MPRNet.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "FYP.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wHBQcQzjD6HJ"
      },
      "source": [
        "**Connect google drive**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bwp6NIrsZZFP",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ac0ca65f-72b9-48c5-84fe-a98a2ee38ce0"
      },
      "source": [
        "# Check if NVIDIA GPU is enabled\n",
        "!nvidia-smi"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sun Mar 27 00:24:28 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla P100-PCIE...  Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   35C    P0    28W / 250W |      0MiB / 16280MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7gDOF3mU-TAn"
      },
      "source": [
        "**1) Setup Conda env and install Requirement lib**\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!which python\n",
        "#/usr/local/bin/pytho\n",
        "!echo $PYTHONPATH\n",
        "#/env/python\n",
        "!python --version\n",
        "\n",
        "\n",
        "!which conda\n",
        "\n",
        "%env PYTHONPATH="
      ],
      "metadata": {
        "id": "5YrY4DX59_pR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c89cf942-8563-4220-b03d-571c4bf9e90d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/bin/python\n",
            "/env/python\n",
            "Python 3.7.13\n",
            "env: PYTHONPATH=\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bash\n",
        "MINICONDA_INSTALLER_SCRIPT=Miniconda3-4.5.4-Linux-x86_64.sh\n",
        "MINICONDA_PREFIX=/usr/local\n",
        "wget https://repo.continuum.io/miniconda/$MINICONDA_INSTALLER_SCRIPT\n",
        "chmod +x $MINICONDA_INSTALLER_SCRIPT\n",
        "./$MINICONDA_INSTALLER_SCRIPT -b -f -p $MINICONDA_PREFIX"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9r4mFWcT_eeK",
        "outputId": "dc566850-d2cd-4442-9460-cf408de63840"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "PREFIX=/usr/local\n",
            "installing: python-3.6.5-hc3d631a_2 ...\n",
            "installing: ca-certificates-2018.03.07-0 ...\n",
            "installing: conda-env-2.6.0-h36134e3_1 ...\n",
            "installing: libgcc-ng-7.2.0-hdf63c60_3 ...\n",
            "installing: libstdcxx-ng-7.2.0-hdf63c60_3 ...\n",
            "installing: libffi-3.2.1-hd88cf55_4 ...\n",
            "installing: ncurses-6.1-hf484d3e_0 ...\n",
            "installing: openssl-1.0.2o-h20670df_0 ...\n",
            "installing: tk-8.6.7-hc745277_3 ...\n",
            "installing: xz-5.2.4-h14c3975_4 ...\n",
            "installing: yaml-0.1.7-had09818_2 ...\n",
            "installing: zlib-1.2.11-ha838bed_2 ...\n",
            "installing: libedit-3.1.20170329-h6b74fdf_2 ...\n",
            "installing: readline-7.0-ha6073c6_4 ...\n",
            "installing: sqlite-3.23.1-he433501_0 ...\n",
            "installing: asn1crypto-0.24.0-py36_0 ...\n",
            "installing: certifi-2018.4.16-py36_0 ...\n",
            "installing: chardet-3.0.4-py36h0f667ec_1 ...\n",
            "installing: idna-2.6-py36h82fb2a8_1 ...\n",
            "installing: pycosat-0.6.3-py36h0a5515d_0 ...\n",
            "installing: pycparser-2.18-py36hf9f622e_1 ...\n",
            "installing: pysocks-1.6.8-py36_0 ...\n",
            "installing: ruamel_yaml-0.15.37-py36h14c3975_2 ...\n",
            "installing: six-1.11.0-py36h372c433_1 ...\n",
            "installing: cffi-1.11.5-py36h9745a5d_0 ...\n",
            "installing: setuptools-39.2.0-py36_0 ...\n",
            "installing: cryptography-2.2.2-py36h14c3975_0 ...\n",
            "installing: wheel-0.31.1-py36_0 ...\n",
            "installing: pip-10.0.1-py36_0 ...\n",
            "installing: pyopenssl-18.0.0-py36_0 ...\n",
            "installing: urllib3-1.22-py36hbe7ace6_0 ...\n",
            "installing: requests-2.18.4-py36he2e5f8d_1 ...\n",
            "installing: conda-4.5.4-py36_0 ...\n",
            "installation finished.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "--2022-03-27 00:38:43--  https://repo.continuum.io/miniconda/Miniconda3-4.5.4-Linux-x86_64.sh\n",
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            "Connecting to repo.continuum.io (repo.continuum.io)|104.18.200.79|:443... connected.\n",
            "HTTP request sent, awaiting response... 301 Moved Permanently\n",
            "Location: https://repo.anaconda.com/miniconda/Miniconda3-4.5.4-Linux-x86_64.sh [following]\n",
            "--2022-03-27 00:38:43--  https://repo.anaconda.com/miniconda/Miniconda3-4.5.4-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: 58468498 (56M) [application/x-sh]\n",
            "Saving to: ‘Miniconda3-4.5.4-Linux-x86_64.sh’\n",
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            "  7900K .......... .......... .......... .......... .......... 13%  265M 0s\n",
            "  7950K .......... .......... .......... .......... .......... 14%  214M 0s\n",
            "  8000K .......... .......... .......... .......... .......... 14%  183M 0s\n",
            "  8050K .......... .......... .......... .......... .......... 14%  156M 0s\n",
            "  8100K .......... .......... .......... .......... .......... 14%  244M 0s\n",
            "  8150K .......... .......... .......... .......... .......... 14%  223M 0s\n",
            "  8200K .......... .......... .......... .......... .......... 14%  244M 0s\n",
            "  8250K .......... .......... .......... .......... .......... 14%  196M 0s\n",
            "  8300K .......... .......... .......... .......... .......... 14%  251M 0s\n",
            "  8350K .......... .......... .......... .......... .......... 14%  211M 0s\n",
            "  8400K .......... .......... .......... .......... .......... 14%  263M 0s\n",
            "  8450K .......... .......... .......... .......... .......... 14%  254M 0s\n",
            "  8500K .......... .......... .......... .......... .......... 14%  169M 0s\n",
            "  8550K .......... .......... .......... .......... .......... 15%  145M 0s\n",
            "  8600K .......... .......... .......... .......... .......... 15%  182M 0s\n",
            "  8650K .......... .......... .......... .......... .......... 15%  212M 0s\n",
            "  8700K .......... .......... .......... .......... .......... 15%  247M 0s\n",
            "  8750K .......... .......... .......... .......... .......... 15%  219M 0s\n",
            "  8800K .......... .......... .......... .......... .......... 15%  256M 0s\n",
            "  8850K .......... .......... .......... .......... .......... 15%  246M 0s\n",
            "  8900K .......... .......... .......... .......... .......... 15%  244M 0s\n",
            "  8950K .......... .......... .......... .......... .......... 15%  163M 0s\n",
            "  9000K .......... .......... .......... .......... .......... 15%  164M 0s\n",
            "  9050K .......... .......... .......... .......... .......... 15%  234M 0s\n",
            "  9100K .......... .......... .......... .......... .......... 16%  213M 0s\n",
            "  9150K .......... .......... .......... .......... .......... 16%  213M 0s\n",
            "  9200K .......... .......... .......... .......... .......... 16%  181M 0s\n",
            "  9250K .......... .......... .......... .......... .......... 16%  233M 0s\n",
            "  9300K .......... .......... .......... .......... .......... 16%  246M 0s\n",
            "  9350K .......... .......... .......... .......... .......... 16%  221M 0s\n",
            "  9400K .......... .......... .......... .......... .......... 16%  266M 0s\n",
            "  9450K .......... .......... .......... .......... .......... 16%  256M 0s\n",
            "  9500K .......... .......... .......... .......... .......... 16%  255M 0s\n",
            "  9550K .......... .......... .......... .......... .......... 16%  141M 0s\n",
            "  9600K .......... .......... .......... .......... .......... 16%  198M 0s\n",
            "  9650K .......... .......... .......... .......... .......... 16%  256M 0s\n",
            "  9700K .......... .......... .......... .......... .......... 17%  260M 0s\n",
            "  9750K .......... .......... .......... .......... .......... 17%  234M 0s\n",
            "  9800K .......... .......... .......... .......... .......... 17%  249M 0s\n",
            "  9850K .......... .......... .......... .......... .......... 17%  263M 0s\n",
            "  9900K .......... .......... .......... .......... .......... 17%  226M 0s\n",
            "  9950K .......... .......... .......... .......... .......... 17%  123M 0s\n",
            " 10000K .......... .......... .......... .......... .......... 17%  154M 0s\n",
            " 10050K .......... .......... .......... .......... .......... 17%  248M 0s\n",
            " 10100K .......... .......... .......... .......... .......... 17%  251M 0s\n",
            " 10150K .......... .......... .......... .......... .......... 17%  202M 0s\n",
            " 10200K .......... .......... .......... .......... .......... 17%  161M 0s\n",
            " 10250K .......... .......... .......... .......... .......... 18%  237M 0s\n",
            " 10300K .......... .......... .......... .......... .......... 18%  260M 0s\n",
            " 10350K .......... .......... .......... .......... .......... 18%  211M 0s\n",
