.3           py36h4e06776_0  \n",
            "bleach                    2.1.3                    py36_0  \n",
            "blosc                     1.14.3               hdbcaa40_0  \n",
            "bokeh                     0.12.16                  py36_0  \n",
            "boto                      2.48.0           py36h6e4cd66_1  \n",
            "bottleneck                1.2.1            py36haac1ea0_0  \n",
            "bzip2                     1.0.6                h14c3975_5  \n",
            "ca-certificates           2018.03.07                    0  \n",
            "cairo                     1.14.12              h7636065_2  \n",
            "certifi                   2018.4.16                py36_0  \n",
            "cffi                      1.11.5           py36h9745a5d_0  \n",
            "chardet                   3.0.4            py36h0f667ec_1  \n",
            "click                     6.7              py36h5253387_0  \n",
            "cloudpickle               0.5.3                    py36_0  \n",
            "clyent                    1.2.2            py36h7e57e65_1  \n",
            "colorama                  0.3.9            py36h489cec4_0  \n",
            "conda                     4.5.4                    py36_0  \n",
            "conda-build               3.10.5                   py36_0  \n",
            "conda-env                 2.6.0                h36134e3_1  \n",
            "conda-package-handling    1.6.1            py36h7b6447c_0  \n",
            "conda-verify              2.0.0            py36h98955d8_0  \n",
            "contextlib2               0.5.5            py36h6c84a62_0  \n",
            "cryptography              2.2.2            py36h14c3975_0  \n",
            "cuda90                    1.0                  h6433d27_0    pytorch\n",
            "cudatoolkit               10.2.89              hfd86e86_1  \n",
            "curl                      7.60.0               h84994c4_0  \n",
            "cycler                    0.10.0           py36h93f1223_0  \n",
            "cython                    0.28.2           py36h14c3975_0  \n",
            "cytoolz                   0.9.0.1          py36h14c3975_0  \n",
            "dask                      0.17.5                   py36_0  \n",
            "dask-core                 0.17.5                   py36_0  \n",
            "datashape                 0.5.4            py36h3ad6b5c_0  \n",
            "dbus                      1.13.2               h714fa37_1  \n",
            "decorator                 4.3.0                    py36_0  \n",
            "defusedxml                0.6.0                      py_0  \n",
            "distributed               1.21.8                   py36_0  \n",
            "docutils                  0.14             py36hb0f60f5_0  \n",
            "entrypoints               0.2.3            py36h1aec115_2  \n",
            "et_xmlfile                1.0.1            py36hd6bccc3_0  \n",
            "expat                     2.2.5                he0dffb1_0  \n",
            "fastcache                 1.0.2            py36h14c3975_2  \n",
            "filelock                  3.0.4                    py36_0  \n",
            "flask                     1.0.2                    py36_1  \n",
            "flask-cors                3.0.4                    py36_0  \n",
            "fontconfig                2.12.6               h49f89f6_0  \n",
            "freetype                  2.8                  hab7d2ae_1  \n",
            "fribidi                   1.0.5                h7b6447c_0  \n",
            "future                    0.18.2                    <pip>\n",
            "get_terminal_size         1.0.0                haa9412d_0  \n",
            "gevent                    1.3.0            py36h14c3975_0  \n",
            "glib                      2.56.1               h000015b_0  \n",
            "glob2                     0.6              py36he249c77_0  \n",
            "gmp                       6.1.2                h6c8ec71_1  \n",
            "gmpy2                     2.0.8            py36hc8893dd_2  \n",
            "graphite2                 1.3.11               h16798f4_2  \n",
            "greenlet                  0.4.13           py36h14c3975_0  \n",
            "gst-plugins-base          1.14.0               hbbd80ab_1  \n",
            "gstreamer                 1.14.0               hb453b48_1  \n",
            "h5py                      2.7.1            py36ha1f6525_2  \n",
            "harfbuzz                  1.7.6                h5f0a787_1  \n",
            "hdf5                      1.10.2               hba1933b_1  \n",
            "heapdict                  1.0.0                    py36_2  \n",
            "html5lib                  1.0.1            py36h2f9c1c0_0  \n",
            "icu                       58.2                 h9c2bf20_1  \n",
            "idna                      2.6              py36h82fb2a8_1  \n",
            "imageio                   2.3.0                    py36_0  \n",
            "imagesize                 1.0.0                    py36_0  \n",
            "importlib-metadata        1.6.0                    py36_0  \n",
            "importlib_metadata        1.6.0                         0  \n",
            "intel-openmp              2018.0.0                      8  \n",
            "ipykernel                 4.8.2                    py36_0  \n",
            "ipython                   6.4.0                    py36_0  \n",
            "ipython_genutils          0.2.0            py36hb52b0d5_0  \n",
            "ipywidgets                7.2.1                    py36_0  \n",
            "isort                     4.3.4                    py36_0  \n",
            "itsdangerous              0.24             py36h93cc618_1  \n",
            "jbig                      2.1                  hdba287a_0  \n",
            "jdcal                     1.4                      py36_0  \n",
            "jedi                      0.12.0                   py36_1  \n",
            "jeepney                   0.4.3                      py_0  \n",
            "jinja2                    2.10             py36ha16c418_0  \n",
            "jpeg                      9b                   h024ee3a_2  \n",
            "json5                     0.9.5                      py_0  \n",
            "jsonschema                2.6.0            py36h006f8b5_0  \n",
            "jupyter                   1.0.0                    py36_4  \n",
            "jupyter_client            5.2.3                    py36_0  \n",
            "jupyter_console           5.2.0            py36he59e554_1  \n",
            "jupyter_core              4.4.0            py36h7c827e3_0  \n",
            "jupyterlab                0.32.1                   py36_0  \n",
            "jupyterlab_launcher       0.10.5                   py36_0  \n",
            "jupyterlab_server         1.0.0                      py_0  \n",
            "keyring                   21.1.1                   py36_2  \n",
            "kiwisolver                1.0.1            py36h764f252_0  \n",
            "krb5                      1.16.1               hc83ff2d_6  \n",
            "lazy-object-proxy         1.3.1            py36h10fcdad_0  \n",
            "ld_impl_linux-64          2.33.1               h53a641e_7  \n",
            "libcurl                   7.60.0               h1ad7b7a_0  \n",
            "libedit                   3.1.20170329         h6b74fdf_2  \n",
            "libffi                    3.2.1                hd88cf55_4  \n",
            "libgcc-ng                 7.2.0                hdf63c60_3  \n",
            "libgfortran-ng            7.2.0                hdf63c60_3  \n",
            "libpng                    1.6.34               hb9fc6fc_0  \n",
            "libsodium                 1.0.16               h1bed415_0  \n",
            "libssh2                   1.8.0                h9cfc8f7_4  \n",
            "libstdcxx-ng              7.2.0                hdf63c60_3  \n",
            "libtiff                   4.0.9                he85c1e1_1  \n",
            "libtool                   2.4.6                h544aabb_3  \n",
            "libuuid                   1.0.3                h1bed415_2  \n",
            "libxcb                    1.13                 h1bed415_1  \n",
            "libxml2                   2.9.8                h26e45fe_1  \n",
            "libxslt                   1.1.32               h1312cb7_0  \n",
            "llvmlite                  0.23.1           py36hdbcaa40_0  \n",
            "locket                    0.2.0            py36h787c0ad_1  \n",
            "lxml                      4.2.1            py36h23eabaa_0  \n",
            "lz4-c                     1.9.2                he6710b0_0  \n",
            "lzo                       2.10                 h49e0be7_2  \n",
            "markupsafe                1.0              py36hd9260cd_1  \n",
            "matplotlib                2.2.2            py36h0e671d2_1  \n",
            "mccabe                    0.6.1            py36h5ad9710_1  \n",
            "mistune                   0.8.3            py36h14c3975_1  \n",
            "mkl                       2018.0.2                      1  \n",
            "mkl-service               1.1.2            py36h17a0993_4  \n",
            "mkl_fft                   1.0.1            py36h3010b51_0  \n",
            "mkl_random                1.0.1            py36h629b387_0  \n",
            "more-itertools            4.1.0                    py36_0  \n",
            "mpc                       1.0.3                hec55b23_5  \n",
            "mpfr                      3.1.5                h11a74b3_2  \n",
            "mpmath                    1.0.0            py36hfeacd6b_2  \n",
            "msgpack-python            0.5.6            py36h6bb024c_0  \n",
            "multipledispatch          0.5.0                    py36_0  \n",
            "navigator-updater         0.2.1                    py36_0  \n",
            "nbconvert                 5.3.1            py36hb41ffb7_0  \n",
            "nbformat                  4.4.0            py36h31c9010_0  \n",
            "ncurses                   6.1                  hf484d3e_0  \n",
            "networkx                  2.1                      py36_0  \n",
            "ninja                     1.9.0            py36hfd86e86_0  \n",
            "nltk                      3.3.0                    py36_0  \n",
            "nose                      1.3.7            py36hcdf7029_2  \n",
            "notebook                  5.5.0                    py36_0  \n",
            "numba                     0.38.0           py36h637b7d7_0  \n",
            "numexpr                   2.6.5            py36h7bf3b9c_0  \n",
            "numpy                     1.14.3           py36hcd700cb_1  \n",
            "numpy-base                1.14.3           py36h9be14a7_1  \n",
            "numpydoc                  0.8.0                    py36_0  \n",
            "odo                       0.5.1            py36h90ed295_0  \n",
            "olefile                   0.45.1                   py36_0  \n",
            "openpyxl                  2.5.3                    py36_0  \n",
            "openssl                   1.0.2o               h20670df_0  \n",
            "packaging                 17.1                     py36_0  \n",
            "pandas                    0.23.0           py36h637b7d7_0  \n",
            "pandoc                    1.19.2.1             hea2e7c5_1  \n",
            "pandocfilters             1.4.2            py36ha6701b7_1  \n",
            "pango                     1.41.0               hd475d92_0  \n",
            "parso                     0.2.0                    py36_0  \n",
            "partd                     0.3.8            py36h36fd896_0  \n",
            "patchelf                  0.9                  hf79760b_2  \n",
            "path.py                   11.0.1                   py36_0  \n",
            "pathlib2                  2.3.2                    py36_0  \n",
            "patsy                     0.5.0                    py36_0  \n",
            "pcre                      8.42                 h439df22_0  \n",
            "pep8                      1.7.1                    py36_0  \n",
            "pexpect                   4.5.0                    py36_0  \n",
            "pickleshare               0.7.4            py36h63277f8_0  \n",
            "pillow                    5.1.0            py36h3deb7b8_0  \n",
            "pip                       10.0.1                   py36_0  \n",
            "pixman                    0.34.0               hceecf20_3  \n",
            "pkginfo                   1.4.2                    py36_1  \n",
            "pluggy                    0.6.0            py36hb689045_0  \n",
            "ply                       3.11                     py36_0  \n",
            "plyfile                   0.7.2                     <pip>\n",
            "prometheus_client         0.7.1                      py_0  \n",
            "prompt_toolkit            1.0.15           py36h17d85b1_0  \n",
            "protobuf                  3.12.2                    <pip>\n",
            "psutil                    5.4.5            py36h14c3975_0  \n",
            "ptyprocess                0.5.2            py36h69acd42_0  \n",
            "py                        1.5.3                    py36_0  \n",
            "pycodestyle               2.4.0                    py36_0  \n",
            "pycosat                   0.6.3            py36h0a5515d_0  \n",
            "pycparser                 2.18             py36hf9f622e_1  \n",
            "pycrypto                  2.6.1            py36h14c3975_8  \n",
            "pycurl                    7.43.0.1         py36hb7f436b_0  \n",
            "pyflakes                  1.6.0            py36h7bd6a15_0  \n",
            "pygments                  2.2.0            py36h0d3125c_0  \n",
            "pylint                    1.8.4                    py36_0  \n",
            "pyodbc                    4.0.23           py36hf484d3e_0  \n",
            "pyopenssl                 18.0.0                   py36_0  \n",
            "pyparsing                 2.2.0            py36hee85983_1  \n",
            "pyqt                      5.9.2            py36h751905a_0  \n",
            "pyrsistent                0.16.0           py36h7b6447c_0  \n",
            "pysocks                   1.6.8                    py36_0  \n",
            "pytables                  3.4.3            py36h02b9ad4_2  \n",
            "pytest                    3.5.1                    py36_0  \n",
            "pytest-arraydiff          0.2                      py36_0  \n",
            "pytest-astropy            0.3.0                    py36_0  \n",
            "pytest-doctestplus        0.1.3                    py36_0  \n",
            "pytest-openfiles          0.3.0                    py36_0  \n",
            "pytest-remotedata         0.2.1                    py36_0  \n",