            " 10400K .......... .......... .......... .......... .......... 18%  248M 0s\n",
            " 10450K .......... .......... .......... .......... .......... 18%  253M 0s\n",
            " 10500K .......... .......... .......... .......... .......... 18%  202M 0s\n",
            " 10550K .......... .......... .......... .......... .......... 18%  179M 0s\n",
            " 10600K .......... .......... .......... .......... .......... 18%  234M 0s\n",
            " 10650K .......... .......... .......... .......... .......... 18%  251M 0s\n",
            " 10700K .......... .......... .......... .......... .......... 18%  249M 0s\n",
            " 10750K .......... .......... .......... .......... .......... 18%  214M 0s\n",
            " 10800K .......... .......... .......... .......... .......... 19%  258M 0s\n",
            " 10850K .......... .......... .......... .......... .......... 19%  213M 0s\n",
            " 10900K .......... .......... .......... .......... .......... 19%  170M 0s\n",
            " 10950K .......... .......... .......... .......... .......... 19%  152M 0s\n",
            " 11000K .......... .......... .......... .......... .......... 19%  214M 0s\n",
            " 11050K .......... .......... .......... .......... .......... 19%  249M 0s\n",
            " 11100K .......... .......... .......... .......... .......... 19%  261M 0s\n",
            " 11150K .......... .......... .......... .......... .......... 19%  213M 0s\n",
            " 11200K .......... .......... .......... .......... .......... 19%  182M 0s\n",
            " 11250K .......... .......... .......... .......... .......... 19%  212M 0s\n",
            " 11300K .......... .......... .......... .......... .......... 19%  238M 0s\n",
            " 11350K .......... .......... .......... .......... .......... 19%  234M 0s\n",
            " 11400K .......... .......... .......... .......... .......... 20%  269M 0s\n",
            " 11450K .......... .......... .......... .......... .......... 20%  260M 0s\n",
            " 11500K .......... .......... .......... .......... .......... 20%  145M 0s\n",
            " 11550K .......... .......... .......... .......... .......... 20%  138M 0s\n",
            " 11600K .......... .......... .......... .......... .......... 20%  252M 0s\n",
            " 11650K .......... .......... .......... .......... .......... 20%  254M 0s\n",
            " 11700K .......... .......... .......... .......... .......... 20%  245M 0s\n",
            " 11750K .......... .......... .......... .......... .......... 20%  219M 0s\n",
            " 11800K .......... .......... .......... .......... .......... 20%  264M 0s\n",
            " 11850K .......... .......... .......... .......... .......... 20%  205M 0s\n",
            " 11900K .......... .......... .......... .......... .......... 20%  177M 0s\n",
            " 11950K .......... .......... .......... .......... .......... 21%  161M 0s\n",
            " 12000K .......... .......... .......... .......... .......... 21%  249M 0s\n",
            " 12050K .......... .......... .......... .......... .......... 21%  249M 0s\n",
            " 12100K .......... .......... .......... .......... .......... 21%  265M 0s\n",
            " 12150K .......... .......... .......... .......... .......... 21%  179M 0s\n",
            " 12200K .......... .......... .......... .......... .......... 21%  161M 0s\n",
            " 12250K .......... .......... .......... .......... .......... 21%  252M 0s\n",
            " 12300K .......... .......... .......... .......... .......... 21%  258M 0s\n",
            " 12350K .......... .......... .......... .......... .......... 21%  215M 0s\n",
            " 12400K .......... .......... .......... .......... .......... 21%  252M 0s\n",
            " 12450K .......... .......... .......... .......... .......... 21%  170M 0s\n",
            " 12500K .......... .......... .......... .......... .......... 21%  220M 0s\n",
            " 12550K .......... .......... .......... .......... .......... 22%  187M 0s\n",
            " 12600K .......... .......... .......... .......... .......... 22%  244M 0s\n",
            " 12650K .......... .......... .......... .......... .......... 22%  254M 0s\n",
            " 12700K .......... .......... .......... .......... .......... 22%  259M 0s\n",
            " 12750K .......... .......... .......... .......... .......... 22%  218M 0s\n",
            " 12800K .......... .......... .......... .......... .......... 22%  208M 0s\n",
            " 12850K .......... .......... .......... .......... .......... 22%  201M 0s\n",
            " 12900K .......... .......... .......... .......... .......... 22%  259M 0s\n",
            " 12950K .......... .......... .......... .......... .......... 22%  233M 0s\n",
            " 13000K .......... .......... .......... .......... .......... 22%  244M 0s\n",
            " 13050K .......... .......... .......... .......... .......... 22%  247M 0s\n",
            " 13100K .......... .......... .......... .......... .......... 23%  256M 0s\n",
            " 13150K .......... .......... .......... .......... .......... 23%  217M 0s\n",
            " 13200K .......... .......... .......... .......... .......... 23%  262M 0s\n",
            " 13250K .......... .......... .......... .......... .......... 23%  249M 0s\n",
            " 13300K .......... .......... .......... .......... .......... 23%  260M 0s\n",
            " 13350K .......... .......... .......... .......... .......... 23%  225M 0s\n",
            " 13400K .......... .......... .......... .......... .......... 23%  261M 0s\n",
            " 13450K .......... .......... .......... .......... .......... 23%  260M 0s\n",
            " 13500K .......... .......... .......... .......... .......... 23%  261M 0s\n",
            " 13550K .......... .......... .......... .......... .......... 23%  209M 0s\n",
            " 13600K .......... .......... .......... .......... .......... 23%  262M 0s\n",
            " 13650K .......... .......... .......... .......... .......... 23%  270M 0s\n",
            " 13700K .......... .......... .......... .......... .......... 24%  259M 0s\n",
            " 13750K .......... .......... .......... .......... .......... 24%  229M 0s\n",
            " 13800K .......... .......... .......... .......... .......... 24%  255M 0s\n",
            " 13850K .......... .......... .......... .......... .......... 24%  219M 0s\n",
            " 13900K .......... .......... .......... .......... .......... 24%  134M 0s\n",
            " 13950K .......... .......... .......... .......... .......... 24%  112M 0s\n",
            " 14000K .......... .......... .......... .......... .......... 24%  139M 0s\n",
            " 14050K .......... .......... .......... .......... .......... 24%  218M 0s\n",
            " 14100K .......... .......... .......... .......... .......... 24%  144M 0s\n",
            " 14150K .......... .......... .......... .......... .......... 24%  170M 0s\n",
            " 14200K .......... .......... .......... .......... .......... 24%  254M 0s\n",
            " 14250K .......... .......... .......... .......... .......... 25%  223M 0s\n",
            " 14300K .......... .......... .......... .......... .......... 25%  236M 0s\n",
            " 14350K .......... .......... .......... .......... .......... 25%  197M 0s\n",
            " 14400K .......... .......... .......... .......... .......... 25%  163M 0s\n",
            " 14450K .......... .......... .......... .......... .......... 25%  229M 0s\n",
            " 14500K .......... .......... .......... .......... .......... 25%  254M 0s\n",
            " 14550K .......... .......... .......... .......... .......... 25%  223M 0s\n",
            " 14600K .......... .......... .......... .......... .......... 25%  246M 0s\n",
            " 14650K .......... .......... .......... .......... .......... 25%  257M 0s\n",
            " 14700K .......... .......... .......... .......... .......... 25%  256M 0s\n",
            " 14750K .......... .......... .......... .......... .......... 25%  173M 0s\n",
            " 14800K .......... .......... .......... .......... .......... 26%  146M 0s\n",
            " 14850K .......... .......... .......... .......... .......... 26%  131M 0s\n",
            " 14900K .......... .......... .......... .......... .......... 26%  138M 0s\n",
            " 14950K .......... .......... .......... .......... .......... 26%  169M 0s\n",
            " 15000K .......... .......... .......... .......... .......... 26%  192M 0s\n",
            " 15050K .......... .......... .......... .......... .......... 26%  250M 0s\n",
            " 15100K .......... .......... .......... .......... .......... 26%  248M 0s\n",
            " 15150K .......... .......... .......... .......... .......... 26%  187M 0s\n",
            " 15200K .......... .......... .......... .......... .......... 26%  245M 0s\n",
            " 15250K .......... .......... .......... .......... .......... 26%  230M 0s\n",
            " 15300K .......... .......... .......... .......... .......... 26%  167M 0s\n",
            " 15350K .......... .......... .......... .......... .......... 26%  216M 0s\n",
            " 15400K .......... .......... .......... .......... .......... 27%  261M 0s\n",
            " 15450K .......... .......... .......... .......... .......... 27%  251M 0s\n",