            "python                    3.6.5                hc3d631a_2  \n",
            "python-dateutil           2.7.3                    py36_0  \n",
            "pytorch                   1.5.0           py3.6_cuda10.2.89_cudnn7.6.5_0    pytorch\n",
            "pytz                      2018.4                   py36_0  \n",
            "pywavelets                0.5.2            py36he602eb0_0  \n",
            "pyyaml                    3.12             py36hafb9ca4_1  \n",
            "pyzmq                     17.0.0           py36h14c3975_0  \n",
            "qt                        5.9.5                h7e424d6_0  \n",
            "qtawesome                 0.4.4            py36h609ed8c_0  \n",
            "qtconsole                 4.3.1            py36h8f73b5b_0  \n",
            "qtpy                      1.4.1                    py36_0  \n",
            "readline                  7.0                  ha6073c6_4  \n",
            "requests                  2.18.4           py36he2e5f8d_1  \n",
            "rope                      0.10.7           py36h147e2ec_0  \n",
            "ruamel_yaml               0.15.35          py36h14c3975_1  \n",
            "scikit-image              0.13.1           py36h14c3975_1  \n",
            "scikit-learn              0.19.1           py36h7aa7ec6_0  \n",
            "scipy                     1.1.0            py36hfc37229_0  \n",
            "seaborn                   0.8.1            py36hfad7ec4_0  \n",
            "secretstorage             3.1.2                    py36_0  \n",
            "send2trash                1.5.0                    py36_0  \n",
            "setuptools                39.1.0                   py36_0  \n",
            "simplegeneric             0.8.1                    py36_2  \n",
            "singledispatch            3.4.0.3          py36h7a266c3_0  \n",
            "sip                       4.19.8           py36hf484d3e_0  \n",
            "six                       1.11.0           py36h372c433_1  \n",
            "snappy                    1.1.7                hbae5bb6_3  \n",
            "snowballstemmer           1.2.1            py36h6febd40_0  \n",
            "sortedcollections         0.6.1                    py36_0  \n",
            "sortedcontainers          1.5.10                   py36_0  \n",
            "soupsieve                 2.0.1                      py_0  \n",
            "sphinx                    1.7.4                    py36_0  \n",
            "sphinxcontrib             1.0              py36h6d0f590_1  \n",
            "sphinxcontrib-websupport  1.0.1            py36hb5cb234_1  \n",
            "spyder                    3.2.8                    py36_0  \n",
            "spyder-kernels            1.4.0                    py36_0  \n",
            "sqlalchemy                1.2.7            py36h6b74fdf_0  \n",
            "sqlite                    3.23.1               he433501_0  \n",
            "statsmodels               0.9.0            py36h3010b51_0  \n",
            "sympy                     1.1.1            py36hc6d1c1c_0  \n",
            "tbb                       2020.0               hfd86e86_0  \n",
            "tbb4py                    2020.0           py36hfd86e86_0  \n",
            "tblib                     1.3.2            py36h34cf8b6_0  \n",
            "tensorboardX              2.0                       <pip>\n",
            "terminado                 0.8.1                    py36_1  \n",
            "testpath                  0.3.1            py36h8cadb63_0  \n",
            "tk                        8.6.7                hc745277_3  \n",
            "toolz                     0.9.0                    py36_0  \n",
            "torchvision               0.6.0                py36_cu102    pytorch\n",
            "tornado                   5.0.2                    py36_0  \n",
            "tqdm                      4.46.0                     py_0  \n",
            "traitlets                 4.3.2            py36h674d592_0  \n",
            "typed-ast                 1.4.1            py36h7b6447c_0  \n",
            "typing                    3.6.4                    py36_0  \n",
            "unicodecsv                0.14.1           py36ha668878_0  \n",
            "unixodbc                  2.3.6                h1bed415_0  \n",
            "urllib3                   1.22             py36hbe7ace6_0  \n",
            "wcwidth                   0.1.7            py36hdf4376a_0  \n",
            "webencodings              0.5.1            py36h800622e_1  \n",
            "werkzeug                  0.14.1                   py36_0  \n",
            "wheel                     0.31.1                   py36_0  \n",
            "widgetsnbextension        3.2.1                    py36_0  \n",
            "wrapt                     1.10.11          py36h28b7045_0  \n",
            "wurlitzer                 2.0.0                    py36_0  \n",
            "xlrd                      1.1.0            py36h1db9f0c_1  \n",
            "xlsxwriter                1.0.4                    py36_0  \n",
            "xlwt                      1.3.0            py36h7b00a1f_0  \n",
            "xz                        5.2.4                h14c3975_4  \n",
            "yaml                      0.1.7                had09818_2  \n",
            "zeromq                    4.2.5                h439df22_0  \n",
            "zict                      0.1.3            py36h3a3bf81_0  \n",
            "zipp                      3.1.0                      py_0  \n",
            "zlib                      1.2.11               ha838bed_2  \n",
            "zstd                      1.4.4                h0b5b093_3  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dHzc0dJM-ARg",
        "colab_type": "code",
        "outputId": "ea69808c-1521-4200-93fd-1532d3b70664",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 748
        }
      },
      "source": [
        "!conda install pytorch torchvision"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Solving environment: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - pytorch\n",
            "    - torchvision\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    torchvision-0.2.1          |           py36_0          75 KB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:          75 KB\n",
            "\n",
            "The following packages will be SUPERSEDED by a higher-priority channel:\n",
            "\n",
            "  torchvision         pytorch::torchvision-0.6.0-py36_cu102 --> pkgs/main::torchvision-0.2.1-py36_0\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "torchvision-0.2.1    | 75 KB     | : 100% 1.0/1 [00:00<00:00,  9.06it/s]\n",
            "Preparing transaction: - \b\bdone\n",
            "Verifying transaction: | \b\bdone\n",
            "Executing transaction: - \b\bdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pK8EF88WEII4",
        "colab_type": "code",
        "outputId": "8cd0ded8-2add-49b8-d529-294dbdb8af7a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!conda uninstall -y cuda91\n",
        "!conda update -n base conda\n",
        "!conda install pytorch torchvision cuda90 -c pytorch"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n",
            "Solving environment: \\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bfailed\n",
            "\n",
            "PackagesNotFoundError: The following packages are missing from the target environment:\n",
            "  - cuda91\n",
            "\n",
            "\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "Solving environment: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \n",
            "The environment is inconsistent, please check the package plan carefully\n",
            "The following packages are causing the inconsistency:\n",
            "\n",
            "  - defaults/linux-64::scikit-image==0.13.1=py36h14c3975_1\n",
            "  - defaults/linux-64::_anaconda_depends==2019.03=py36_0\n",
            "  - defaults/linux-64::anaconda==5.2.0=py36_3\n",
            "  - defaults/linux-64::matplotlib==2.2.2=py36h0e671d2_1\n",
            "  - defaults/linux-64::seaborn==0.8.1=py36hfad7ec4_0\n",
            "  - defaults/linux-64::zstd==1.4.4=h0b5b093_3\n",
            "\b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ 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\b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - conda\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    alabaster-0.7.12           |           py36_0          17 KB\n",
            "    anaconda-client-1.7.2      |           py36_0         141 KB\n",
            "    anaconda-project-0.8.4     |             py_0         215 KB\n",
            "    argh-0.26.2                |           py36_0          36 KB\n",
            "    asn1crypto-1.3.0           |           py36_0         163 KB\n",
            "    astroid-2.4.1              |           py36_0         301 KB\n",
            "    astropy-4.0.1.post1        |   py36h7b6447c_1         7.5 MB\n",
            "    attrs-19.3.0               |             py_0          39 KB\n",
            "    autopep8-1.4.4             |             py_0          41 KB\n",
            "    babel-2.8.0                |             py_0         6.0 MB\n",
            "    backports-1.0              |             py_2         139 KB\n",
            "    backports.functools_lru_cache-1.6.1|             py_0          11 KB\n",
            "    backports.shutil_get_terminal_size-1.0.0|           py36_2           8 KB\n",
            "    backports.tempfile-1.0     |             py_1          12 KB\n",
            "    backports.weakref-1.0.post1|             py_1           7 KB\n",
            "    beautifulsoup4-4.9.1       |           py36_0         168 KB\n",
            "    bitarray-1.2.2             |   py36h7b6447c_0          83 KB\n",
            "    bkcharts-0.2               |           py36_0         127 KB\n",
            "    bleach-3.1.4               |             py_0         114 KB\n",
            "    blosc-1.15.0               |       hd408876_0         705 KB\n",
            "    bokeh-2.0.2                |           py36_0         6.9 MB\n",
            "    boto-2.49.0                |           py36_0         1.5 MB\n",
            "    bottleneck-1.3.2           |   py36heb32a55_1         136 KB\n",
            "    bzip2-1.0.8                |       h7b6447c_0         105 KB\n",
            "    chardet-3.0.4              |        py36_1003         197 KB\n",
            "    click-7.1.2                |             py_0          67 KB\n",
            "    cloudpickle-1.4.1          |             py_0          30 KB\n",
            "    clyent-1.2.2               |           py36_1          18 KB\n",
            "    colorama-0.4.3             |             py_0          20 KB\n",
            "    conda-verify-3.4.2         |             py_1          25 KB\n",
            "    contextlib2-0.6.0.post1    |             py_0          16 KB\n",
            "    contextvars-2.4            |             py_0          13 KB\n",
            "    curl-7.69.1                |       hbc83047_0         148 KB\n",
            "    cycler-0.10.0              |           py36_0          13 KB\n",
            "    cython-0.29.17             |   py36he6710b0_0         2.2 MB\n",
            "    cytoolz-0.10.1             |   py36h7b6447c_0         437 KB\n",
            "    dask-2.17.2                |             py_0          14 KB\n",
            "    dask-core-2.17.2           |             py_0         619 KB\n",
            "    dbus-1.13.14               |       hb2f20db_0         590 KB\n",
            "    decorator-4.4.2            |             py_0          14 KB\n",
            "    diff-match-patch-20181111  |             py_0          39 KB\n",
            "    distributed-2.17.0         |           py36_0         1.0 MB\n",
            "    docutils-0.16              |           py36_1         740 KB\n",
            "    entrypoints-0.3            |           py36_0          12 KB\n",
            "    et_xmlfile-1.0.1           |           py36_0          20 KB\n",
            "    fastcache-1.1.0            |   py36h7b6447c_0          31 KB\n",
            "    filelock-3.0.12            |             py_0          12 KB\n",
            "    flake8-3.8.2               |             py_0          96 KB\n",
            "    flask-1.1.2                |             py_0          74 KB\n",
            "    fsspec-0.7.4               |             py_0          60 KB\n",
            "    future-0.18.2              |           py36_1         716 KB\n",
            "    gevent-1.4.0               |   py36h7b6447c_0         2.5 MB\n",
            "    glib-2.63.1                |       h5a9c865_0         3.4 MB\n",
            "    glob2-0.7                  |             py_0          14 KB\n",
            "    gmpy2-2.0.8                |   py36h10f8cd9_2         165 KB\n",
            "    graphite2-1.3.13           |       h23475e2_0         101 KB\n",
            "    greenlet-0.4.15            |   py36h7b6447c_0          20 KB\n",
            "    h5py-2.10.0                |   py36h7918eee_0         1.2 MB\n",
            "    hdf5-1.10.4                |       hb1b8bf9_0         5.3 MB\n",
            "    heapdict-1.0.1             |             py_0           9 KB\n",
            "    html5lib-1.0.1             |           py36_0         184 KB\n",
            "    hypothesis-5.16.1          |             py_0         229 KB\n",
            "    icu-58.2                   |       he6710b0_3        22.7 MB\n",
            "    idna-2.9                   |             py_1          56 KB\n",
            "    imageio-2.8.0              |             py_0         3.1 MB\n",
            "    imagesize-1.2.0            |             py_0          10 KB\n",
            "    immutables-0.11            |   py36h7b6447c_0          66 KB\n",
            "    intel-openmp-2020.1        |              217         940 KB\n",
            "    intervaltree-3.0.2         |             py_0          25 KB\n",
            "    ipykernel-5.1.4            |   py36h39e3cac_0         168 KB\n",
            "    ipython-7.13.0             |   py36h5ca1d4c_0         1.1 MB\n",
            "    ipython_genutils-0.2.0     |           py36_0          39 KB\n",
            "    ipywidgets-7.5.1           |             py_0         107 KB\n",
            "    isort-4.3.21               |           py36_0          68 KB\n",
            "    itsdangerous-1.1.0         |           py36_0          26 KB\n",
            "    jdcal-1.4.1                |             py_0          11 KB\n",
            "    jedi-0.15.2                |           py36_0         768 KB\n",
            "    jinja2-2.11.2              |             py_0          97 KB\n",
            "    joblib-0.15.1              |             py_0         207 KB\n",
            "    jsonschema-3.2.0           |           py36_0          93 KB\n",
            "    jupyter-1.0.0              |           py36_7           6 KB\n",
            "    jupyter_client-6.1.3       |             py_0          81 KB\n",
            "    jupyter_console-6.1.0      |             py_0          24 KB\n",
            "    jupyter_core-4.6.3         |           py36_0          75 KB\n",
            "    jupyterlab-1.2.6           |     pyhf63ae98_0         5.0 MB\n",
            "    jupyterlab_server-1.1.4    |             py_0          28 KB\n",
            "    kiwisolver-1.2.0           |   py36hfd86e86_0          91 KB\n",
            "    krb5-1.17.1                |       h173b8e3_0         1.5 MB\n",
            "    lazy-object-proxy-1.4.3    |   py36h7b6447c_0          31 KB\n",
            "    libcurl-7.69.1             |       h20c2e04_0         591 KB\n",
            "    libgfortran-ng-7.3.0       |       hdf63c60_0         1.3 MB\n",
            "    libspatialindex-1.9.3      |       he6710b0_0         3.1 MB\n",
            "    libtool-2.4.6              |       h7b6447c_5         513 KB\n",
            "    libxml2-2.9.9              |       hea5a465_1         2.0 MB\n",
            "    libxslt-1.1.33             |       h7d1a2b0_0         577 KB\n",
            "    llvmlite-0.32.1            |   py36hd408876_0        17.6 MB\n",
            "    locket-0.2.0               |           py36_1           8 KB\n",
            "    lxml-4.5.1                 |   py36hefd8a0e_0         1.4 MB\n",
            "    lzo-2.10                   |       h7b6447c_2         317 KB\n",
            "    markupsafe-1.1.1           |   py36h7b6447c_0          29 KB\n",
            "    matplotlib-base-3.1.3      |   py36hef1b27d_0         6.6 MB\n",
            "    mccabe-0.6.1               |           py36_1          14 KB\n",
            "    mistune-0.8.4              |   py36h7b6447c_0          54 KB\n",
            "    mkl-2020.1                 |              217       200.5 MB\n",
            "    mkl-service-2.3.0          |   py36he904b0f_0         208 KB\n",
            "    mkl_fft-1.0.15             |   py36ha843d7b_0         173 KB\n",
            "    mkl_random-1.1.1           |   py36h0573a6f_0         382 KB\n",
            "    more-itertools-8.3.0       |             py_0          41 KB\n",
            "    mpc-1.1.0                  |       h10f8cd9_1          94 KB\n",
            "    mpfr-4.0.1                 |       hdf1c602_3         575 KB\n",
            "    mpmath-1.1.0               |           py36_0         970 KB\n",
            "    msgpack-python-1.0.0       |   py36hfd86e86_1          96 KB\n",
            "    multipledispatch-0.6.0     |           py36_0          21 KB\n",
            "    nbconvert-5.6.1            |           py36_0         493 KB\n",
            "    nbformat-5.0.6             |             py_0         103 KB\n",
            "    networkx-2.4               |             py_0         1.2 MB\n",
            "    nltk-3.4.5                 |           py36_0         2.1 MB\n",
            "    nose-1.3.7                 |           py36_2         214 KB\n",
            "    notebook-6.0.3             |           py36_0         6.3 MB\n",
            "    numba-0.49.1               |   py36h0573a6f_0         3.5 MB\n",
            "    numexpr-2.7.1              |   py36h423224d_0         197 KB\n",
            "    numpy-1.18.1               |   py36h4f9e942_0           5 KB\n",
            "    numpy-base-1.18.1          |   py36hde5b4d6_1         5.2 MB\n",
            "    numpydoc-0.9.2             |             py_0          31 KB\n",
            "    olefile-0.46               |           py36_0          48 KB\n",
            "    openpyxl-3.0.3             |             py_0         158 KB\n",
            "    packaging-20.3             |             py_0          35 KB\n",
            "    pandas-1.0.3               |   py36h0573a6f_0        11.1 MB\n",
            "    pandoc-2.2.3.2             |                0        20.8 MB\n",
            "    pandocfilters-1.4.2        |           py36_1          13 KB\n",
            "    pango-1.42.4               |       h049681c_0         528 KB\n",
            "    parso-0.5.2                |             py_0          69 KB\n",
            "    partd-1.1.0                |             py_0          20 KB\n",
            "    patchelf-0.10              |       he6710b0_0          78 KB\n",
            "    path.py-12.0.2             |             py_0          23 KB\n",
            "    pathlib2-2.3.5             |           py36_0          37 KB\n",
            "    pathtools-0.1.2            |             py_1          10 KB\n",
            "    patsy-0.5.1                |           py36_0         380 KB\n",
            "    pcre-8.43                  |       he6710b0_0         260 KB\n",
            "    pexpect-4.8.0              |           py36_0          84 KB\n",
            "    pickleshare-0.7.5          |           py36_0          13 KB\n",
            "    pixman-0.38.0              |       h7b6447c_0         618 KB\n",
            "    pkginfo-1.5.0.1            |           py36_0          43 KB\n",
            "    pluggy-0.13.1              |           py36_0          32 KB\n",
            "    prompt-toolkit-3.0.5       |             py_0         240 KB\n",
            "    prompt_toolkit-3.0.5       |                0          11 KB\n",
            "    psutil-5.7.0               |   py36h7b6447c_0         332 KB\n",
            "    ptyprocess-0.6.0           |           py36_0          23 KB\n",
            "    py-1.8.1                   |             py_0          69 KB\n",
            "    pycodestyle-2.6.0          |             py_0          41 KB\n",
            "    pycosat-0.6.3              |   py36h7b6447c_0         107 KB\n",
            "    pycparser-2.20             |             py_0          93 KB\n",
            "    pycrypto-2.6.1             |   py36h14c3975_9         465 KB\n",
            "    pydocstyle-4.0.1           |             py_0          34 KB\n",
            "    pyflakes-2.2.0             |             py_0          59 KB\n",
            "    pygments-2.6.1             |             py_0         687 KB\n",
            "    pylint-2.5.2               |           py36_0         461 KB\n",
            "    pyodbc-4.0.30              |   py36he6710b0_0          72 KB\n",
            "    pyparsing-2.4.7            |             py_0          64 KB\n",
            "    pyqt-5.9.2                 |   py36h05f1152_2         5.6 MB\n",
            "    pysocks-1.7.1              |           py36_0          30 KB\n",
            "    pytables-3.5.1             |   py36h71ec239_0         1.5 MB\n",
            "    pytest-5.4.2               |           py36_0         394 KB\n",
            "    pytest-arraydiff-0.3       |   py36h39e3cac_0          15 KB\n",
            "    pytest-astropy-0.8.0       |             py_0           9 KB\n",
            "    pytest-astropy-header-0.1.2|             py_0          11 KB\n",
            "    pytest-doctestplus-0.7.0   |             py_0          21 KB\n",
            "    pytest-openfiles-0.5.0     |             py_0          11 KB\n",
            "    pytest-remotedata-0.3.2    |           py36_0          15 KB\n",
            "    python-dateutil-2.8.1      |             py_0         224 KB\n",
            "    python-jsonrpc-server-0.3.4|             py_0          13 KB\n",
            "    python-language-server-0.31.9|           py36_0          74 KB\n",
            "    pytz-2020.1                |             py_0         239 KB\n",
            "    pywavelets-1.1.1           |   py36h7b6447c_0         4.4 MB\n",
            "    pyxdg-0.26                 |             py_0          46 KB\n",
            "    pyyaml-5.3.1               |   py36h7b6447c_0         191 KB\n",
            "    pyzmq-18.1.1               |   py36he6710b0_0         525 KB\n",
            "    qdarkstyle-2.8.1           |             py_0         156 KB\n",
            "    qtawesome-0.7.0            |             py_0         790 KB\n",
            "    qtconsole-4.7.4            |             py_0          93 KB\n",
            "    qtpy-1.9.0                 |             py_0          39 KB\n",
            "    rope-0.17.0                |             py_0         120 KB\n",
            "    rtree-0.9.4                |           py36_1          48 KB\n",
            "    ruamel_yaml-0.15.87        |   py36h7b6447c_0         273 KB\n",
            "    scikit-learn-0.22.1        |   py36hd81dba3_0         7.1 MB\n",
            "    scipy-1.4.1                |   py36h0b6359f_0        18.9 MB\n",
            "    singledispatch-3.4.0.3     |           py36_0          15 KB\n",
            "    six-1.15.0                 |             py_0          13 KB\n",
            "    snowballstemmer-2.0.0      |             py_0          58 KB\n",
            "    sortedcollections-1.1.2    |           py36_0          18 KB\n",
            "    sortedcontainers-2.1.0     |           py36_0          45 KB\n",
            "    sphinx-3.0.4               |             py_0         1.4 MB\n",
            "    sphinxcontrib-1.0          |           py36_1           3 KB\n",
            "    sphinxcontrib-applehelp-1.0.2|             py_0          30 KB\n",
            "    sphinxcontrib-devhelp-1.0.2|             py_0          24 KB\n",
            "    sphinxcontrib-htmlhelp-1.0.3|             py_0          29 KB\n",
            "    sphinxcontrib-jsmath-1.0.1 |             py_0           8 KB\n",
            "    sphinxcontrib-qthelp-1.0.3 |             py_0          26 KB\n",
            "    sphinxcontrib-serializinghtml-1.1.4|             py_0          25 KB\n",
            "    sphinxcontrib-websupport-1.2.1|             py_0          36 KB\n",
            "    spyder-4.1.3               |           py36_0         8.1 MB\n",
            "    spyder-kernels-1.9.1       |           py36_0          93 KB\n",
            "    sqlalchemy-1.3.17          |   py36h7b6447c_0         1.8 MB\n",
            "    statsmodels-0.11.1         |   py36h7b6447c_0        10.3 MB\n",
            "    sympy-1.5.1                |           py36_0        10.3 MB\n",
            "    tblib-1.6.0                |             py_0          16 KB\n",
            "    terminado-0.8.3            |           py36_0          25 KB\n",
            "    testpath-0.4.4             |             py_0          88 KB\n",
            "    toml-0.10.0                |   py36h28b3542_0          29 KB\n",
            "    toolz-0.10.0               |             py_0          50 KB\n",
            "    tornado-6.0.4              |   py36h7b6447c_1         650 KB\n",
            "    traitlets-4.3.3            |           py36_0         137 KB\n",
            "    typing_extensions-3.7.4.1  |           py36_0          41 KB\n",
            "    ujson-1.35                 |   py36h14c3975_0          26 KB\n",
            "    unicodecsv-0.14.1          |           py36_0          25 KB\n",
            "    unixodbc-2.3.7             |       h14c3975_0         319 KB\n",
            "    watchdog-0.10.2            |           py36_0          93 KB\n",
            "    wcwidth-0.1.9              |             py_0          24 KB\n",
            "    webencodings-0.5.1         |           py36_1          19 KB\n",
            "    werkzeug-1.0.1             |             py_0         243 KB\n",
            "    widgetsnbextension-3.5.1   |           py36_0         1.8 MB\n",
            "    wrapt-1.11.2               |   py36h7b6447c_0          48 KB\n",
            "    xlrd-1.2.0                 |           py36_0         188 KB\n",
            "    xlsxwriter-1.2.9           |             py_0         108 KB\n",
            "    xlwt-1.3.0                 |           py36_0         163 KB\n",
            "    yapf-0.28.0                |             py_0         120 KB\n",
            "    zeromq-4.3.1               |       he6710b0_3         666 KB\n",
            "    zict-2.0.0                 |             py_0          12 KB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:       452.2 MB\n",
            "\n",
            "The following NEW packages will be INSTALLED:\n",
            "\n",
            "  argh               pkgs/main/linux-64::argh-0.26.2-py36_0\n",
            "  autopep8           pkgs/main/noarch::autopep8-1.4.4-py_0\n",
            "  backports.functoo~ pkgs/main/noarch::backports.functools_lru_cache-1.6.1-py_0\n",
            "  backports.tempfile pkgs/main/noarch::backports.tempfile-1.0-py_1\n",
            "  backports.weakref  pkgs/main/noarch::backports.weakref-1.0.post1-py_1\n",
            "  contextvars        pkgs/main/noarch::contextvars-2.4-py_0\n",
            "  diff-match-patch   pkgs/main/noarch::diff-match-patch-20181111-py_0\n",
            "  flake8             pkgs/main/noarch::flake8-3.8.2-py_0\n",
            "  fsspec             pkgs/main/noarch::fsspec-0.7.4-py_0\n",
            "  future             pkgs/main/linux-64::future-0.18.2-py36_1\n",
            "  hypothesis         pkgs/main/noarch::hypothesis-5.16.1-py_0\n",
            "  immutables         pkgs/main/linux-64::immutables-0.11-py36h7b6447c_0\n",
            "  intervaltree       pkgs/main/noarch::intervaltree-3.0.2-py_0\n",
            "  joblib             pkgs/main/noarch::joblib-0.15.1-py_0\n",
            "  libspatialindex    pkgs/main/linux-64::libspatialindex-1.9.3-he6710b0_0\n",
            "  matplotlib-base    pkgs/main/linux-64::matplotlib-base-3.1.3-py36hef1b27d_0\n",
            "  pathtools          pkgs/main/noarch::pathtools-0.1.2-py_1\n",
            "  prompt-toolkit     pkgs/main/noarch::prompt-toolkit-3.0.5-py_0\n",
            "  pydocstyle         pkgs/main/noarch::pydocstyle-4.0.1-py_0\n",
            "  pytest-astropy-he~ pkgs/main/noarch::pytest-astropy-header-0.1.2-py_0\n",
            "  python-jsonrpc-se~ pkgs/main/noarch::python-jsonrpc-server-0.3.4-py_0\n",
            "  python-language-s~ pkgs/main/linux-64::python-language-server-0.31.9-py36_0\n",
            "  pyxdg              pkgs/main/noarch::pyxdg-0.26-py_0\n",
            "  qdarkstyle         pkgs/main/noarch::qdarkstyle-2.8.1-py_0\n",
            "  rtree              pkgs/main/linux-64::rtree-0.9.4-py36_1\n",
            "  sphinxcontrib-app~ pkgs/main/noarch::sphinxcontrib-applehelp-1.0.2-py_0\n",
            "  sphinxcontrib-dev~ pkgs/main/noarch::sphinxcontrib-devhelp-1.0.2-py_0\n",
            "  sphinxcontrib-htm~ pkgs/main/noarch::sphinxcontrib-htmlhelp-1.0.3-py_0\n",
            "  sphinxcontrib-jsm~ pkgs/main/noarch::sphinxcontrib-jsmath-1.0.1-py_0\n",
            "  sphinxcontrib-qth~ pkgs/main/noarch::sphinxcontrib-qthelp-1.0.3-py_0\n",
            "  sphinxcontrib-ser~ pkgs/main/noarch::sphinxcontrib-serializinghtml-1.1.4-py_0\n",
            "  toml               pkgs/main/linux-64::toml-0.10.0-py36h28b3542_0\n",
            "  typing_extensions  pkgs/main/linux-64::typing_extensions-3.7.4.1-py36_0\n",