            " 15500K .......... .......... .......... .......... .......... 27%  259M 0s\n",
            " 15550K .......... .......... .......... .......... .......... 27%  198M 0s\n",
            " 15600K .......... .......... .......... .......... .......... 27%  241M 0s\n",
            " 15650K .......... .......... .......... .......... .......... 27%  165M 0s\n",
            " 15700K .......... .......... .......... .......... .......... 27%  144M 0s\n",
            " 15750K .......... .......... .......... .......... .......... 27%  215M 0s\n",
            " 15800K .......... .......... .......... .......... .......... 27%  212M 0s\n",
            " 15850K .......... .......... .......... .......... .......... 27%  158M 0s\n",
            " 15900K .......... .......... .......... .......... .......... 27%  258M 0s\n",
            " 15950K .......... .......... .......... .......... .......... 28%  185M 0s\n",
            " 16000K .......... .......... .......... .......... .......... 28%  241M 0s\n",
            " 16050K .......... .......... .......... .......... .......... 28%  262M 0s\n",
            " 16100K .......... .......... .......... .......... .......... 28%  260M 0s\n",
            " 16150K .......... .......... .......... .......... .......... 28%  230M 0s\n",
            " 16200K .......... .......... .......... .......... .......... 28%  253M 0s\n",
            " 16250K .......... .......... .......... .......... .......... 28%  183M 0s\n",
            " 16300K .......... .......... .......... .......... .......... 28%  203M 0s\n",
            " 16350K .......... .......... .......... .......... .......... 28%  213M 0s\n",
            " 16400K .......... .......... .......... .......... .......... 28%  232M 0s\n",
            " 16450K .......... .......... .......... .......... .......... 28%  255M 0s\n",
            " 16500K .......... .......... .......... .......... .......... 28%  255M 0s\n",
            " 16550K .......... .......... .......... .......... .......... 29%  234M 0s\n",
            " 16600K .......... .......... .......... .......... .......... 29%  212M 0s\n",
            " 16650K .......... .......... .......... .......... .......... 29%  197M 0s\n",
            " 16700K .......... .......... .......... .......... .......... 29%  164M 0s\n",
            " 16750K .......... .......... .......... .......... .......... 29%  202M 0s\n",
            " 16800K .......... .......... .......... .......... .......... 29%  232M 0s\n",
            " 16850K .......... .......... .......... .......... .......... 29%  165M 0s\n",
            " 16900K .......... .......... .......... .......... .......... 29%  213M 0s\n",
            " 16950K .......... .......... .......... .......... .......... 29%  170M 0s\n",
            " 17000K .......... .......... .......... .......... .......... 29%  249M 0s\n",
            " 17050K .......... .......... .......... .......... .......... 29%  249M 0s\n",
            " 17100K .......... .......... .......... .......... .......... 30%  246M 0s\n",
            " 17150K .......... .......... .......... .......... .......... 30%  220M 0s\n",
            " 17200K .......... .......... .......... .......... .......... 30%  262M 0s\n",
            " 17250K .......... .......... .......... .......... .......... 30%  170M 0s\n",
            " 17300K .......... .......... .......... .......... .......... 30%  255M 0s\n",
            " 17350K .......... .......... .......... .......... .......... 30%  218M 0s\n",
            " 17400K .......... .......... .......... .......... .......... 30%  250M 0s\n",
            " 17450K .......... .......... .......... .......... .......... 30%  253M 0s\n",
            " 17500K .......... .......... .......... .......... .......... 30%  256M 0s\n",
            " 17550K .......... .......... .......... .......... .......... 30%  203M 0s\n",
            " 17600K .......... .......... .......... .......... .......... 30%  173M 0s\n",
            " 17650K .......... .......... .......... .......... .......... 30%  189M 0s\n",
            " 17700K .......... .......... .......... .......... .......... 31%  187M 0s\n",
            " 17750K .......... .......... .......... .......... .......... 31%  179M 0s\n",
            " 17800K .......... .......... .......... .......... .......... 31%  215M 0s\n",
            " 17850K .......... .......... .......... .......... .......... 31%  213M 0s\n",
            " 17900K .......... .......... .......... .......... .......... 31%  231M 0s\n",
            " 17950K .......... .......... .......... .......... .......... 31%  163M 0s\n",
            " 18000K .......... .......... .......... .......... .......... 31%  221M 0s\n",
            " 18050K .......... .......... .......... .......... .......... 31%  225M 0s\n",
            " 18100K .......... .......... .......... .......... .......... 31%  221M 0s\n",
            " 18150K .......... .......... .......... .......... .......... 31%  197M 0s\n",
            " 18200K .......... .......... .......... .......... .......... 31%  207M 0s\n",
            " 18250K .......... .......... .......... .......... .......... 32%  177M 0s\n",
            " 18300K .......... .......... .......... .......... .......... 32%  205M 0s\n",
            " 18350K .......... .......... .......... .......... .......... 32%  163M 0s\n",
            " 18400K .......... .......... .......... .......... .......... 32%  213M 0s\n",
            " 18450K .......... .......... .......... .......... .......... 32%  218M 0s\n",
            " 18500K .......... .......... .......... .......... .......... 32%  214M 0s\n",
            " 18550K .......... .......... .......... .......... .......... 32%  198M 0s\n",
            " 18600K .......... .......... .......... .......... .......... 32%  186M 0s\n",
            " 18650K .......... .......... .......... .......... .......... 32%  216M 0s\n",
            " 18700K .......... .......... .......... .......... .......... 32%  210M 0s\n",
            " 18750K .......... .......... .......... .......... .......... 32%  183M 0s\n",
            " 18800K .......... .......... .......... .......... .......... 33%  195M 0s\n",
            " 18850K .......... .......... .......... .......... .......... 33%  218M 0s\n",
            " 18900K .......... .......... .......... .......... .......... 33%  212M 0s\n",
            " 18950K .......... .......... .......... .......... .......... 33%  175M 0s\n",
            " 19000K .......... .......... .......... .......... .......... 33%  204M 0s\n",
            " 19050K .......... .......... .......... .......... .......... 33%  232M 0s\n",
            " 19100K .......... .......... .......... .......... .......... 33%  216M 0s\n",
            " 19150K .......... .......... .......... .......... .......... 33%  163M 0s\n",
            " 19200K .......... .......... .......... .......... .......... 33%  197M 0s\n",
            " 19250K .......... .......... .......... .......... .......... 33%  204M 0s\n",
            " 19300K .......... .......... .......... .......... .......... 33%  218M 0s\n",
            " 19350K .......... .......... .......... .......... .......... 33%  187M 0s\n",
            " 19400K .......... .......... .......... .......... .......... 34%  184M 0s\n",
            " 19450K .......... .......... .......... .......... .......... 34%  214M 0s\n",
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            " 19550K .......... .......... .......... .......... .......... 34%  173M 0s\n",
            " 19600K .......... .......... .......... .......... .......... 34%  212M 0s\n",
            " 19650K .......... .......... .......... .......... .......... 34%  215M 0s\n",
            " 19700K .......... .......... .......... .......... .......... 34%  211M 0s\n",
            " 19750K .......... .......... .......... .......... .......... 34%  183M 0s\n",
            " 19800K .......... .......... .......... .......... .......... 34%  194M 0s\n",
            " 19850K .......... .......... .......... .......... .......... 34%  201M 0s\n",
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            " 19950K .......... .......... .......... .......... .......... 35%  156M 0s\n",
            " 20000K .......... .......... .......... .......... .......... 35%  218M 0s\n",
            " 20050K .......... .......... .......... .......... .......... 35%  237M 0s\n",
            " 20100K .......... .......... .......... .......... .......... 35%  226M 0s\n",
            " 20150K .......... .......... .......... .......... .......... 35%  187M 0s\n",
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            " 20300K .......... .......... .......... .......... .......... 35%  257M 0s\n",
            " 20350K .......... .......... .......... .......... .......... 35%  176M 0s\n",
            " 20400K .......... .......... .......... .......... .......... 35%  245M 0s\n",
            " 20450K .......... .......... .......... .......... .......... 35%  244M 0s\n",
            " 20500K .......... .......... .......... .......... .......... 35%  257M 0s\n",
            " 20550K .......... .......... .......... .......... .......... 36%  223M 0s\n",
            " 20600K .......... .......... .......... .......... .......... 36%  262M 0s\n",
            " 20650K .......... .......... .......... .......... .......... 36%  178M 0s\n",
            " 20700K .......... .......... .......... .......... .......... 36%  203M 0s\n",
            " 20750K .......... .......... .......... .......... .......... 36%  173M 0s\n",
            " 20800K .......... .......... .......... .......... .......... 36%  215M 0s\n",
            " 20850K .......... .......... .......... .......... .......... 36%  212M 0s\n",
            " 20900K .......... .......... .......... .......... .......... 36%  202M 0s\n",
            " 20950K .......... .......... .......... .......... .......... 36%  187M 0s\n",
            " 21000K .......... .......... .......... .......... .......... 36%  212M 0s\n",
            " 21050K .......... .......... .......... .......... .......... 36%  212M 0s\n",
            " 21100K .......... .......... .......... .......... .......... 37%  208M 0s\n",
            " 21150K .......... .......... .......... .......... .......... 37%  172M 0s\n",
            " 21200K .......... .......... .......... .......... .......... 37%  218M 0s\n",
            " 21250K .......... .......... .......... .......... .......... 37%  214M 0s\n",
            " 21300K .......... .......... .......... .......... .......... 37%  206M 0s\n",
            " 21350K .......... .......... .......... .......... .......... 37%  197M 0s\n",
            " 21400K .......... .......... .......... .......... .......... 37%  263M 0s\n",
            " 21450K .......... .......... .......... .......... .......... 37%  258M 0s\n",
            " 21500K .......... .......... .......... .......... .......... 37%  246M 0s\n",
            " 21550K .......... .......... .......... .......... .......... 37%  206M 0s\n",
            " 21600K .......... .......... .......... .......... .......... 37%  184M 0s\n",
            " 21650K .......... .......... .......... .......... .......... 38%  197M 0s\n",
            " 21700K .......... .......... .......... .......... .......... 38%  220M 0s\n",
            " 21750K .......... .......... .......... .......... .......... 38%  176M 0s\n",
            " 21800K .......... .......... .......... .......... .......... 38%  204M 0s\n",
            " 21850K .......... .......... .......... .......... .......... 38%  206M 0s\n",
            " 21900K .......... .......... .......... .......... .......... 38%  193M 0s\n",
            " 21950K .......... .......... .......... .......... .......... 38%  185M 0s\n",
            " 22000K .......... .......... .......... .......... .......... 38%  264M 0s\n",
            " 22050K .......... .......... .......... .......... .......... 38%  256M 0s\n",
            " 22100K .......... .......... .......... .......... .......... 38%  169M 0s\n",
            " 22150K .......... .......... .......... .......... .......... 38%  169M 0s\n",
            " 22200K .......... .......... .......... .......... .......... 38%  218M 0s\n",
            " 22250K .......... .......... .......... .......... .......... 39%  254M 0s\n",
            " 22300K .......... .......... .......... .......... .......... 39%  207M 0s\n",
            " 22350K .......... .......... .......... .......... .......... 39%  148M 0s\n",
            " 22400K .......... .......... .......... .......... .......... 39%  269M 0s\n",
            " 22450K .......... .......... .......... .......... .......... 39%  253M 0s\n",
            " 22500K .......... .......... .......... .......... .......... 39%  252M 0s\n",
            " 22550K .......... .......... .......... .......... .......... 39%  163M 0s\n",
            " 22600K .......... .......... .......... .......... .......... 39%  196M 0s\n",
            " 22650K .......... .......... .......... .......... .......... 39%  228M 0s\n",
            " 22700K .......... .......... .......... .......... .......... 39%  205M 0s\n",
            " 22750K .......... .......... .......... .......... .......... 39%  177M 0s\n",
            " 22800K .......... .......... .......... .......... .......... 40%  183M 0s\n",
            " 22850K .......... .......... .......... .......... .......... 40%  257M 0s\n",
            " 22900K .......... .......... .......... .......... .......... 40%  254M 0s\n",
            " 22950K .......... .......... .......... .......... .......... 40%  232M 0s\n",
            " 23000K .......... .......... .......... .......... .......... 40%  245M 0s\n",
            " 23050K .......... .......... .......... .......... .......... 40%  241M 0s\n",
            " 23100K .......... .......... .......... .......... .......... 40%  217M 0s\n",
            " 23150K .......... .......... .......... .......... .......... 40%  141M 0s\n",
            " 23200K .......... .......... .......... .......... .......... 40%  203M 0s\n",
            " 23250K .......... .......... .......... .......... .......... 40%  174M 0s\n",
            " 23300K .......... .......... .......... .......... .......... 40%  190M 0s\n",
            " 23350K .......... .......... .......... .......... .......... 40%  172M 0s\n",
            " 23400K .......... .......... .......... .......... .......... 41%  204M 0s\n",
            " 23450K .......... .......... .......... .......... .......... 41%  226M 0s\n",
            " 23500K .......... .......... .......... .......... .......... 41%  209M 0s\n",
            " 23550K .......... .......... .......... .......... .......... 41%  161M 0s\n",
            " 23600K .......... .......... .......... .......... .......... 41%  213M 0s\n",
            " 23650K .......... .......... .......... .......... .......... 41%  215M 0s\n",
            " 23700K .......... .......... .......... .......... .......... 41%  193M 0s\n",
            " 23750K .......... .......... .......... .......... .......... 41%  205M 0s\n",
            " 23800K .......... .......... .......... .......... .......... 41%  239M 0s\n",
            " 23850K .......... .......... .......... .......... .......... 41%  248M 0s\n",
            " 23900K .......... .......... .......... .......... .......... 41%  265M 0s\n",
            " 23950K .......... .......... .......... .......... .......... 42%  214M 0s\n",
            " 24000K .......... .......... .......... .......... .......... 42%  233M 0s\n",
            " 24050K .......... .......... .......... .......... .......... 42%  168M 0s\n",
            " 24100K .......... .......... .......... .......... .......... 42%  198M 0s\n",
            " 24150K .......... .......... .......... .......... .......... 42%  181M 0s\n",
            " 24200K .......... .......... .......... .......... .......... 42%  257M 0s\n",
            " 24250K .......... .......... .......... .......... .......... 42%  173M 0s\n",
            " 24300K .......... .......... .......... .......... .......... 42%  179M 0s\n",
            " 24350K .......... .......... .......... .......... .......... 42%  190M 0s\n",
            " 24400K .......... .......... .......... .......... .......... 42%  261M 0s\n",
            " 24450K .......... .......... .......... .......... .......... 42%  167M 0s\n",
            " 24500K .......... .......... .......... .......... .......... 42%  206M 0s\n",
            " 24550K .......... .......... .......... .......... .......... 43%  179M 0s\n",
            " 24600K .......... .......... .......... .......... .......... 43%  250M 0s\n",
            " 24650K .......... .......... .......... .......... .......... 43%  219M 0s\n",
            " 24700K .......... .......... .......... .......... .......... 43%  229M 0s\n",
            " 24750K .......... .......... .......... .......... .......... 43%  210M 0s\n",
            " 24800K .......... .......... .......... .......... .......... 43%  234M 0s\n",
            " 24850K .......... .......... .......... .......... .......... 43%  249M 0s\n",
            " 24900K .......... .......... .......... .......... .......... 43%  247M 0s\n",
            " 24950K .......... .......... .......... .......... .......... 43%  181M 0s\n",
            " 25000K .......... .......... .......... .......... .......... 43%  227M 0s\n",
            " 25050K .......... .......... .......... .......... .......... 43%  197M 0s\n",
            " 25100K .......... .......... .......... .......... .......... 44%  196M 0s\n",
            " 25150K .......... .......... .......... .......... .......... 44%  181M 0s\n",
            " 25200K .......... .......... .......... .......... .......... 44%  203M 0s\n",
            " 25250K .......... .......... .......... .......... .......... 44%  209M 0s\n",
            " 25300K .......... .......... .......... .......... .......... 44%  172M 0s\n",
            " 25350K .......... .......... .......... .......... .......... 44%  198M 0s\n",
            " 25400K .......... .......... .......... .......... .......... 44%  227M 0s\n",
            " 25450K .......... .......... .......... .......... .......... 44%  268M 0s\n",
            " 25500K .......... .......... .......... .......... .......... 44%  258M 0s\n",
            " 25550K .......... .......... .......... .......... .......... 44%  154M 0s\n",
            " 25600K .......... .......... .......... .......... .......... 44%  223M 0s\n",
            " 25650K .......... .......... .......... .......... .......... 45%  204M 0s\n",
            " 25700K .......... .......... .......... .......... .......... 45%  218M 0s\n",
            " 25750K .......... .......... .......... .......... .......... 45%  195M 0s\n",