            "  ujson              pkgs/main/linux-64::ujson-1.35-py36h14c3975_0\n",
            "  watchdog           pkgs/main/linux-64::watchdog-0.10.2-py36_0\n",
            "  yapf               pkgs/main/noarch::yapf-0.28.0-py_0\n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "  alabaster                           0.7.10-py36h306e16b_0 --> 0.7.12-py36_0\n",
            "  anaconda-client                             1.6.14-py36_0 --> 1.7.2-py36_0\n",
            "  anaconda-project   pkgs/main/linux-64::anaconda-project-~ --> pkgs/main/noarch::anaconda-project-0.8.4-py_0\n",
            "  asn1crypto                                  0.24.0-py36_0 --> 1.3.0-py36_0\n",
            "  astroid                                      1.6.3-py36_0 --> 2.4.1-py36_0\n",
            "  astropy                              3.0.2-py36h3010b51_1 --> 4.0.1.post1-py36h7b6447c_1\n",
            "  attrs              pkgs/main/linux-64::attrs-18.1.0-py36~ --> pkgs/main/noarch::attrs-19.3.0-py_0\n",
            "  babel              pkgs/main/linux-64::babel-2.5.3-py36_0 --> pkgs/main/noarch::babel-2.8.0-py_0\n",
            "  backports          pkgs/main/linux-64::backports-1.0-py3~ --> pkgs/main/noarch::backports-1.0-py_2\n",
            "  beautifulsoup4                       4.6.0-py36h49b8c8c_1 --> 4.9.1-py36_0\n",
            "  bitarray                             0.8.1-py36h14c3975_1 --> 1.2.2-py36h7b6447c_0\n",
            "  bleach             pkgs/main/linux-64::bleach-2.1.3-py36~ --> pkgs/main/noarch::bleach-3.1.4-py_0\n",
            "  blosc                                   1.14.3-hdbcaa40_0 --> 1.15.0-hd408876_0\n",
            "  bokeh                                      0.12.16-py36_0 --> 2.0.2-py36_0\n",
            "  boto                                2.48.0-py36h6e4cd66_1 --> 2.49.0-py36_0\n",
            "  bottleneck                           1.2.1-py36haac1ea0_0 --> 1.3.2-py36heb32a55_1\n",
            "  bzip2                                    1.0.6-h14c3975_5 --> 1.0.8-h7b6447c_0\n",
            "  cffi                                1.11.5-py36h9745a5d_0 --> 1.14.0-py36h2e261b9_0\n",
            "  chardet                              3.0.4-py36h0f667ec_1 --> 3.0.4-py36_1003\n",
            "  click              pkgs/main/linux-64::click-6.7-py36h52~ --> pkgs/main/noarch::click-7.1.2-py_0\n",
            "  cloudpickle        pkgs/main/linux-64::cloudpickle-0.5.3~ --> pkgs/main/noarch::cloudpickle-1.4.1-py_0\n",
            "  colorama           pkgs/main/linux-64::colorama-0.3.9-py~ --> pkgs/main/noarch::colorama-0.4.3-py_0\n",
            "  conda-verify       pkgs/main/linux-64::conda-verify-2.0.~ --> pkgs/main/noarch::conda-verify-3.4.2-py_1\n",
            "  contextlib2        pkgs/main/linux-64::contextlib2-0.5.5~ --> pkgs/main/noarch::contextlib2-0.6.0.post1-py_0\n",
            "  curl                                    7.67.0-hbc83047_0 --> 7.69.1-hbc83047_0\n",
            "  cython                              0.28.2-py36h14c3975_0 --> 0.29.17-py36he6710b0_0\n",
            "  cytoolz                            0.9.0.1-py36h14c3975_0 --> 0.10.1-py36h7b6447c_0\n",
            "  dask               pkgs/main/linux-64::dask-0.17.5-py36_0 --> pkgs/main/noarch::dask-2.17.2-py_0\n",
            "  dask-core          pkgs/main/linux-64::dask-core-0.17.5-~ --> pkgs/main/noarch::dask-core-2.17.2-py_0\n",
            "  dbus                                    1.13.2-h714fa37_1 --> 1.13.14-hb2f20db_0\n",
            "  decorator          pkgs/main/linux-64::decorator-4.3.0-p~ --> pkgs/main/noarch::decorator-4.4.2-py_0\n",
            "  distributed                                 1.21.8-py36_0 --> 2.17.0-py36_0\n",
            "  docutils                              0.14-py36hb0f60f5_0 --> 0.16-py36_1\n",
            "  entrypoints                          0.2.3-py36h1aec115_2 --> 0.3-py36_0\n",
            "  fastcache                            1.0.2-py36h14c3975_2 --> 1.1.0-py36h7b6447c_0\n",
            "  filelock           pkgs/main/linux-64::filelock-3.0.4-py~ --> pkgs/main/noarch::filelock-3.0.12-py_0\n",
            "  flask              pkgs/main/linux-64::flask-1.0.2-py36_1 --> pkgs/main/noarch::flask-1.1.2-py_0\n",
            "  gevent                               1.3.0-py36h14c3975_0 --> 1.4.0-py36h7b6447c_0\n",
            "  glib                                    2.56.2-hd408876_0 --> 2.63.1-h5a9c865_0\n",
            "  glob2              pkgs/main/linux-64::glob2-0.6-py36he2~ --> pkgs/main/noarch::glob2-0.7-py_0\n",
            "  graphite2                               1.3.11-h16798f4_2 --> 1.3.13-h23475e2_0\n",
            "  greenlet                            0.4.13-py36h14c3975_0 --> 0.4.15-py36h7b6447c_0\n",
            "  h5py                                 2.7.1-py36ha1f6525_2 --> 2.10.0-py36h7918eee_0\n",
            "  hdf5                                    1.10.2-hba1933b_1 --> 1.10.4-hb1b8bf9_0\n",
            "  heapdict           pkgs/main/linux-64::heapdict-1.0.0-py~ --> pkgs/main/noarch::heapdict-1.0.1-py_0\n",
            "  icu                                       58.2-h9c2bf20_1 --> 58.2-he6710b0_3\n",
            "  idna               pkgs/main/linux-64::idna-2.6-py36h82f~ --> pkgs/main/noarch::idna-2.9-py_1\n",
            "  imageio            pkgs/main/linux-64::imageio-2.3.0-py3~ --> pkgs/main/noarch::imageio-2.8.0-py_0\n",
            "  imagesize          pkgs/main/linux-64::imagesize-1.0.0-p~ --> pkgs/main/noarch::imagesize-1.2.0-py_0\n",
            "  intel-openmp                                   2018.0.0-8 --> 2020.1-217\n",
            "  ipykernel                                    4.8.2-py36_0 --> 5.1.4-py36h39e3cac_0\n",
            "  ipython                                      6.4.0-py36_0 --> 7.13.0-py36h5ca1d4c_0\n",
            "  ipywidgets         pkgs/main/linux-64::ipywidgets-7.2.1-~ --> pkgs/main/noarch::ipywidgets-7.5.1-py_0\n",
            "  isort                                        4.3.4-py36_0 --> 4.3.21-py36_0\n",
            "  itsdangerous                          0.24-py36h93cc618_1 --> 1.1.0-py36_0\n",
            "  jdcal                pkgs/main/linux-64::jdcal-1.4-py36_0 --> pkgs/main/noarch::jdcal-1.4.1-py_0\n",
            "  jedi                                        0.12.0-py36_1 --> 0.15.2-py36_0\n",
            "  jinja2             pkgs/main/linux-64::jinja2-2.10-py36h~ --> pkgs/main/noarch::jinja2-2.11.2-py_0\n",
            "  jsonschema                           2.6.0-py36h006f8b5_0 --> 3.2.0-py36_0\n",
            "  jupyter                                      1.0.0-py36_4 --> 1.0.0-py36_7\n",
            "  jupyter_client     pkgs/main/linux-64::jupyter_client-5.~ --> pkgs/main/noarch::jupyter_client-6.1.3-py_0\n",
            "  jupyter_console    pkgs/main/linux-64::jupyter_console-5~ --> pkgs/main/noarch::jupyter_console-6.1.0-py_0\n",
            "  jupyter_core                         4.4.0-py36h7c827e3_0 --> 4.6.3-py36_0\n",
            "  jupyterlab         pkgs/main/linux-64::jupyterlab-0.32.1~ --> pkgs/main/noarch::jupyterlab-1.2.6-pyhf63ae98_0\n",
            "  jupyterlab_server                              1.0.0-py_0 --> 1.1.4-py_0\n",
            "  kiwisolver                           1.0.1-py36h764f252_0 --> 1.2.0-py36hfd86e86_0\n",
            "  krb5                                    1.16.1-h173b8e3_7 --> 1.17.1-h173b8e3_0\n",
            "  lazy-object-proxy                    1.3.1-py36h10fcdad_0 --> 1.4.3-py36h7b6447c_0\n",
            "  libcurl                                 7.67.0-h20c2e04_0 --> 7.69.1-h20c2e04_0\n",
            "  libedit                           3.1.20170329-h6b74fdf_2 --> 3.1.20181209-hc058e9b_0\n",
            "  libgfortran-ng                           7.2.0-hdf63c60_3 --> 7.3.0-hdf63c60_0\n",
            "  libtiff                                  4.0.9-he85c1e1_1 --> 4.1.0-h2733197_1\n",
            "  libtool                                  2.4.6-h544aabb_3 --> 2.4.6-h7b6447c_5\n",
            "  libxml2                                  2.9.8-h26e45fe_1 --> 2.9.9-hea5a465_1\n",
            "  libxslt                                 1.1.32-h1312cb7_0 --> 1.1.33-h7d1a2b0_0\n",
            "  llvmlite                            0.23.1-py36hdbcaa40_0 --> 0.32.1-py36hd408876_0\n",
            "  lxml                                 4.2.1-py36h23eabaa_0 --> 4.5.1-py36hefd8a0e_0\n",
            "  markupsafe                             1.0-py36hd9260cd_1 --> 1.1.1-py36h7b6447c_0\n",
            "  mistune                              0.8.3-py36h14c3975_1 --> 0.8.4-py36h7b6447c_0\n",
            "  mkl                                            2018.0.2-1 --> 2020.1-217\n",
            "  mkl-service                          1.1.2-py36h17a0993_4 --> 2.3.0-py36he904b0f_0\n",
            "  mkl_fft                              1.0.1-py36h3010b51_0 --> 1.0.15-py36ha843d7b_0\n",
            "  mkl_random                           1.0.1-py36h629b387_0 --> 1.1.1-py36h0573a6f_0\n",
            "  more-itertools     pkgs/main/linux-64::more-itertools-4.~ --> pkgs/main/noarch::more-itertools-8.3.0-py_0\n",
            "  mpc                                      1.0.3-hec55b23_5 --> 1.1.0-h10f8cd9_1\n",
            "  mpfr                                     3.1.5-h11a74b3_2 --> 4.0.1-hdf1c602_3\n",
            "  mpmath                               1.0.0-py36hfeacd6b_2 --> 1.1.0-py36_0\n",
            "  msgpack-python                       0.5.6-py36h6bb024c_0 --> 1.0.0-py36hfd86e86_1\n",
            "  multipledispatch                             0.5.0-py36_0 --> 0.6.0-py36_0\n",
            "  nbconvert                            5.3.1-py36hb41ffb7_0 --> 5.6.1-py36_0\n",
            "  nbformat           pkgs/main/linux-64::nbformat-4.4.0-py~ --> pkgs/main/noarch::nbformat-5.0.6-py_0\n",
            "  ncurses                                    6.1-hf484d3e_0 --> 6.2-he6710b0_1\n",
            "  networkx           pkgs/main/linux-64::networkx-2.1-py36~ --> pkgs/main/noarch::networkx-2.4-py_0\n",
            "  nltk                                         3.3.0-py36_0 --> 3.4.5-py36_0\n",
            "  notebook                                     5.5.0-py36_0 --> 6.0.3-py36_0\n",
            "  numba                               0.38.0-py36h637b7d7_0 --> 0.49.1-py36h0573a6f_0\n",
            "  numexpr                              2.6.5-py36h7bf3b9c_0 --> 2.7.1-py36h423224d_0\n",
            "  numpy                               1.14.3-py36hcd700cb_1 --> 1.18.1-py36h4f9e942_0\n",
            "  numpy-base                          1.14.3-py36h9be14a7_1 --> 1.18.1-py36hde5b4d6_1\n",
            "  numpydoc           pkgs/main/linux-64::numpydoc-0.8.0-py~ --> pkgs/main/noarch::numpydoc-0.9.2-py_0\n",
            "  olefile                                     0.45.1-py36_0 --> 0.46-py36_0\n",
            "  openpyxl           pkgs/main/linux-64::openpyxl-2.5.3-py~ --> pkgs/main/noarch::openpyxl-3.0.3-py_0\n",
            "  packaging          pkgs/main/linux-64::packaging-17.1-py~ --> pkgs/main/noarch::packaging-20.3-py_0\n",
            "  pandas                              0.23.0-py36h637b7d7_0 --> 1.0.3-py36h0573a6f_0\n",
            "  pandoc                                1.19.2.1-hea2e7c5_1 --> 2.2.3.2-0\n",
            "  pango                                   1.42.3-h8589676_0 --> 1.42.4-h049681c_0\n",
            "  parso              pkgs/main/linux-64::parso-0.2.0-py36_0 --> pkgs/main/noarch::parso-0.5.2-py_0\n",
            "  partd              pkgs/main/linux-64::partd-0.3.8-py36h~ --> pkgs/main/noarch::partd-1.1.0-py_0\n",
            "  patchelf                                   0.9-hf79760b_2 --> 0.10-he6710b0_0\n",
            "  path.py            pkgs/main/linux-64::path.py-11.0.1-py~ --> pkgs/main/noarch::path.py-12.0.2-py_0\n",
            "  pathlib2                                     2.3.2-py36_0 --> 2.3.5-py36_0\n",
            "  patsy                                        0.5.0-py36_0 --> 0.5.1-py36_0\n",
            "  pcre                                      8.42-h439df22_0 --> 8.43-he6710b0_0\n",
            "  pexpect                                      4.5.0-py36_0 --> 4.8.0-py36_0\n",
            "  pickleshare                          0.7.4-py36h63277f8_0 --> 0.7.5-py36_0\n",
            "  pillow                               5.4.1-py36h34e0f95_0 --> 7.1.2-py36hb39fc2d_0\n",
            "  pip                                         10.0.1-py36_0 --> 20.0.2-py36_3\n",
            "  pixman                                  0.34.0-hceecf20_3 --> 0.38.0-h7b6447c_0\n",
            "  pkginfo                                      1.4.2-py36_1 --> 1.5.0.1-py36_0\n",
            "  pluggy                               0.6.0-py36hb689045_0 --> 0.13.1-py36_0\n",
            "  prompt_toolkit     pkgs/main/linux-64::prompt_toolkit-1.~ --> pkgs/main/noarch::prompt_toolkit-3.0.5-0\n",
            "  psutil                               5.4.5-py36h14c3975_0 --> 5.7.0-py36h7b6447c_0\n",
            "  ptyprocess                           0.5.2-py36h69acd42_0 --> 0.6.0-py36_0\n",
            "  py                    pkgs/main/linux-64::py-1.5.3-py36_0 --> pkgs/main/noarch::py-1.8.1-py_0\n",
            "  pycodestyle        pkgs/main/linux-64::pycodestyle-2.4.0~ --> pkgs/main/noarch::pycodestyle-2.6.0-py_0\n",
            "  pycparser          pkgs/main/linux-64::pycparser-2.18-py~ --> pkgs/main/noarch::pycparser-2.20-py_0\n",
            "  pycrypto                             2.6.1-py36h14c3975_8 --> 2.6.1-py36h14c3975_9\n",
            "  pyflakes           pkgs/main/linux-64::pyflakes-1.6.0-py~ --> pkgs/main/noarch::pyflakes-2.2.0-py_0\n",
            "  pygments           pkgs/main/linux-64::pygments-2.2.0-py~ --> pkgs/main/noarch::pygments-2.6.1-py_0\n",
            "  pylint                                       1.8.4-py36_0 --> 2.5.2-py36_0\n",
            "  pyodbc                              4.0.23-py36hf484d3e_0 --> 4.0.30-py36he6710b0_0\n",
            "  pyopenssl                                   18.0.0-py36_0 --> 19.1.0-py36_0\n",
            "  pyparsing          pkgs/main/linux-64::pyparsing-2.2.0-p~ --> pkgs/main/noarch::pyparsing-2.4.7-py_0\n",
            "  pyqt                                 5.9.2-py36h751905a_0 --> 5.9.2-py36h05f1152_2\n",
            "  pysocks                                      1.6.8-py36_0 --> 1.7.1-py36_0\n",
            "  pytables                             3.4.3-py36h02b9ad4_2 --> 3.5.1-py36h71ec239_0\n",
            "  pytest                                       3.5.1-py36_0 --> 5.4.2-py36_0\n",
            "  pytest-arraydiff                               0.2-py36_0 --> 0.3-py36h39e3cac_0\n",
            "  pytest-astropy     pkgs/main/linux-64::pytest-astropy-0.~ --> pkgs/main/noarch::pytest-astropy-0.8.0-py_0\n",
            "  pytest-doctestplus pkgs/main/linux-64::pytest-doctestplu~ --> pkgs/main/noarch::pytest-doctestplus-0.7.0-py_0\n",
            "  pytest-openfiles   pkgs/main/linux-64::pytest-openfiles-~ --> pkgs/main/noarch::pytest-openfiles-0.5.0-py_0\n",