            " 25800K .......... .......... .......... .......... .......... 45%  259M 0s\n",
            " 25850K .......... .......... .......... .......... .......... 45%  251M 0s\n",
            " 25900K .......... .......... .......... .......... .......... 45%  201M 0s\n",
            " 25950K .......... .......... .......... .......... .......... 45%  174M 0s\n",
            " 26000K .......... .......... .......... .......... .......... 45%  199M 0s\n",
            " 26050K .......... .......... .......... .......... .......... 45%  195M 0s\n",
            " 26100K .......... .......... .......... .......... .......... 45%  199M 0s\n",
            " 26150K .......... .......... .......... .......... .......... 45%  199M 0s\n",
            " 26200K .......... .......... .......... .......... .......... 45%  196M 0s\n",
            " 26250K .......... .......... .......... .......... .......... 46%  196M 0s\n",
            " 26300K .......... .......... .......... .......... .......... 46%  221M 0s\n",
            " 26350K .......... .......... .......... .......... .......... 46%  175M 0s\n",
            " 26400K .......... .......... .......... .......... .......... 46%  256M 0s\n",
            " 26450K .......... .......... .......... .......... .......... 46%  263M 0s\n",
            " 26500K .......... .......... .......... .......... .......... 46%  261M 0s\n",
            " 26550K .......... .......... .......... .......... .......... 46%  189M 0s\n",
            " 26600K .......... .......... .......... .......... .......... 46%  172M 0s\n",
            " 26650K .......... .......... .......... .......... .......... 46%  248M 0s\n",
            " 26700K .......... .......... .......... .......... .......... 46%  223M 0s\n",
            " 26750K .......... .......... .......... .......... .......... 46%  219M 0s\n",
            " 26800K .......... .......... .......... .......... .......... 47%  256M 0s\n",
            " 26850K .......... .......... .......... .......... .......... 47%  189M 0s\n",
            " 26900K .......... .......... .......... .......... .......... 47%  255M 0s\n",
            " 26950K .......... .......... .......... .......... .......... 47%  228M 0s\n",
            " 27000K .......... .......... .......... .......... .......... 47%  252M 0s\n",
            " 27050K .......... .......... .......... .......... .......... 47%  246M 0s\n",
            " 27100K .......... .......... .......... .......... .......... 47%  258M 0s\n",
            " 27150K .......... .......... .......... .......... .......... 47%  210M 0s\n",
            " 27200K .......... .......... .......... .......... .......... 47%  260M 0s\n",
            " 27250K .......... .......... .......... .......... .......... 47%  243M 0s\n",
            " 27300K .......... .......... .......... .......... .......... 47%  166M 0s\n",
            " 27350K .......... .......... .......... .......... .......... 47%  168M 0s\n",
            " 27400K .......... .......... .......... .......... .......... 48%  193M 0s\n",
            " 27450K .......... .......... .......... .......... .......... 48%  210M 0s\n",
            " 27500K .......... .......... .......... .......... .......... 48%  182M 0s\n",
            " 27550K .......... .......... .......... .......... .......... 48%  168M 0s\n",
            " 27600K .......... .......... .......... .......... .......... 48%  193M 0s\n",
            " 27650K .......... .......... .......... .......... .......... 48%  208M 0s\n",
            " 27700K .......... .......... .......... .......... .......... 48%  187M 0s\n",
            " 27750K .......... .......... .......... .......... .......... 48%  187M 0s\n",
            " 27800K .......... .......... .......... .......... .......... 48%  207M 0s\n",
            " 27850K .......... .......... .......... .......... .......... 48%  191M 0s\n",
            " 27900K .......... .......... .......... .......... .......... 48%  203M 0s\n",
            " 27950K .......... .......... .......... .......... .......... 49%  173M 0s\n",
            " 28000K .......... .......... .......... .......... .......... 49%  261M 0s\n",
            " 28050K .......... .......... .......... .......... .......... 49%  251M 0s\n",
            " 28100K .......... .......... .......... .......... .......... 49%  242M 0s\n",
            " 28150K .......... .......... .......... .......... .......... 49%  221M 0s\n",
            " 28200K .......... .......... .......... .......... .......... 49%  190M 0s\n",
            " 28250K .......... .......... .......... .......... .......... 49%  209M 0s\n",
            " 28300K .......... .......... .......... .......... .......... 49%  218M 0s\n",
            " 28350K .......... .......... .......... .......... .......... 49%  161M 0s\n",
            " 28400K .......... .......... .......... .......... .......... 49%  253M 0s\n",
            " 28450K .......... .......... .......... .......... .......... 49%  224M 0s\n",
            " 28500K .......... .......... .......... .......... .......... 50%  248M 0s\n",
            " 28550K .......... .......... .......... .......... .......... 50%  161M 0s\n",
            " 28600K .......... .......... .......... .......... .......... 50%  212M 0s\n",
            " 28650K .......... .......... .......... .......... .......... 50%  180M 0s\n",
            " 28700K .......... .......... .......... .......... .......... 50%  220M 0s\n",
            " 28750K .......... .......... .......... .......... .......... 50%  157M 0s\n",
            " 28800K .......... .......... .......... .......... .......... 50%  201M 0s\n",
            " 28850K .......... .......... .......... .......... .......... 50%  219M 0s\n",
            " 28900K .......... .......... .......... .......... .......... 50%  212M 0s\n",
            " 28950K .......... .......... .......... .......... .......... 50%  222M 0s\n",
            " 29000K .......... .......... .......... .......... .......... 50%  268M 0s\n",
            " 29050K .......... .......... .......... .......... .......... 50%  257M 0s\n",
            " 29100K .......... .......... .......... .......... .......... 51%  259M 0s\n",
            " 29150K .......... .......... .......... .......... .......... 51%  152M 0s\n",
            " 29200K .......... .......... .......... .......... .......... 51%  190M 0s\n",
            " 29250K .......... .......... .......... .......... .......... 51%  195M 0s\n",
            " 29300K .......... .......... .......... .......... .......... 51%  190M 0s\n",
            " 29350K .......... .......... .......... .......... .......... 51%  169M 0s\n",
            " 29400K .......... .......... .......... .......... .......... 51%  236M 0s\n",
            " 29450K .......... .......... .......... .......... .......... 51%  256M 0s\n",
            " 29500K .......... .......... .......... .......... .......... 51%  210M 0s\n",
            " 29550K .......... .......... .......... .......... .......... 51%  168M 0s\n",
            " 29600K .......... .......... .......... .......... .......... 51%  212M 0s\n",
            " 29650K .......... .......... .......... .......... .......... 52%  258M 0s\n",
            " 29700K .......... .......... .......... .......... .......... 52%  255M 0s\n",
            " 29750K .......... .......... .......... .......... .......... 52%  181M 0s\n",
            " 29800K .......... .......... .......... .......... .......... 52%  187M 0s\n",
            " 29850K .......... .......... .......... .......... .......... 52%  189M 0s\n",
            " 29900K .......... .......... .......... .......... .......... 52%  246M 0s\n",
            " 29950K .......... .......... .......... .......... .......... 52%  208M 0s\n",
            " 30000K .......... .......... .......... .......... .......... 52%  241M 0s\n",
            " 30050K .......... .......... .......... .......... .......... 52%  196M 0s\n",
            " 30100K .......... .......... .......... .......... .......... 52%  193M 0s\n",
            " 30150K .......... .......... .......... .......... .......... 52%  226M 0s\n",
            " 30200K .......... .......... .......... .......... .......... 52%  208M 0s\n",
            " 30250K .......... .......... .......... .......... .......... 53%  216M 0s\n",
            " 30300K .......... .......... .......... .......... .......... 53%  179M 0s\n",
            " 30350K .......... .......... .......... .......... .......... 53%  180M 0s\n",
            " 30400K .......... .......... .......... .......... .......... 53%  251M 0s\n",
            " 30450K .......... .......... .......... .......... .......... 53%  204M 0s\n",
            " 30500K .......... .......... .......... .......... .......... 53%  216M 0s\n",
            " 30550K .......... .......... .......... .......... .......... 53%  175M 0s\n",
            " 30600K .......... .......... .......... .......... .......... 53%  241M 0s\n",
            " 30650K .......... .......... .......... .......... .......... 53%  216M 0s\n",
            " 30700K .......... .......... .......... .......... .......... 53%  236M 0s\n",
            " 30750K .......... .......... .......... .......... .......... 53%  160M 0s\n",
            " 30800K .......... .......... .......... .......... .......... 54%  194M 0s\n",
            " 30850K .......... .......... .......... .......... .......... 54%  236M 0s\n",
            " 30900K .......... .......... .......... .......... .......... 54%  261M 0s\n",
            " 30950K .......... .......... .......... .......... .......... 54%  230M 0s\n",
            " 31000K .......... .......... .......... .......... .......... 54%  192M 0s\n",
            " 31050K .......... .......... .......... .......... .......... 54%  212M 0s\n",
            " 31100K .......... .......... .......... .......... .......... 54%  213M 0s\n",
            " 31150K .......... .......... .......... .......... .......... 54%  177M 0s\n",
            " 31200K .......... .......... .......... .......... .......... 54%  218M 0s\n",
            " 31250K .......... .......... .......... .......... .......... 54%  210M 0s\n",
            " 31300K .......... .......... .......... .......... .......... 54%  190M 0s\n",
            " 31350K .......... .......... .......... .......... .......... 54%  222M 0s\n",
            " 31400K .......... .......... .......... .......... .......... 55%  259M 0s\n",
            " 31450K .......... .......... .......... .......... .......... 55%  214M 0s\n",
            " 31500K .......... .......... .......... .......... .......... 55%  187M 0s\n",
            " 31550K .......... .......... .......... .......... .......... 55%  210M 0s\n",
            " 31600K .......... .......... .......... .......... .......... 55%  254M 0s\n",
            " 31650K .......... .......... .......... .......... .......... 55%  219M 0s\n",
            " 31700K .......... .......... .......... .......... .......... 55%  244M 0s\n",
            " 31750K .......... .......... .......... .......... .......... 55%  164M 0s\n",
            " 31800K .......... .......... .......... .......... .......... 55%  189M 0s\n",
            " 31850K .......... .......... .......... .......... .......... 55%  243M 0s\n",
            " 31900K .......... .......... .......... .......... .......... 55%  245M 0s\n",
            " 31950K .......... .......... .......... .......... .......... 56%  212M 0s\n",
            " 32000K .......... .......... .......... .......... .......... 56%  179M 0s\n",
            " 32050K .......... .......... .......... .......... .......... 56%  207M 0s\n",
            " 32100K .......... .......... .......... .......... .......... 56%  204M 0s\n",
            " 32150K .......... .......... .......... .......... .......... 56%  214M 0s\n",
            " 32200K .......... .......... .......... .......... .......... 56%  222M 0s\n",
            " 32250K .......... .......... .......... .......... .......... 56%  259M 0s\n",
            " 32300K .......... .......... .......... .......... .......... 56%  198M 0s\n",
            " 32350K .......... .......... .......... .......... .......... 56%  168M 0s\n",
            " 32400K .......... .......... .......... .......... .......... 56%  258M 0s\n",
            " 32450K .......... .......... .......... .......... .......... 56%  236M 0s\n",
            " 32500K .......... .......... .......... .......... .......... 57%  191M 0s\n",
            " 32550K .......... .......... .......... .......... .......... 57%  211M 0s\n",
            " 32600K .......... .......... .......... .......... .......... 57%  207M 0s\n",
            " 32650K .......... .......... .......... .......... .......... 57%  245M 0s\n",
            " 32700K .......... .......... .......... .......... .......... 57%  257M 0s\n",
            " 32750K .......... .......... .......... .......... .......... 57%  210M 0s\n",
            " 32800K .......... .......... .......... .......... .......... 57%  157M 0s\n",
            " 32850K .......... .......... .......... .......... .......... 57%  172M 0s\n",
            " 32900K .......... .......... .......... .......... .......... 57%  200M 0s\n",
            " 32950K .......... .......... .......... .......... .......... 57%  161M 0s\n",
            " 33000K .......... .......... .......... .......... .......... 57%  185M 0s\n",
            " 33050K .......... .......... .......... .......... .......... 57%  214M 0s\n",
            " 33100K .......... .......... .......... .......... .......... 58%  185M 0s\n",
            " 33150K .......... .......... .......... .......... .......... 58%  182M 0s\n",
            " 33200K .......... .......... .......... .......... .......... 58%  169M 0s\n",
            " 33250K .......... .......... .......... .......... .......... 58%  209M 0s\n",
            " 33300K .......... .......... .......... .......... .......... 58%  212M 0s\n",
            " 33350K .......... .......... .......... .......... .......... 58%  186M 0s\n",
            " 33400K .......... .......... .......... .......... .......... 58%  242M 0s\n",
            " 33450K .......... .......... .......... .......... .......... 58%  259M 0s\n",
            " 33500K .......... .......... .......... .......... .......... 58%  261M 0s\n",
            " 33550K .......... .......... .......... .......... .......... 58%  216M 0s\n",
            " 33600K .......... .......... .......... .......... .......... 58%  266M 0s\n",
            " 33650K .......... .......... .......... .......... .......... 59%  242M 0s\n",
            " 33700K .......... .......... .......... .......... .......... 59%  262M 0s\n",
            " 33750K .......... .......... .......... .......... .......... 59%  231M 0s\n",
            " 33800K .......... .......... .......... .......... .......... 59%  189M 0s\n",
            " 33850K .......... .......... .......... .......... .......... 59%  206M 0s\n",
            " 33900K .......... .......... .......... .......... .......... 59%  174M 0s\n",
            " 33950K .......... .......... .......... .......... .......... 59%  187M 0s\n",
            " 34000K .......... .......... .......... .......... .......... 59%  209M 0s\n",
            " 34050K .......... .......... .......... .......... .......... 59%  192M 0s\n",
            " 34100K .......... .......... .......... .......... .......... 59%  215M 0s\n",
            " 34150K .......... .......... .......... .......... .......... 59%  193M 0s\n",
            " 34200K .......... .......... .......... .......... .......... 59%  184M 0s\n",
            " 34250K .......... .......... .......... .......... .......... 60%  218M 0s\n",
            " 34300K .......... .......... .......... .......... .......... 60%  201M 0s\n",
            " 34350K .......... .......... .......... .......... .......... 60%  214M 0s\n",
            " 34400K .......... .......... .......... .......... .......... 60%  253M 0s\n",
            " 34450K .......... .......... .......... .......... .......... 60%  252M 0s\n",
            " 34500K .......... .......... .......... .......... .......... 60%  245M 0s\n",
            " 34550K .......... .......... .......... .......... .......... 60%  215M 0s\n",
            " 34600K .......... .......... .......... .......... .......... 60%  259M 0s\n",
            " 34650K .......... .......... .......... .......... .......... 60%  248M 0s\n",
            " 34700K .......... .......... .......... .......... .......... 60%  247M 0s\n",
            " 34750K .......... .......... .......... .......... .......... 60%  172M 0s\n",
            " 34800K .......... .......... .......... .......... .......... 61%  187M 0s\n",
            " 34850K .......... .......... .......... .......... .......... 61%  199M 0s\n",
            " 34900K .......... .......... .......... .......... .......... 61%  163M 0s\n",
            " 34950K .......... .......... .......... .......... .......... 61%  180M 0s\n",
            " 35000K .......... .......... .......... .......... .......... 61%  215M 0s\n",
            " 35050K .......... .......... .......... .......... .......... 61%  197M 0s\n",
            " 35100K .......... .......... .......... .......... .......... 61%  178M 0s\n",
            " 35150K .......... .......... .......... .......... .......... 61%  169M 0s\n",
            " 35200K .......... .......... .......... .......... .......... 61%  216M 0s\n",
            " 35250K .......... .......... .......... .......... .......... 61%  215M 0s\n",
            " 35300K .......... .......... .......... .......... .......... 61%  256M 0s\n",
            " 35350K .......... .......... .......... .......... .......... 61%  219M 0s\n",
            " 35400K .......... .......... .......... .......... .......... 62%  255M 0s\n",
            " 35450K .......... .......... .......... .......... .......... 62%  255M 0s\n",
            " 35500K .......... .......... .......... .......... .......... 62%  267M 0s\n",
            " 35550K .......... .......... .......... .......... .......... 62%  201M 0s\n",
            " 35600K .......... .......... .......... .......... .......... 62%  257M 0s\n",
            " 35650K .......... .......... .......... .......... .......... 62%  251M 0s\n",
            " 35700K .......... .......... .......... .......... .......... 62%  218M 0s\n",
            " 35750K .......... .......... .......... .......... .......... 62%  171M 0s\n",
            " 35800K .......... .......... .......... .......... .......... 62%  187M 0s\n",
            " 35850K .......... .......... .......... .......... .......... 62%  196M 0s\n",
            " 35900K .......... .......... .......... .......... .......... 62%  184M 0s\n",
            " 35950K .......... .......... .......... .......... .......... 63%  184M 0s\n",