            "  pytest-remotedata                            0.2.1-py36_0 --> 0.3.2-py36_0\n",
            "  python-dateutil    pkgs/main/linux-64::python-dateutil-2~ --> pkgs/main/noarch::python-dateutil-2.8.1-py_0\n",
            "  pytz               pkgs/main/linux-64::pytz-2018.4-py36_0 --> pkgs/main/noarch::pytz-2020.1-py_0\n",
            "  pywavelets                           0.5.2-py36he602eb0_0 --> 1.1.1-py36h7b6447c_0\n",
            "  pyyaml                                3.12-py36hafb9ca4_1 --> 5.3.1-py36h7b6447c_0\n",
            "  pyzmq                               17.0.0-py36h14c3975_0 --> 18.1.1-py36he6710b0_0\n",
            "  qtawesome          pkgs/main/linux-64::qtawesome-0.4.4-p~ --> pkgs/main/noarch::qtawesome-0.7.0-py_0\n",
            "  qtconsole          pkgs/main/linux-64::qtconsole-4.3.1-p~ --> pkgs/main/noarch::qtconsole-4.7.4-py_0\n",
            "  qtpy                pkgs/main/linux-64::qtpy-1.4.1-py36_0 --> pkgs/main/noarch::qtpy-1.9.0-py_0\n",
            "  readline                                   7.0-ha6073c6_4 --> 7.0-h7b6447c_5\n",
            "  requests                            2.18.4-py36he2e5f8d_1 --> 2.23.0-py36_0\n",
            "  rope               pkgs/main/linux-64::rope-0.10.7-py36h~ --> pkgs/main/noarch::rope-0.17.0-py_0\n",
            "  ruamel_yaml                        0.15.35-py36h14c3975_1 --> 0.15.87-py36h7b6447c_0\n",
            "  scikit-learn                        0.19.1-py36h7aa7ec6_0 --> 0.22.1-py36hd81dba3_0\n",
            "  scipy                                1.1.0-py36hfc37229_0 --> 1.4.1-py36h0b6359f_0\n",
            "  setuptools                                  39.1.0-py36_0 --> 47.1.1-py36_0\n",
            "  six                pkgs/main/linux-64::six-1.11.0-py36h3~ --> pkgs/main/noarch::six-1.15.0-py_0\n",
            "  snowballstemmer    pkgs/main/linux-64::snowballstemmer-1~ --> pkgs/main/noarch::snowballstemmer-2.0.0-py_0\n",
            "  sortedcollections                            0.6.1-py36_0 --> 1.1.2-py36_0\n",
            "  sortedcontainers                            1.5.10-py36_0 --> 2.1.0-py36_0\n",
            "  sphinx             pkgs/main/linux-64::sphinx-1.7.4-py36~ --> pkgs/main/noarch::sphinx-3.0.4-py_0\n",
            "  sphinxcontrib-web~ pkgs/main/linux-64::sphinxcontrib-web~ --> pkgs/main/noarch::sphinxcontrib-websupport-1.2.1-py_0\n",
            "  spyder                                       3.2.8-py36_0 --> 4.1.3-py36_0\n",
            "  spyder-kernels                               1.4.0-py36_0 --> 1.9.1-py36_0\n",
            "  sqlalchemy                           1.2.7-py36h6b74fdf_0 --> 1.3.17-py36h7b6447c_0\n",
            "  sqlite                                  3.26.0-h7b6447c_0 --> 3.31.1-h62c20be_1\n",
            "  statsmodels                          0.9.0-py36h3010b51_0 --> 0.11.1-py36h7b6447c_0\n",
            "  sympy                                1.1.1-py36hc6d1c1c_0 --> 1.5.1-py36_0\n",
            "  tblib              pkgs/main/linux-64::tblib-1.3.2-py36h~ --> pkgs/main/noarch::tblib-1.6.0-py_0\n",
            "  terminado                                    0.8.1-py36_1 --> 0.8.3-py36_0\n",
            "  testpath           pkgs/main/linux-64::testpath-0.3.1-py~ --> pkgs/main/noarch::testpath-0.4.4-py_0\n",
            "  toolz              pkgs/main/linux-64::toolz-0.9.0-py36_0 --> pkgs/main/noarch::toolz-0.10.0-py_0\n",
            "  tornado                                      5.0.2-py36_0 --> 6.0.4-py36h7b6447c_1\n",
            "  traitlets                            4.3.2-py36h674d592_0 --> 4.3.3-py36_0\n",
            "  unixodbc                                 2.3.6-h1bed415_0 --> 2.3.7-h14c3975_0\n",
            "  urllib3                               1.22-py36hbe7ace6_0 --> 1.25.8-py36_0\n",
            "  wcwidth            pkgs/main/linux-64::wcwidth-0.1.7-py3~ --> pkgs/main/noarch::wcwidth-0.1.9-py_0\n",
            "  werkzeug           pkgs/main/linux-64::werkzeug-0.14.1-p~ --> pkgs/main/noarch::werkzeug-1.0.1-py_0\n",
            "  wheel                                       0.31.1-py36_0 --> 0.34.2-py36_0\n",
            "  widgetsnbextension                           3.2.1-py36_0 --> 3.5.1-py36_0\n",
            "  wrapt                              1.10.11-py36h28b7045_0 --> 1.11.2-py36h7b6447c_0\n",
            "  xlrd                                 1.1.0-py36h1db9f0c_1 --> 1.2.0-py36_0\n",
            "  xlsxwriter         pkgs/main/linux-64::xlsxwriter-1.0.4-~ --> pkgs/main/noarch::xlsxwriter-1.2.9-py_0\n",
            "  xz                                       5.2.4-h14c3975_4 --> 5.2.5-h7b6447c_0\n",
            "  zeromq                                   4.2.5-h439df22_0 --> 4.3.1-he6710b0_3\n",
            "  zict               pkgs/main/linux-64::zict-0.1.3-py36h3~ --> pkgs/main/noarch::zict-2.0.0-py_0\n",
            "  zlib                                    1.2.11-ha838bed_2 --> 1.2.11-h7b6447c_3\n",
            "\n",
            "The following packages will be DOWNGRADED:\n",
            "\n",
            "  anaconda                                     5.2.0-py36_3 --> custom-py36_1\n",
            "  backports.shutil_~                   1.0.0-py36hfea85ff_2 --> 1.0.0-py36_2\n",
            "  bkcharts                               0.2-py36h735825a_0 --> 0.2-py36_0\n",
            "  clyent                               1.2.2-py36h7e57e65_1 --> 1.2.2-py36_1\n",
            "  cycler                              0.10.0-py36h93f1223_0 --> 0.10.0-py36_0\n",
            "  et_xmlfile                           1.0.1-py36hd6bccc3_0 --> 1.0.1-py36_0\n",
            "  gmpy2                                2.0.8-py36hc8893dd_2 --> 2.0.8-py36h10f8cd9_2\n",
            "  html5lib                             1.0.1-py36h2f9c1c0_0 --> 1.0.1-py36_0\n",
            "  ipython_genutils                     0.2.0-py36hb52b0d5_0 --> 0.2.0-py36_0\n",
            "  locket                               0.2.0-py36h787c0ad_1 --> 0.2.0-py36_1\n",
            "  lzo                                       2.10-h49e0be7_2 --> 2.10-h7b6447c_2\n",
            "  mccabe                               0.6.1-py36h5ad9710_1 --> 0.6.1-py36_1\n",
            "  nose                                 1.3.7-py36hcdf7029_2 --> 1.3.7-py36_2\n",
            "  pandocfilters                        1.4.2-py36ha6701b7_1 --> 1.4.2-py36_1\n",
            "  pycosat                              0.6.3-py36h0a5515d_0 --> 0.6.3-py36h7b6447c_0\n",
            "  singledispatch                     3.4.0.3-py36h7a266c3_0 --> 3.4.0.3-py36_0\n",
            "  sphinxcontrib                          1.0-py36h6d0f590_1 --> 1.0-py36_1\n",
            "  unicodecsv                          0.14.1-py36ha668878_0 --> 0.14.1-py36_0\n",
            "  webencodings                         0.5.1-py36h800622e_1 --> 0.5.1-py36_1\n",
            "  xlwt                                 1.3.0-py36h7b00a1f_0 --> 1.3.0-py36_0\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "numpydoc-0.9.2       | 31 KB     | : 100% 1.0/1 [00:00<00:00, 10.25it/s]\n",
            "patchelf-0.10        | 78 KB     | : 100% 1.0/1 [00:00<00:00, 26.02it/s]\n",
            "widgetsnbextension-3 | 1.8 MB    | : 100% 1.0/1 [00:00<00:00,  2.50it/s]\n",
            "jupyter-1.0.0        | 6 KB      | : 100% 1.0/1 [00:00<00:00, 50.66it/s]\n",
            "babel-2.8.0          | 6.0 MB    | : 100% 1.0/1 [00:01<00:00,  1.28s/it]               \n",
            "libxml2-2.9.9        | 2.0 MB    | : 100% 1.0/1 [00:00<00:00,  2.08it/s]\n",
            "jinja2-2.11.2        | 97 KB     | : 100% 1.0/1 [00:00<00:00, 22.80it/s]\n",
            "conda-verify-3.4.2   | 25 KB     | : 100% 1.0/1 [00:00<00:00, 31.58it/s]\n",
            "bkcharts-0.2         | 127 KB    | : 100% 1.0/1 [00:00<00:00, 14.12it/s]\n",
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            "astropy-4.0.1.post1  | 7.5 MB    | : 100% 1.0/1 [00:01<00:00,  1.64s/it]               \n",
            "cloudpickle-1.4.1    | 30 KB     | : 100% 1.0/1 [00:00<00:00, 42.65it/s]\n",
            "beautifulsoup4-4.9.1 | 168 KB    | : 100% 1.0/1 [00:00<00:00, 17.96it/s]\n",
            "mkl_random-1.1.1     | 382 KB    | : 100% 1.0/1 [00:00<00:00, 11.72it/s]\n",
            "mpmath-1.1.0         | 970 KB    | : 100% 1.0/1 [00:00<00:00,  4.81it/s]\n",
            "xlsxwriter-1.2.9     | 108 KB    | : 100% 1.0/1 [00:00<00:00, 20.76it/s]\n",
            "mpfr-4.0.1           | 575 KB    | : 100% 1.0/1 [00:00<00:00,  6.76it/s]\n",
            "future-0.18.2        | 716 KB    | : 100% 1.0/1 [00:00<00:00,  4.76it/s]\n",
            "llvmlite-0.32.1      | 17.6 MB   | : 100% 1.0/1 [00:03<00:00,  3.52s/it]               \n",
            "backports-1.0        | 139 KB    | : 100% 1.0/1 [00:00<00:00, 19.21it/s]\n",
            "ptyprocess-0.6.0     | 23 KB     | : 100% 1.0/1 [00:00<00:00, 45.61it/s]\n",
            "pytest-openfiles-0.5 | 11 KB     | : 100% 1.0/1 [00:00<00:00, 31.94it/s]\n",
            "scipy-1.4.1          | 18.9 MB   | : 100% 1.0/1 [00:03<00:00,  3.31s/it]               \n",
            "blosc-1.15.0         | 705 KB    | : 100% 1.0/1 [00:00<00:00,  7.09it/s]\n",
            "filelock-3.0.12      | 12 KB     | : 100% 1.0/1 [00:00<00:00, 49.92it/s]\n",
            "gmpy2-2.0.8          | 165 KB    | : 100% 1.0/1 [00:00<00:00, 14.99it/s]\n",
            "wrapt-1.11.2         | 48 KB     | : 100% 1.0/1 [00:00<00:00, 36.04it/s]\n",
            "pathlib2-2.3.5       | 37 KB     | : 100% 1.0/1 [00:00<00:00, 34.49it/s]\n",
            "glob2-0.7            | 14 KB     | : 100% 1.0/1 [00:00<00:00, 42.51it/s]\n",
            "intel-openmp-2020.1  | 940 KB    | : 100% 1.0/1 [00:00<00:00,  5.34it/s]\n",
            "argh-0.26.2          | 36 KB     | : 100% 1.0/1 [00:00<00:00, 34.20it/s]\n",
            "multipledispatch-0.6 | 21 KB     | : 100% 1.0/1 [00:00<00:00, 42.02it/s]\n",
            "joblib-0.15.1        | 207 KB    | : 100% 1.0/1 [00:00<00:00, 12.94it/s]\n",
            "parso-0.5.2          | 69 KB     | : 100% 1.0/1 [00:00<00:00, 26.73it/s]\n",
            "colorama-0.4.3       | 20 KB     | : 100% 1.0/1 [00:00<00:00, 43.31it/s]\n",
            "sphinxcontrib-websup | 36 KB     | : 100% 1.0/1 [00:00<00:00, 32.48it/s]\n",
            "tornado-6.0.4        | 650 KB    | : 100% 1.0/1 [00:00<00:00,  5.96it/s]\n",
            "pandoc-2.2.3.2       | 20.8 MB   | : 100% 1.0/1 [00:04<00:00,  4.97s/it]               \n",
            "idna-2.9             | 56 KB     | : 100% 1.0/1 [00:00<00:00, 35.91it/s]\n",
            "pyparsing-2.4.7      | 64 KB     | : 100% 1.0/1 [00:00<00:00, 28.48it/s]\n",
            "rope-0.17.0          | 120 KB    | : 100% 1.0/1 [00:00<00:00, 17.06it/s]\n",
            "ipython-7.13.0       | 1.1 MB    | : 100% 1.0/1 [00:00<00:00,  3.41it/s]\n",
            "numpy-1.18.1         | 5 KB      | : 100% 1.0/1 [00:00<00:00, 51.92it/s]\n",
            "mkl-2020.1           | 200.5 MB  | : 100% 1.0/1 [00:37<00:00, 224.86s/it]              \n",
            "dbus-1.13.14         | 590 KB    | : 100% 1.0/1 [00:00<00:00,  7.33it/s]\n",
            "psutil-5.7.0         | 332 KB    | : 100% 1.0/1 [00:00<00:00, 10.56it/s]\n",
            "pydocstyle-4.0.1     | 34 KB     | : 100% 1.0/1 [00:00<00:00, 30.62it/s]\n",
            "olefile-0.46         | 48 KB     | : 100% 1.0/1 [00:00<00:00, 27.17it/s]\n",
            "Preparing transaction: / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "Verifying transaction: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "Executing transaction: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n",
            "Solving environment: \\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \n",
            "The environment is inconsistent, please check the package plan carefully\n",
            "The following packages are causing the inconsistency:\n",
            "\n",
            "  - defaults/linux-64::scikit-image==0.13.1=py36h14c3975_1\n",
            "  - defaults/linux-64::anaconda==custom=py36_1\n",
            "  - defaults/linux-64::_anaconda_depends==2019.03=py36_0\n",
            "  - defaults/linux-64::matplotlib==2.2.2=py36h0e671d2_1\n",
            "  - defaults/linux-64::seaborn==0.8.1=py36hfad7ec4_0\n",
            "\b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - cuda90\n",
            "    - pytorch\n",
            "    - torchvision\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    matplotlib-3.1.3           |           py36_0          21 KB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:          21 KB\n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "  matplotlib                           2.2.2-py36h0e671d2_1 --> 3.1.3-py36_0\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "matplotlib-3.1.3     | 21 KB     | : 100% 1.0/1 [00:00<00:00, 12.44it/s]\n",
            "Preparing transaction: / \b\bdone\n",
            "Verifying transaction: \\ \b\bdone\n",
            "Executing transaction: / \b\bdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hZkLiXbXKm3Y",
        "colab_type": "code",
        "outputId": "f1e5d20f-1eb6-4348-c241-28cf1fea30ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!conda install pytorch torchvision -c pytorch\n",
        "!conda install mkl=2018"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Solving environment: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "\n",
            "# All requested packages already installed.\n",
            "\n",
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "Solving environment: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - mkl=2018\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    astropy-3.2.3              |   py36h7b6447c_0         7.2 MB\n",
            "    intel-openmp-2019.4        |              243         876 KB\n",
            "    mkl-service-1.1.2          |   py36h90e4bf4_5          11 KB\n",
            "    mkl_fft-1.0.6              |   py36h7dd41cf_0         150 KB\n",
            "    mkl_random-1.0.1           |   py36h4414c95_1         373 KB\n",
            "    numexpr-2.6.8              |   py36hd89afb7_0         190 KB\n",
            "    numpy-1.15.4               |   py36h1d66e8a_0          35 KB\n",
            "    numpy-base-1.15.4          |   py36h81de0dd_0         4.2 MB\n",
            "    scikit-learn-0.20.1        |   py36h4989274_0         5.7 MB\n",
            "    scipy-1.1.0                |   py36hfa4b5c9_1        18.0 MB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:        36.7 MB\n",
            "\n",
            "The following packages will be DOWNGRADED:\n",
            "\n",
            "  astropy                        4.0.1.post1-py36h7b6447c_1 --> 3.2.3-py36h7b6447c_0\n",
            "  intel-openmp                                   2020.1-217 --> 2019.4-243\n",
            "  mkl                                            2020.1-217 --> 2018.0.3-1\n",
            "  mkl-service                          2.3.0-py36he904b0f_0 --> 1.1.2-py36h90e4bf4_5\n",
            "  mkl_fft                             1.0.15-py36ha843d7b_0 --> 1.0.6-py36h7dd41cf_0\n",