            " 36000K .......... .......... .......... .......... .......... 63%  194M 0s\n",
            " 36050K .......... .......... .......... .......... .......... 63%  212M 0s\n",
            " 36100K .......... .......... .......... .......... .......... 63%  180M 0s\n",
            " 36150K .......... .......... .......... .......... .......... 63%  199M 0s\n",
            " 36200K .......... .......... .......... .......... .......... 63%  194M 0s\n",
            " 36250K .......... .......... .......... .......... .......... 63%  202M 0s\n",
            " 36300K .......... .......... .......... .......... .......... 63%  243M 0s\n",
            " 36350K .......... .......... .......... .......... .......... 63%  212M 0s\n",
            " 36400K .......... .......... .......... .......... .......... 63%  243M 0s\n",
            " 36450K .......... .......... .......... .......... .......... 63%  255M 0s\n",
            " 36500K .......... .......... .......... .......... .......... 64%  262M 0s\n",
            " 36550K .......... .......... .......... .......... .......... 64%  225M 0s\n",
            " 36600K .......... .......... .......... .......... .......... 64%  257M 0s\n",
            " 36650K .......... .......... .......... .......... .......... 64%  196M 0s\n",
            " 36700K .......... .......... .......... .......... .......... 64%  227M 0s\n",
            " 36750K .......... .......... .......... .......... .......... 64%  173M 0s\n",
            " 36800K .......... .......... .......... .......... .......... 64%  197M 0s\n",
            " 36850K .......... .......... .......... .......... .......... 64%  187M 0s\n",
            " 36900K .......... .......... .......... .......... .......... 64%  210M 0s\n",
            " 36950K .......... .......... .......... .......... .......... 64%  198M 0s\n",
            " 37000K .......... .......... .......... .......... .......... 64%  198M 0s\n",
            " 37050K .......... .......... .......... .......... .......... 64%  235M 0s\n",
            " 37100K .......... .......... .......... .......... .......... 65%  219M 0s\n",
            " 37150K .......... .......... .......... .......... .......... 65%  183M 0s\n",
            " 37200K .......... .......... .......... .......... .......... 65%  250M 0s\n",
            " 37250K .......... .......... .......... .......... .......... 65%  191M 0s\n",
            " 37300K .......... .......... .......... .......... .......... 65%  184M 0s\n",
            " 37350K .......... .......... .......... .......... .......... 65%  226M 0s\n",
            " 37400K .......... .......... .......... .......... .......... 65%  261M 0s\n",
            " 37450K .......... .......... .......... .......... .......... 65%  250M 0s\n",
            " 37500K .......... .......... .......... .......... .......... 65%  244M 0s\n",
            " 37550K .......... .......... .......... .......... .......... 65%  209M 0s\n",
            " 37600K .......... .......... .......... .......... .......... 65%  212M 0s\n",
            " 37650K .......... .......... .......... .......... .......... 66%  197M 0s\n",
            " 37700K .......... .......... .......... .......... .......... 66%  192M 0s\n",
            " 37750K .......... .......... .......... .......... .......... 66%  196M 0s\n",
            " 37800K .......... .......... .......... .......... .......... 66%  210M 0s\n",
            " 37850K .......... .......... .......... .......... .......... 66%  225M 0s\n",
            " 37900K .......... .......... .......... .......... .......... 66%  232M 0s\n",
            " 37950K .......... .......... .......... .......... .......... 66%  149M 0s\n",
            " 38000K .......... .......... .......... .......... .......... 66%  250M 0s\n",
            " 38050K .......... .......... .......... .......... .......... 66%  253M 0s\n",
            " 38100K .......... .......... .......... .......... .......... 66%  190M 0s\n",
            " 38150K .......... .......... .......... .......... .......... 66%  159M 0s\n",
            " 38200K .......... .......... .......... .......... .......... 66%  258M 0s\n",
            " 38250K .......... .......... .......... .......... .......... 67%  197M 0s\n",
            " 38300K .......... .......... .......... .......... .......... 67%  202M 0s\n",
            " 38350K .......... .......... .......... .......... .......... 67%  164M 0s\n",
            " 38400K .......... .......... .......... .......... .......... 67%  254M 0s\n",
            " 38450K .......... .......... .......... .......... .......... 67%  254M 0s\n",
            " 38500K .......... .......... .......... .......... .......... 67%  264M 0s\n",
            " 38550K .......... .......... .......... .......... .......... 67%  166M 0s\n",
            " 38600K .......... .......... .......... .......... .......... 67%  205M 0s\n",
            " 38650K .......... .......... .......... .......... .......... 67%  224M 0s\n",
            " 38700K .......... .......... .......... .......... .......... 67%  200M 0s\n",
            " 38750K .......... .......... .......... .......... .......... 67%  130M 0s\n",
            " 38800K .......... .......... .......... .......... .......... 68%  232M 0s\n",
            " 38850K .......... .......... .......... .......... .......... 68%  253M 0s\n",
            " 38900K .......... .......... .......... .......... .......... 68%  208M 0s\n",
            " 38950K .......... .......... .......... .......... .......... 68%  215M 0s\n",
            " 39000K .......... .......... .......... .......... .......... 68%  252M 0s\n",
            " 39050K .......... .......... .......... .......... .......... 68%  190M 0s\n",
            " 39100K .......... .......... .......... .......... .......... 68%  211M 0s\n",
            " 39150K .......... .......... .......... .......... .......... 68%  191M 0s\n",
            " 39200K .......... .......... .......... .......... .......... 68%  198M 0s\n",
            " 39250K .......... .......... .......... .......... .......... 68%  226M 0s\n",
            " 39300K .......... .......... .......... .......... .......... 68%  170M 0s\n",
            " 39350K .......... .......... .......... .......... .......... 69%  217M 0s\n",
            " 39400K .......... .......... .......... .......... .......... 69%  247M 0s\n",
            " 39450K .......... .......... .......... .......... .......... 69%  258M 0s\n",
            " 39500K .......... .......... .......... .......... .......... 69%  190M 0s\n",
            " 39550K .......... .......... .......... .......... .......... 69%  177M 0s\n",
            " 39600K .......... .......... .......... .......... .......... 69%  219M 0s\n",
            " 39650K .......... .......... .......... .......... .......... 69%  215M 0s\n",
            " 39700K .......... .......... .......... .......... .......... 69%  213M 0s\n",
            " 39750K .......... .......... .......... .......... .......... 69%  159M 0s\n",
            " 39800K .......... .......... .......... .......... .......... 69%  252M 0s\n",
            " 39850K .......... .......... .......... .......... .......... 69%  244M 0s\n",
            " 39900K .......... .......... .......... .......... .......... 69%  256M 0s\n",
            " 39950K .......... .......... .......... .......... .......... 70%  214M 0s\n",
            " 40000K .......... .......... .......... .......... .......... 70%  180M 0s\n",
            " 40050K .......... .......... .......... .......... .......... 70%  208M 0s\n",
            " 40100K .......... .......... .......... .......... .......... 70%  217M 0s\n",
            " 40150K .......... .......... .......... .......... .......... 70%  183M 0s\n",
            " 40200K .......... .......... .......... .......... .......... 70%  240M 0s\n",
            " 40250K .......... .......... .......... .......... .......... 70%  225M 0s\n",
            " 40300K .......... .......... .......... .......... .......... 70%  179M 0s\n",
            " 40350K .......... .......... .......... .......... .......... 70%  176M 0s\n",
            " 40400K .......... .......... .......... .......... .......... 70%  261M 0s\n",
            " 40450K .......... .......... .......... .......... .......... 70%  247M 0s\n",
            " 40500K .......... .......... .......... .......... .......... 71%  188M 0s\n",
            " 40550K .......... .......... .......... .......... .......... 71%  199M 0s\n",
            " 40600K .......... .......... .......... .......... .......... 71%  261M 0s\n",
            " 40650K .......... .......... .......... .......... .......... 71%  250M 0s\n",
            " 40700K .......... .......... .......... .......... .......... 71%  161M 0s\n",
            " 40750K .......... .......... .......... .......... .......... 71%  174M 0s\n",
            " 40800K .......... .......... .......... .......... .......... 71%  257M 0s\n",
            " 40850K .......... .......... .......... .......... .......... 71%  256M 0s\n",
            " 40900K .......... .......... .......... .......... .......... 71%  249M 0s\n",
            " 40950K .......... .......... .......... .......... .......... 71%  171M 0s\n",
            " 41000K .......... .......... .......... .......... .......... 71%  241M 0s\n",