            "  mkl_random                           1.1.1-py36h0573a6f_0 --> 1.0.1-py36h4414c95_1\n",
            "  numexpr                              2.7.1-py36h423224d_0 --> 2.6.8-py36hd89afb7_0\n",
            "  numpy                               1.18.1-py36h4f9e942_0 --> 1.15.4-py36h1d66e8a_0\n",
            "  numpy-base                          1.18.1-py36hde5b4d6_1 --> 1.15.4-py36h81de0dd_0\n",
            "  scikit-learn                        0.22.1-py36hd81dba3_0 --> 0.20.1-py36h4989274_0\n",
            "  scipy                                1.4.1-py36h0b6359f_0 --> 1.1.0-py36hfa4b5c9_1\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "mkl_random-1.0.1     | 373 KB    | : 100% 1.0/1 [00:00<00:00,  6.12it/s]\n",
            "numpy-1.15.4         | 35 KB     | : 100% 1.0/1 [00:00<00:00, 22.54it/s]\n",
            "scikit-learn-0.20.1  | 5.7 MB    | : 100% 1.0/1 [00:01<00:00,  1.16s/it]\n",
            "astropy-3.2.3        | 7.2 MB    | : 100% 1.0/1 [00:01<00:00,  1.58s/it]               \n",
            "numexpr-2.6.8        | 190 KB    | : 100% 1.0/1 [00:00<00:00, 16.94it/s]\n",
            "mkl-service-1.1.2    | 11 KB     | : 100% 1.0/1 [00:00<00:00, 24.74it/s]\n",
            "intel-openmp-2019.4  | 876 KB    | : 100% 1.0/1 [00:00<00:00,  6.25it/s]\n",
            "mkl_fft-1.0.6        | 150 KB    | : 100% 1.0/1 [00:00<00:00, 19.22it/s]\n",
            "numpy-base-1.15.4    | 4.2 MB    | : 100% 1.0/1 [00:00<00:00,  1.08it/s]\n",
            "scipy-1.1.0          | 18.0 MB   | : 100% 1.0/1 [00:03<00:00,  3.19s/it]               \n",
            "Preparing transaction: | \b\b/ \b\b- \b\b\\ \b\bdone\n",
            "Verifying transaction: / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bdone\n",
            "Executing transaction: / \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KHFFfyVOU9TG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "58f3ff1b-a161-4a65-f674-eceda15e5cf4"
      },
      "source": [
        "! add-apt-repository ppa:graphics-drivers/ppa\n",
        "! apt update\n",
        "! apt install nvidia-384 nvidia-384-dev\n",
        "! apt-get install g++ freeglut3-dev build-essential libx11-dev libxmu-dev libxi-dev libglu1-mesa libglu1-mesa-dev"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " Fresh drivers from upstream, currently shipping Nvidia.\n",
            "\n",
            "## Current Status\n",
            "\n",
            "Current long-lived branch release: `nvidia-430` (430.40)\n",
            "Dropped support for Fermi series (https://nvidia.custhelp.com/app/answers/detail/a_id/4656)\n",
            "\n",
            "Old long-lived branch release: `nvidia-390` (390.129)\n",
            "\n",
            "For GF1xx GPUs use `nvidia-390` (390.129)\n",
            "For G8x, G9x and GT2xx GPUs use `nvidia-340` (340.107)\n",
            "For NV4x and G7x GPUs use `nvidia-304` (304.137) End-Of-Life!\n",
            "\n",
            "Support timeframes for Unix legacy GPU releases:\n",
            "https://nvidia.custhelp.com/app/answers/detail/a_id/3142\n",
            "\n",
            "## What we're working on right now:\n",
            "\n",
            "- Normal driver updates\n",
            "- Help Wanted: Mesa Updates for Intel/AMD users, ping us if you want to help do this work, we're shorthanded.\n",
            "\n",
            "## WARNINGS:\n",
            "\n",
            "This PPA is currently in testing, you should be experienced with packaging before you dive in here:\n",
            "\n",
            "Volunteers welcome!\n",
            "\n",
            "### How you can help:\n",
            "\n",
            "## Install PTS and benchmark your gear:\n",
            "\n",
            "    sudo apt-get install phoronix-test-suite\n",
            "\n",
            "Run the benchmark:\n",
            "\n",
            "    phoronix-test-suite default-benchmark openarena xonotic tesseract gputest unigine-valley\n",
            "\n",
            "and then say yes when it asks you to submit your results to openbechmarking.org. Then grab a cup of coffee, it takes a bit for the benchmarks to run. Depending on the version of Ubuntu you're using it might preferable for you to grabs PTS from upstream directly: http://www.phoronix-test-suite.com/?k=downloads\n",
            "\n",
            "## Share your results with the community:\n",
            "\n",
            "Post a link to your results (or any other feedback to): https://launchpad.net/~graphics-drivers-testers\n",
            "\n",
            "Remember to rerun and resubmit the benchmarks after driver upgrades, this will allow us to gather a bunch of data on performance that we can share with everybody.\n",
            "\n",
            "If you run into old documentation referring to other PPAs, you can help us by consolidating references to this PPA.\n",
            "\n",
            "If someone wants to go ahead and start prototyping on `software-properties-gtk` on what the GUI should look like, please start hacking!\n",
            "\n",
            "## Help us Help You!\n",
            "\n",
            "We use the donation funds to get the developers hardware to test and upload these drivers, please consider donating to the \"community\" slider on the donation page if you're loving this PPA:\n",
            "\n",
            "http://www.ubuntu.com/download/desktop/contribute\n",
            " More info: https://launchpad.net/~graphics-drivers/+archive/ubuntu/ppa\n",
            "Press [ENTER] to continue or Ctrl-c to cancel adding it.\n",
            "\n",
            "Hit:1 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:2 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n",
            "Get:4 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n",
            "Get:5 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease [15.4 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n",
            "Get:7 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease [3,626 B]\n",
            "Ign:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Ign:9 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Get:11 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release [564 B]\n",
            "Get:12 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release.gpg [833 B]\n",
            "Get:13 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic/main Sources [1,832 kB]\n",
            "Get:14 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic/main amd64 Packages [883 kB]\n",
            "Get:15 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [958 kB]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [1,253 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [1,392 kB]\n",
            "Get:19 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Packages [32.9 kB]\n",
            "Fetched 6,624 kB in 2s (2,911 kB/s)\n",
            "Reading package lists... Done\n",
            "Hit:1 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:2 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Hit:3 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "Hit:4 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "Hit:5 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:6 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:7 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Ign:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Ign:9 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Hit:11 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "43 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "Some packages could not be installed. This may mean that you have\n",
            "requested an impossible situation or if you are using the unstable\n",
            "distribution that some required packages have not yet been created\n",
            "or been moved out of Incoming.\n",
            "The following information may help to resolve the situation:\n",
            "\n",
            "The following packages have unmet dependencies:\n",
            " nvidia-384 : Depends: nvidia-driver-418 but it is not going to be installed\n",
            " nvidia-384-dev : Depends: nvidia-driver-418 but it is not going to be installed\n",
            "E: Unable to correct problems, you have held broken packages.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "build-essential is already the newest version (12.4ubuntu1).\n",
            "libglu1-mesa is already the newest version (9.0.0-2.1build1).\n",
            "libglu1-mesa set to manually installed.\n",
            "libglu1-mesa-dev is already the newest version (9.0.0-2.1build1).\n",
            "libglu1-mesa-dev set to manually installed.\n",
            "libxi-dev is already the newest version (2:1.7.9-1).\n",
            "libxi-dev set to manually installed.\n",
            "libxmu-dev is already the newest version (2:1.1.2-2).\n",
            "libxmu-dev set to manually installed.\n",
            "freeglut3-dev is already the newest version (2.8.1-3).\n",
            "freeglut3-dev set to manually installed.\n",
            "g++ is already the newest version (4:7.4.0-1ubuntu2.3).\n",
            "g++ set to manually installed.\n",
            "libx11-dev is already the newest version (2:1.6.4-3ubuntu0.2).\n",
            "libx11-dev set to manually installed.\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-440\n",
            "Use 'apt autoremove' to remove it.\n",
            "0 upgraded, 0 newly installed, 0 to remove and 43 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rSXnjOmvVYGw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9bfef410-7af5-4142-aeea-c5b834936a7e"
      },
      "source": [
        "!apt-get update\n",
        "!apt-get install cuda"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\r0% [Working]\r            \rHit:1 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "\r0% [Connecting to archive.ubuntu.com (91.189.88.142)] [Waiting for headers] [Co\r                                                                               \rHit:2 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "\r0% [Waiting for headers] [Connected to cloud.r-project.org (13.224.226.111)] [W\r0% [1 InRelease gpgv 21.3 kB] [Waiting for headers] [Connected to cloud.r-proje\r                                                                               \rHit:3 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "\r0% [1 InRelease gpgv 21.3 kB] [Connected to cloud.r-project.org (13.224.226.111\r                                                                               \rHit:4 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "\r0% [1 InRelease gpgv 21.3 kB] [Waiting for headers] [Connected to cloud.r-proje\r                                                                               \rHit:5 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "\r0% [1 InRelease gpgv 21.3 kB] [Connected to cloud.r-project.org (13.224.226.111\r                                                                               \rHit:6 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "\r0% [1 InRelease gpgv 21.3 kB] [Connected to cloud.r-project.org (13.224.226.111\r                                                                               \rHit:7 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "\r                                                                               \r0% [1 InRelease gpgv 21.3 kB] [Waiting for headers]\r                                                   \rIgn:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "\r0% [1 InRelease gpgv 21.3 kB] [Waiting for headers]\r                                                   \r0% [Waiting for headers]\r0% [2 InRelease gpgv 88.7 kB] [Waiting for headers]\r                                                   \rIgn:9 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "\r                                                   \r0% [2 InRelease gpgv 88.7 kB]\r                             \rHit:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Hit:11 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Reading package lists... Done\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-440\n",
            "Use 'apt autoremove' to remove it.\n",
            "The following additional packages will be installed:\n",
            "  cuda-11-0 cuda-command-line-tools-11-0 cuda-compiler-11-0 cuda-cudart-11-0\n",
            "  cuda-cudart-dev-11-0 cuda-cuobjdump-11-0 cuda-cupti-11-0 cuda-cupti-dev-11-0\n",
            "  cuda-demo-suite-11-0 cuda-documentation-11-0 cuda-driver-dev-11-0\n",
            "  cuda-gdb-11-0 cuda-libraries-11-0 cuda-libraries-dev-11-0 cuda-memcheck-11-0\n",
            "  cuda-nsight-11-0 cuda-nsight-compute-11-0 cuda-nsight-systems-11-0\n",
            "  cuda-nvcc-11-0 cuda-nvdisasm-11-0 cuda-nvml-dev-11-0 cuda-nvprof-11-0\n",
            "  cuda-nvprune-11-0 cuda-nvrtc-11-0 cuda-nvrtc-dev-11-0 cuda-nvtx-11-0\n",
            "  cuda-nvvp-11-0 cuda-runtime-11-0 cuda-samples-11-0 cuda-sanitizer-11-0\n",
            "  cuda-toolkit-11-0 cuda-tools-11-0 cuda-visual-tools-11-0 libcublas-11-0\n",
            "  libcublas-dev-11-0 libcufft-11-0 libcufft-dev-11-0 libcurand-11-0\n",
            "  libcurand-dev-11-0 libcusolver-11-0 libcusolver-dev-11-0 libcusparse-11-0\n",
            "  libcusparse-dev-11-0 libnpp-11-0 libnpp-dev-11-0 libnvjpeg-11-0\n",
            "  libnvjpeg-dev-11-0\n",
            "The following NEW packages will be installed:\n",
            "  cuda cuda-11-0 cuda-command-line-tools-11-0 cuda-compiler-11-0\n",
            "  cuda-cudart-11-0 cuda-cudart-dev-11-0 cuda-cuobjdump-11-0 cuda-cupti-11-0\n",
            "  cuda-cupti-dev-11-0 cuda-demo-suite-11-0 cuda-documentation-11-0\n",
            "  cuda-driver-dev-11-0 cuda-gdb-11-0 cuda-libraries-11-0\n",
            "  cuda-libraries-dev-11-0 cuda-memcheck-11-0 cuda-nsight-11-0\n",
            "  cuda-nsight-compute-11-0 cuda-nsight-systems-11-0 cuda-nvcc-11-0\n",
            "  cuda-nvdisasm-11-0 cuda-nvml-dev-11-0 cuda-nvprof-11-0 cuda-nvprune-11-0\n",
            "  cuda-nvrtc-11-0 cuda-nvrtc-dev-11-0 cuda-nvtx-11-0 cuda-nvvp-11-0\n",
            "  cuda-runtime-11-0 cuda-samples-11-0 cuda-sanitizer-11-0 cuda-toolkit-11-0\n",
            "  cuda-tools-11-0 cuda-visual-tools-11-0 libcublas-11-0 libcublas-dev-11-0\n",
            "  libcufft-11-0 libcufft-dev-11-0 libcurand-11-0 libcurand-dev-11-0\n",
            "  libcusolver-11-0 libcusolver-dev-11-0 libcusparse-11-0 libcusparse-dev-11-0\n",
            "  libnpp-11-0 libnpp-dev-11-0 libnvjpeg-11-0 libnvjpeg-dev-11-0\n",
            "0 upgraded, 48 newly installed, 0 to remove and 43 not upgraded.\n",
            "Need to get 1,506 MB of archives.\n",
            "After this operation, 3,797 MB of additional disk space will be used.\n",
            "Get:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cudart-11-0 11.0.171-1 [129 kB]\n",
            "Get:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvrtc-11-0 11.0.167-1 [6,513 kB]\n",
            "Get:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcublas-11-0 11.0.0.191-1 [99.9 MB]\n",
            "Get:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcufft-11-0 10.1.3.191-1 [92.6 MB]\n",
            "Get:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcurand-11-0 10.2.0.191-1 [39.0 MB]\n",
            "Get:6 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcusolver-11-0 10.4.0.191-1 [253 MB]\n",
            "Get:7 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcusparse-11-0 11.0.0.191-1 [62.3 MB]\n",
            "Get:8 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libnpp-11-0 11.0.0.191-1 [56.2 MB]\n",
            "Get:9 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libnvjpeg-11-0 11.0.0.191-1 [1,386 kB]\n",
            "Get:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-libraries-11-0 11.0.1-1 [2,466 B]\n",
            "Get:11 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-runtime-11-0 11.0.1-1 [2,408 B]\n",
            "Get:12 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cuobjdump-11-0 11.0.167-1 [102 kB]\n",
            "Get:13 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-driver-dev-11-0 11.0.171-1 [25.1 kB]\n",
            "Get:14 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cudart-dev-11-0 11.0.171-1 [1,659 kB]\n",
            "Get:15 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvcc-11-0 11.0.167-1 [21.0 MB]\n",
            "Get:16 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvprune-11-0 11.0.167-1 [53.1 kB]\n",
            "Get:17 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-compiler-11-0 11.0.1-1 [2,400 B]\n",
            "Get:18 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvrtc-dev-11-0 11.0.167-1 [21.6 kB]\n",
            "Get:19 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcublas-dev-11-0 11.0.0.191-1 [102 MB]\n",
            "Get:20 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcufft-dev-11-0 10.1.3.191-1 [170 MB]\n",
            "Get:21 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcurand-dev-11-0 10.2.0.191-1 [39.2 MB]\n",
            "Get:22 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcusolver-dev-11-0 10.4.0.191-1 [17.9 MB]\n",
            "Get:23 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libcusparse-dev-11-0 11.0.0.191-1 [62.5 MB]\n",
            "Get:24 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libnpp-dev-11-0 11.0.0.191-1 [57.0 MB]\n",
            "Get:25 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  libnvjpeg-dev-11-0 11.0.0.191-1 [1,318 kB]\n",
            "Get:26 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-libraries-dev-11-0 11.0.1-1 [2,484 B]\n",
            "Get:27 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-cupti-11-0 11.0.167-1 [10.3 MB]\n",
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            "Get:29 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvdisasm-11-0 11.0.167-1 [28.2 MB]\n",
            "Get:30 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-gdb-11-0 11.0.172-1 [3,829 kB]\n",
            "Get:31 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-memcheck-11-0 11.0.167-1 [144 kB]\n",
            "Get:32 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvprof-11-0 11.0.167-1 [1,912 kB]\n",
            "Get:33 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvtx-11-0 11.0.167-1 [51.1 kB]\n",
            "Get:34 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-sanitizer-11-0 11.0.167-1 [7,010 kB]\n",
            "Get:35 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-command-line-tools-11-0 11.0.1-1 [2,456 B]\n",
            "Get:36 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nsight-compute-11-0 11.0.1-1 [3,684 B]\n",
            "Get:37 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nsight-systems-11-0 11.0.1-1 [3,248 B]\n",
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            "Get:39 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvml-dev-11-0 11.0.167-1 [71.9 kB]\n",
            "Get:40 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-nvvp-11-0 11.0.167-1 [115 MB]\n",
            "Get:41 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-visual-tools-11-0 11.0.1-1 [2,912 B]\n",
            "Get:42 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-tools-11-0 11.0.1-1 [2,360 B]\n",
            "Get:43 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-samples-11-0 11.0.167-1 [68.1 MB]\n",
            "Get:44 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-documentation-11-0 11.0.182-1 [63.1 MB]\n",
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            "Get:46 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda-demo-suite-11-0 11.0.167-1 [3,948 kB]\n",
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            "Get:48 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  cuda 11.0.1-1 [2,380 B]\n",
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            "Setting up cuda-tools-11-0 (11.0.1-1) ...\n",
            "Setting up cuda-toolkit-11-0 (11.0.1-1) ...\n",
            "Setting up cuda-11-0 (11.0.1-1) ...\n",
            "Setting up cuda (11.0.1-1) ...\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R_kAZoKXXgy9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "03174b59-2516-4fd0-a031-e5cdd2d40cd3"
      },
      "source": [
        "!pip3 install torchvision"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (0.6.0+cu101)\n",
            "Requirement already satisfied: torch==1.5.0 in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.5.0)\n",
            "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/dist-packages (from torchvision) (7.0.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from torchvision) (1.18.5)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch==1.5.0->torchvision) (0.16.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lNy83LnrZ36y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "outputId": "824298c6-470d-4ea1-a1d9-a8ae7bf64924"
      },
      "source": [
        "!conda uninstall -y cuda91; conda install pytorch torchvision cuda90 -c pytorch"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Solving environment: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bfailed\n",
            "\n",
            "PackagesNotFoundError: The following packages are missing from the target environment:\n",
            "  - cuda91\n",
            "\n",
            "\n",
            "Solving environment: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| 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\b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs: \n",
            "    - cuda90\n",
            "    - pytorch\n",
            "    - torchvision\n",
            "\n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "    ca-certificates: 2018.03.07-0            --> 2020.1.1-0                     \n",
            "    cairo:           1.14.12-h7636065_2      --> 1.14.12-h8948797_3             \n",
            "    certifi:         2018.4.16-py36_0        --> 2020.4.5.1-py36_0              \n",
            "    conda:           4.5.4-py36_0            --> 4.8.3-py36_0                   \n",
            "    cryptography:    2.2.2-py36h14c3975_0    --> 2.9.2-py36h1ba5d50_0           \n",
            "    curl:            7.60.0-h84994c4_0       --> 7.67.0-hbc83047_0              \n",
            "    expat:           2.2.5-he0dffb1_0        --> 2.2.6-he6710b0_0               \n",
            "    fontconfig:      2.12.6-h49f89f6_0       --> 2.13.0-h9420a91_0              \n",
            "    freetype:        2.8-hab7d2ae_1          --> 2.9.1-h8a8886c_1               \n",
            "    glib:            2.56.1-h000015b_0       --> 2.56.2-hd408876_0              \n",
            "    harfbuzz:        1.7.6-h5f0a787_1        --> 1.8.8-hffaf4a1_0               \n",
            "    libcurl:         7.60.0-h1ad7b7a_0       --> 7.67.0-h20c2e04_0              \n",
            "    libgcc-ng:       7.2.0-hdf63c60_3        --> 9.1.0-hdf63c60_0               \n",
            "    libpng:          1.6.34-hb9fc6fc_0       --> 1.6.37-hbc83047_0              \n",
            "    libssh2:         1.8.0-h9cfc8f7_4        --> 1.9.0-h1ba5d50_1               \n",
            "    libstdcxx-ng:    7.2.0-hdf63c60_3        --> 9.1.0-hdf63c60_0               \n",
            "    openssl:         1.0.2o-h20670df_0       --> 1.1.1g-h7b6447c_0              \n",
            "    pango:           1.41.0-hd475d92_0       --> 1.42.3-h8589676_0              \n",
            "    pillow:          5.1.0-py36h3deb7b8_0    --> 5.4.1-py36h34e0f95_0           \n",
            "    pycurl:          7.43.0.1-py36hb7f436b_0 --> 7.43.0.5-py36h1ba5d50_0        \n",
            "    python:          3.6.5-hc3d631a_2        --> 3.6.8-h0371630_0               \n",
            "    qt:              5.9.5-h7e424d6_0        --> 5.9.7-h5867ecd_1               \n",
            "    sqlite:          3.23.1-he433501_0       --> 3.26.0-h7b6447c_0              \n",
            "    tk:              8.6.7-hc745277_3        --> 8.6.8-hbc83047_0               \n",
            "    torchvision:     0.2.1-py36_0            --> 0.6.0-py36_cu102        pytorch\n",
            "\n",
            "The following packages will be DOWNGRADED:\n",
            "\n",
            "    krb5:            1.17.1-h173b8e3_0       --> 1.16.1-h173b8e3_7              \n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "Preparing transaction: | \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Verifying transaction: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Executing transaction: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\bdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4LQ1idy5au4l",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 629
        },
        "outputId": "3cdac544-7b75-489e-c41c-94b662012e05"
      },
      "source": [
        "!conda install pytorch=0.4.1 cuda90 -c pytorch"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Collecting package metadata (repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "Solving environment: - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - cuda90\n",
            "    - pytorch=0.4.1\n",
            "\n",
            "\n",
            "The following packages will be SUPERSEDED by a higher-priority channel:\n",
            "\n",
            "  torchvision        pytorch/linux-64::torchvision-0.6.0-p~ --> pytorch/noarch::torchvision-0.2.1-py_2\n",
            "\n",
            "The following packages will be DOWNGRADED:\n",
            "\n",
            "  pytorch              1.5.0-py3.6_cuda10.2.89_cudnn7.6.5_0 --> 0.4.1-py36_py35_py27__9.0.176_7.1.2_2\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "Preparing transaction: - \b\bdone\n",
            "Verifying transaction: | \b\b/ \b\bdone\n",
            "Executing transaction: \\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\b| \b\bdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Crwzlwl6howI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 952
        },
        "outputId": "eb25475a-66c6-41a3-bc29-0416ca4dfe0e"
      },
      "source": [
        "!apt-get install software-properties-common\n",
        "!add-apt-repository ppa:ubuntu-toolchain-r/test\n",
        "!apt-get update\n",
        "!apt-get install gcc-4.9 g++-4.9\n",
        "!update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.9 60 --slave /usr/bin/g++ g++ /usr/bin/g++-4.9"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "software-properties-common is already the newest version (0.96.24.32.13).\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-440\n",
            "Use 'apt autoremove' to remove it.\n",
            "0 upgraded, 0 newly installed, 0 to remove and 43 not upgraded.\n",
            " Toolchain test builds; see https://wiki.ubuntu.com/ToolChain\n",
            "\n",
            " More info: https://launchpad.net/~ubuntu-toolchain-r/+archive/ubuntu/test\n",
            "Press [ENTER] to continue or Ctrl-c to cancel adding it.\n",
            "\n",
            "Hit:1 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:2 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:3 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Hit:4 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:5 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "Hit:6 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "Get:7 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic InRelease [15.4 kB]\n",
            "Hit:8 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Ign:9 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Ign:10 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:11 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Hit:12 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Get:13 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic/main amd64 Packages [39.9 kB]\n",
            "Fetched 55.3 kB in 2s (28.2 kB/s)\n",
            "Reading package lists... Done\n",
            "Hit:1 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n",
            "Hit:2 http://archive.ubuntu.com/ubuntu bionic InRelease\n",
            "Hit:3 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n",
            "Hit:4 http://ppa.launchpad.net/marutter/c2d4u3.5/ubuntu bionic InRelease\n",
            "Hit:5 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n",
            "Hit:6 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic InRelease\n",
            "Hit:7 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran35/ InRelease\n",
            "Hit:8 http://security.ubuntu.com/ubuntu bionic-security InRelease\n",
            "Ign:9 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n",
            "Ign:10 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n",
            "Hit:11 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n",
            "Hit:12 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n",
            "Reading package lists... Done\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "Package gcc-4.9 is not available, but is referred to by another package.\n",
            "This may mean that the package is missing, has been obsoleted, or\n",
            "is only available from another source\n",
            "\n",
            "Package g++-4.9 is not available, but is referred to by another package.\n",
            "This may mean that the package is missing, has been obsoleted, or\n",
            "is only available from another source\n",
            "\n",
            "E: Package 'gcc-4.9' has no installation candidate\n",
            "E: Package 'g++-4.9' has no installation candidate\n",
            "update-alternatives: error: alternative path /usr/bin/gcc-4.9 doesn't exist\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jUOAMaUkkEmT",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 632
        },
        "outputId": "8e9c3cd9-83e8-403f-c8cf-2b9a6ee4b8dc"
      },
      "source": [
        "!pip install torch==1.5.0+cu101 torchvision==0.6.0+cu101 -f https://download.pytorch.org/whl/torch_stable.html\n"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Looking in links: https://download.pytorch.org/whl/torch_stable.html\n",
            "Collecting torch==1.5.0+cu101\n",
            "\u001b[?25l  Downloading https://download.pytorch.org/whl/cu101/torch-1.5.0%2Bcu101-cp36-cp36m-linux_x86_64.whl (703.8MB)\n",
            "\u001b[K    100% |████████████████████████████████| 703.8MB 32kB/s \n",
            "tcmalloc: large alloc 1073750016 bytes == 0x5574f3922000 @  0x7f62c70b02a4 0x55748da1fac5 0x7f62c4f488a2 0x55748da1a7d0 0x55748daa142c 0x55748dac638a 0x55748da9b53b 0x55748daa1505 0x55748dac638a 0x55748da9a8e4 0x55748da9b771 0x55748daa1505 0x55748dac638a 0x55748da9a8e4 0x55748da9b771 0x55748daa1505 0x55748dac638a 0x55748da9a8e4 0x55748da9b771 0x55748daa1505 0x55748dac7147 0x55748da9b53b 0x55748daa1505 0x55748dac638a 0x55748da9a8e4 0x55748da9b771 0x55748daa1505 0x55748dac7147 0x55748da9a8e4 0x55748da9b771 0x55748daa1505\n",
            "\u001b[?25hCollecting torchvision==0.6.0+cu101\n",
            "\u001b[?25l  Downloading https://download.pytorch.org/whl/cu101/torchvision-0.6.0%2Bcu101-cp36-cp36m-linux_x86_64.whl (6.6MB)\n",
            "\u001b[K    100% |████████████████████████████████| 6.6MB 1.0MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/site-packages (from torch==1.5.0+cu101) (1.14.6)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/site-packages (from torch==1.5.0+cu101) (0.18.2)\n",
            "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/site-packages (from torchvision==0.6.0+cu101) (5.4.1)\n",
            "\u001b[31mqdarkstyle 2.8.1 requires helpdev>=0.6.10, which is not installed.\u001b[0m\n",
            "\u001b[31mdistributed 1.21.8 requires msgpack, which is not installed.\u001b[0m\n",
            "\u001b[31mqdarkstyle 2.8.1 has requirement qtpy>=1.9, but you'll have qtpy 1.4.1 which is incompatible.\u001b[0m\n",
            "\u001b[31mjupyter-console 5.2.0 has requirement prompt_toolkit<2.0.0,>=1.0.0, but you'll have prompt-toolkit 3.0.5 which is incompatible.\u001b[0m\n",
            "\u001b[31mipython 6.4.0 has requirement prompt-toolkit<2.0.0,>=1.0.15, but you'll have prompt-toolkit 3.0.5 which is incompatible.\u001b[0m\n",
            "\u001b[31mintervaltree 3.0.2 has requirement sortedcontainers<3.0,>=2.0, but you'll have sortedcontainers 1.5.10 which is incompatible.\u001b[0m\n",
            "Installing collected packages: torch, torchvision\n",
            "  Found existing installation: torch 1.5.0+cu92\n",
            "    Uninstalling torch-1.5.0+cu92:\n",
            "      Successfully uninstalled torch-1.5.0+cu92\n",
            "  Found existing installation: torchvision 0.6.0+cu92\n",
            "    Uninstalling torchvision-0.6.0+cu92:\n",
            "      Successfully uninstalled torchvision-0.6.0+cu92\n",
            "Successfully installed torch-1.5.0+cu101 torchvision-0.6.0+cu101\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ypZmNHOjmACQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "outputId": "b1aa3e30-f6ea-4211-b5b3-e867b4cf3be9"
      },
      "source": [
        "!pip install --upgrade torch==0.4.1"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "Collecting torch==0.4.1\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/49/0e/e382bcf1a6ae8225f50b99cc26effa2d4cc6d66975ccf3fa9590efcbedce/torch-0.4.1-cp36-cp36m-manylinux1_x86_64.whl (519.5MB)\n",
            "\u001b[K    100% |████████████████████████████████| 519.5MB 47kB/s \n",
            "tcmalloc: large alloc 1073750016 bytes == 0x556e4f5da000 @  0x7fc192b572a4 0x556df7137ac5 0x7fc1909ef8a2 0x556df71327d0 0x556df71b942c 0x556df71de38a 0x556df71b353b 0x556df71b9505 0x556df71de38a 0x556df71b28e4 0x556df71b3771 0x556df71b9505 0x556df71de38a 0x556df71b28e4 0x556df71b3771 0x556df71b9505 0x556df71de38a 0x556df71b28e4 0x556df71b3771 0x556df71b9505 0x556df71df147 0x556df71b353b 0x556df71b9505 0x556df71de38a 0x556df71b28e4 0x556df71b3771 0x556df71b9505 0x556df71df147 0x556df71b28e4 0x556df71b3771 0x556df71b9505\n",
            "\u001b[31mqdarkstyle 2.8.1 requires helpdev>=0.6.10, which is not installed.\u001b[0m\n",
            "\u001b[31mdistributed 1.21.8 requires msgpack, which is not installed.\u001b[0m\n",
            "\u001b[31mtorchvision 0.6.0+cu101 has requirement torch==1.5.0, but you'll have torch 0.4.1 which is incompatible.\u001b[0m\n",
            "\u001b[31mqdarkstyle 2.8.1 has requirement qtpy>=1.9, but you'll have qtpy 1.4.1 which is incompatible.\u001b[0m\n",
            "\u001b[31mjupyter-console 5.2.0 has requirement prompt_toolkit<2.0.0,>=1.0.0, but you'll have prompt-toolkit 3.0.5 which is incompatible.\u001b[0m\n",
            "\u001b[31mipython 6.4.0 has requirement prompt-toolkit<2.0.0,>=1.0.15, but you'll have prompt-toolkit 3.0.5 which is incompatible.\u001b[0m\n",
            "\u001b[31mintervaltree 3.0.2 has requirement sortedcontainers<3.0,>=2.0, but you'll have sortedcontainers 1.5.10 which is incompatible.\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: torch\n",
            "  Found existing installation: torch 1.5.0+cu101\n",
            "    Uninstalling torch-1.5.0+cu101:\n",
            "      Successfully uninstalled torch-1.5.0+cu101\n",
            "Successfully installed torch-0.4.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vo6MsbvZ1v2h",
        "colab_type": "code",
        "outputId": "ffb3df41-4eea-4a52-edb8-ee401f59fc1f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!python /content/pvcnn/train.py configs/kitti/frustum/pvcnne.py --devices 0 --evaluate --configs.evaluate.best_checkpoint_path kitti.frustum.pvcnne.pth.tar --configs.evaluate.num_tests"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Error processing line 1 of /usr/local/lib/python3.6/site-packages/matplotlib-3.1.3-py3.6-nspkg.pth:\n",
            "\n",
            "  Traceback (most recent call last):\n",
            "    File \"/usr/local/lib/python3.6/site.py\", line 168, in addpackage\n",
            "      exec(line)\n",
            "    File \"<string>\", line 1, in <module>\n",
            "    File \"<frozen importlib._bootstrap>\", line 568, in module_from_spec\n",
            "  AttributeError: 'NoneType' object has no attribute 'loader'\n",
            "\n",
            "Remainder of file ignored\n",
            "==> loading configs from ['configs/kitti/frustum/pvcnne.py']\n",
            "/usr/local/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
            "  from ._conv import register_converters as _register_converters\n",
            "/usr/local/lib/python3.6/site-packages/torch/utils/cpp_extension.py:118: UserWarning: \n",
            "\n",
            "                               !! WARNING !!\n",
            "\n",
            "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n",
            "Your compiler (c++) may be ABI-incompatible with PyTorch!\n",
            "Please use a compiler that is ABI-compatible with GCC 4.9 and above.\n",
            "See https://gcc.gnu.org/onlinedocs/libstdc++/manual/abi.html.\n",
            "\n",
            "See https://gist.github.com/goldsborough/d466f43e8ffc948ff92de7486c5216d6\n",
            "for instructions on how to install GCC 4.9 or higher.\n",
            "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!\n",
            "\n",
            "                              !! WARNING !!\n",
            "\n",
            "  warnings.warn(ABI_INCOMPATIBILITY_WARNING.format(compiler))\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.6/site-packages/torch/utils/cpp_extension.py\", line 759, in _build_extension_module\n",
            "    ['ninja', '-v'], stderr=subprocess.STDOUT, cwd=build_directory)\n",
            "  File \"/usr/local/lib/python3.6/subprocess.py\", line 356, in check_output\n",
            "    **kwargs).stdout\n",
            "  File \"/usr/local/lib/python3.6/subprocess.py\", line 438, in run\n",
            "    output=stdout, stderr=stderr)\n",
            "subprocess.CalledProcessError: Command '['ninja', '-v']' returned non-zero exit status 1.\n",
            "\n",
            "During handling of the above exception, another exception occurred:\n",
            "\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/pvcnn/train.py\", line 266, in <module>\n",
            "    main()\n",
            "  File \"/content/pvcnn/train.py\", line 79, in main\n",
            "    configs = prepare()\n",
            "  File \"/content/pvcnn/train.py\", line 24, in prepare\n",
            "    configs.update_from_modules(*args.configs)\n",
            "  File \"/content/pvcnn/utils/config.py\", line 113, in update_from_modules\n",
            "    importlib.import_module(module)\n",
            "  File \"/usr/local/lib/python3.6/importlib/__init__.py\", line 126, in import_module\n",
            "    return _bootstrap._gcd_import(name[level:], package, level)\n",
            "  File \"<frozen importlib._bootstrap>\", line 994, in _gcd_import\n",
            "  File \"<frozen importlib._bootstrap>\", line 971, in _find_and_load\n",
            "  File \"<frozen importlib._bootstrap>\", line 941, in _find_and_load_unlocked\n",
            "  File \"<frozen importlib._bootstrap>\", line 219, in _call_with_frames_removed\n",
            "  File \"<frozen importlib._bootstrap>\", line 994, in _gcd_import\n",
            "  File \"<frozen importlib._bootstrap>\", line 971, in _find_and_load\n",
            "  File \"<frozen importlib._bootstrap>\", line 955, in _find_and_load_unlocked\n",
            "  File \"<frozen importlib._bootstrap>\", line 665, in _load_unlocked\n",
            "  File \"<frozen importlib._bootstrap_external>\", line 678, in exec_module\n",
            "  File \"<frozen importlib._bootstrap>\", line 219, in _call_with_frames_removed\n",
            "  File \"/content/pvcnn/configs/kitti/frustum/__init__.py\", line 7, in <module>\n",
            "    from meters.kitti import MeterFrustumKitti\n",
            "  File \"/content/pvcnn/meters/kitti/__init__.py\", line 1, in <module>\n",
            "    from meters.kitti.frustum import MeterFrustumKitti\n",
            "  File \"/content/pvcnn/meters/kitti/frustum.py\", line 4, in <module>\n",
            "    from modules.frustum import get_box_corners_3d\n",
            "  File \"/content/pvcnn/modules/__init__.py\", line 1, in <module>\n",
            "    from modules.ball_query import BallQuery\n",
            "  File \"/content/pvcnn/modules/ball_query.py\", line 4, in <module>\n",
            "    import modules.functional as F\n",
            "  File \"/content/pvcnn/modules/functional/__init__.py\", line 1, in <module>\n",
            "    from modules.functional.ball_query import ball_query\n",
            "  File \"/content/pvcnn/modules/functional/ball_query.py\", line 3, in <module>\n",
            "    from modules.functional.backend import _backend\n",
            "  File \"/content/pvcnn/modules/functional/backend.py\", line 21, in <module>\n",
            "    'bindings.cpp',\n",
            "  File \"/usr/local/lib/python3.6/site-packages/torch/utils/cpp_extension.py\", line 514, in load\n",
            "    with_cuda=with_cuda)\n",
            "  File \"/usr/local/lib/python3.6/site-packages/torch/utils/cpp_extension.py\", line 682, in _jit_compile\n",
            "    _build_extension_module(name, build_directory)\n",
            "  File \"/usr/local/lib/python3.6/site-packages/torch/utils/cpp_extension.py\", line 765, in _build_extension_module\n",
            "    name, error.output.decode()))\n",
            "RuntimeError: Error building extension '_pvcnn_backend': [1/14] c++ -MMD -MF grouping.o.d -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++11 -O3 -std=c++17 -c /content/pvcnn/modules/functional/src/grouping/grouping.cpp -o grouping.o\n",
            "FAILED: grouping.o \n",
            "c++ -MMD -MF grouping.o.d -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++11 -O3 -std=c++17 -c /content/pvcnn/modules/functional/src/grouping/grouping.cpp -o grouping.o\n",
            "In file included from /content/pvcnn/modules/functional/src/grouping/grouping.cpp:1:0:\n",
            "/content/pvcnn/modules/functional/src/grouping/grouping.hpp:4:10: fatal error: torch/extension.h: No such file or directory\n",
            " #include <torch/extension.h>\n",
            "          ^~~~~~~~~~~~~~~~~~~\n",
            "compilation terminated.\n",
            "[2/14] c++ -MMD -MF ball_query.o.d -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++11 -O3 -std=c++17 -c /content/pvcnn/modules/functional/src/ball_query/ball_query.cpp -o ball_query.o\n",
            "FAILED: ball_query.o \n",
            "c++ -MMD -MF ball_query.o.d -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++11 -O3 -std=c++17 -c /content/pvcnn/modules/functional/src/ball_query/ball_query.cpp -o ball_query.o\n",
            "In file included from /content/pvcnn/modules/functional/src/ball_query/ball_query.cpp:1:0:\n",
            "/content/pvcnn/modules/functional/src/ball_query/ball_query.hpp:4:10: fatal error: torch/extension.h: No such file or directory\n",
            " #include <torch/extension.h>\n",
            "          ^~~~~~~~~~~~~~~~~~~\n",
            "compilation terminated.\n",
            "[3/14] /usr/local/cuda/bin/nvcc -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 --compiler-options '-fPIC' -std=c++11 -c /content/pvcnn/modules/functional/src/ball_query/ball_query.cu -o ball_query.cuda.o\n",
            "FAILED: ball_query.cuda.o \n",
            "/usr/local/cuda/bin/nvcc -DTORCH_EXTENSION_NAME=_pvcnn_backend -I/usr/local/lib/python3.6/site-packages/torch/lib/include -I/usr/local/lib/python3.6/site-packages/torch/lib/include/TH -I/usr/local/lib/python3.6/site-packages/torch/lib/include/THC -I/usr/local/cuda/include -I/usr/local/include/python3.6m -D_GLIBCXX_USE_CXX11_ABI=0 --compiler-options '-fPIC' -std=c++11 -c /content/pvcnn/modules/functional/src/ball_query/ball_query.cu -o ball_query.cuda.o\n",
            "In file included from /content/pvcnn/modules/functional/src/ball_query/ball_query.cu:5:0:\n",
            "/content/pvcnn/modules/functional/src/ball_query/../cuda_utils.cuh:5:10: fatal error: ATen/cuda/CUDAContext.h: No such file or directory\n",
            " #include <ATen/cuda/CUDAContext.h>\n",
            "          ^~~~~~~~~~~~~~~~~~~~~~~~~\n",
            "compilation terminated.\n",
            "ninja: build stopped: subcommand failed.\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AD1DQe7rl-9z",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cnBN5ZBebBb0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "8acb9e0b-4978-4677-c4fc-98c8f8b23f26"
      },
      "source": [
        "import torch\n",
        "torch.cuda.is_available()\n",
        "torch._C._cuda_getDriverVersion()"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "10010"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    }
  ]
}