            " 41050K .......... .......... .......... .......... .......... 71%  185M 0s\n",
            " 41100K .......... .......... .......... .......... .......... 72%  187M 0s\n",
            " 41150K .......... .......... .......... .......... .......... 72%  191M 0s\n",
            " 41200K .......... .......... .......... .......... .......... 72%  251M 0s\n",
            " 41250K .......... .......... .......... .......... .......... 72%  220M 0s\n",
            " 41300K .......... .......... .......... .......... .......... 72%  253M 0s\n",
            " 41350K .......... .......... .......... .......... .......... 72%  221M 0s\n",
            " 41400K .......... .......... .......... .......... .......... 72%  186M 0s\n",
            " 41450K .......... .......... .......... .......... .......... 72%  187M 0s\n",
            " 41500K .......... .......... .......... .......... .......... 72%  212M 0s\n",
            " 41550K .......... .......... .......... .......... .......... 72%  159M 0s\n",
            " 41600K .......... .......... .......... .......... .......... 72%  211M 0s\n",
            " 41650K .......... .......... .......... .......... .......... 73%  219M 0s\n",
            " 41700K .......... .......... .......... .......... .......... 73%  196M 0s\n",
            " 41750K .......... .......... .......... .......... .......... 73%  224M 0s\n",
            " 41800K .......... .......... .......... .......... .......... 73%  261M 0s\n",
            " 41850K .......... .......... .......... .......... .......... 73%  256M 0s\n",
            " 41900K .......... .......... .......... .......... .......... 73%  217M 0s\n",
            " 41950K .......... .......... .......... .......... .......... 73%  170M 0s\n",
            " 42000K .......... .......... .......... .......... .......... 73%  192M 0s\n",
            " 42050K .......... .......... .......... .......... .......... 73%  220M 0s\n",
            " 42100K .......... .......... .......... .......... .......... 73%  212M 0s\n",
            " 42150K .......... .......... .......... .......... .......... 73%  179M 0s\n",
            " 42200K .......... .......... .......... .......... .......... 73%  219M 0s\n",
            " 42250K .......... .......... .......... .......... .......... 74%  235M 0s\n",
            " 42300K .......... .......... .......... .......... .......... 74%  310M 0s\n",
            " 42350K .......... .......... .......... .......... .......... 74%  167M 0s\n",
            " 42400K .......... .......... .......... .......... .......... 74%  242M 0s\n",
            " 42450K .......... .......... .......... .......... .......... 74%  249M 0s\n",
            " 42500K .......... .......... .......... .......... .......... 74%  247M 0s\n",
            " 42550K .......... .......... .......... .......... .......... 74%  255M 0s\n",
            " 42600K .......... .......... .......... .......... .......... 74%  181M 0s\n",
            " 42650K .......... .......... .......... .......... .......... 74%  182M 0s\n",
            " 42700K .......... .......... .......... .......... .......... 74%  250M 0s\n",
            " 42750K .......... .......... .......... .......... .......... 74%  239M 0s\n",
            " 42800K .......... .......... .......... .......... .......... 75%  289M 0s\n",
            " 42850K .......... .......... .......... .......... .......... 75%  269M 0s\n",
            " 42900K .......... .......... .......... .......... .......... 75%  234M 0s\n",
            " 42950K .......... .......... .......... .......... .......... 75%  206M 0s\n",
            " 43000K .......... .......... .......... .......... .......... 75%  230M 0s\n",
            " 43050K .......... .......... .......... .......... .......... 75%  199M 0s\n",
            " 43100K .......... .......... .......... .......... .......... 75%  253M 0s\n",
            " 43150K .......... .......... .......... .......... .......... 75%  177M 0s\n",
            " 43200K .......... .......... .......... .......... .......... 75%  225M 0s\n",
            " 43250K .......... .......... .......... .......... .......... 75%  229M 0s\n",
            " 43300K .......... .......... .......... .......... .......... 75%  215M 0s\n",
            " 43350K .......... .......... .......... .......... .......... 76%  199M 0s\n",
            " 43400K .......... .......... .......... .......... .......... 76%  234M 0s\n",
            " 43450K .......... .......... .......... .......... .......... 76%  219M 0s\n",
            " 43500K .......... .......... .......... .......... .......... 76%  278M 0s\n",
            " 43550K .......... .......... .......... .......... .......... 76%  230M 0s\n",
            " 43600K .......... .......... .......... .......... .......... 76%  218M 0s\n",
            " 43650K .......... .......... .......... .......... .......... 76%  226M 0s\n",
            " 43700K .......... .......... .......... .......... .......... 76%  208M 0s\n",
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            " 43800K .......... .......... .......... .......... .......... 76%  264M 0s\n",
            " 43850K .......... .......... .......... .......... .......... 76%  214M 0s\n",
            " 43900K .......... .......... .......... .......... .......... 76%  294M 0s\n",
            " 43950K .......... .......... .......... .......... .......... 77%  183M 0s\n",
            " 44000K .......... .......... .......... .......... .......... 77%  246M 0s\n",
            " 44050K .......... .......... .......... .......... .......... 77%  279M 0s\n",
            " 44100K .......... .......... .......... .......... .......... 77%  210M 0s\n",
            " 44150K .......... .......... .......... .......... .......... 77%  221M 0s\n",
            " 44200K .......... .......... .......... .......... .......... 77%  226M 0s\n",
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            " 44350K .......... .......... .......... .......... .......... 77%  221M 0s\n",
            " 44400K .......... .......... .......... .......... .......... 77%  215M 0s\n",
            " 44450K .......... .......... .......... .......... .......... 77%  225M 0s\n",
            " 44500K .......... .......... .......... .......... .......... 78%  207M 0s\n",
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            " 44650K .......... .......... .......... .......... .......... 78%  224M 0s\n",
            " 44700K .......... .......... .......... .......... .......... 78%  227M 0s\n",
            " 44750K .......... .......... .......... .......... .......... 78%  192M 0s\n",
            " 44800K .......... .......... .......... .......... .......... 78%  284M 0s\n",
            " 44850K .......... .......... .......... .......... .......... 78%  291M 0s\n",
            " 44900K .......... .......... .......... .......... .......... 78%  202M 0s\n",
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            " 45050K .......... .......... .......... .......... .......... 78%  247M 0s\n",
            " 45100K .......... .......... .......... .......... .......... 79%  269M 0s\n",
            " 45150K .......... .......... .......... .......... .......... 79%  174M 0s\n",
            " 45200K .......... .......... .......... .......... .......... 79%  226M 0s\n",
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            " 45300K .......... .......... .......... .......... .......... 79%  198M 0s\n",
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            " 45400K .......... .......... .......... .......... .......... 79%  233M 0s\n",
            " 45450K .......... .......... .......... .......... .......... 79% 97.2M 0s\n",
            " 45500K .......... .......... .......... .......... .......... 79%  120M 0s\n",
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            " 45600K .......... .......... .......... .......... .......... 79%  171M 0s\n",
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            " 45700K .......... .......... .......... .......... .......... 80%  187M 0s\n",
            " 45750K .......... .......... .......... .......... .......... 80%  143M 0s\n",
            " 45800K .......... .......... .......... .......... .......... 80%  174M 0s\n",
            " 45850K .......... .......... .......... .......... .......... 80%  181M 0s\n",
            " 45900K .......... .......... .......... .......... .......... 80%  167M 0s\n",
            " 45950K .......... .......... .......... .......... .......... 80%  149M 0s\n",
            " 46000K .......... .......... .......... .......... .......... 80%  206M 0s\n",
            " 46050K .......... .......... .......... .......... .......... 80%  223M 0s\n",
            " 46100K .......... .......... .......... .......... .......... 80%  228M 0s\n",
            " 46150K .......... .......... .......... .......... .......... 80%  166M 0s\n",
            " 46200K .......... .......... .......... .......... .......... 81%  174M 0s\n",
            " 46250K .......... .......... .......... .......... .......... 81%  146M 0s\n",
            " 46300K .......... .......... .......... .......... .......... 81%  250M 0s\n",
            " 46350K .......... .......... .......... .......... .......... 81%  176M 0s\n",
            " 46400K .......... .......... .......... .......... .......... 81%  158M 0s\n",
            " 46450K .......... .......... .......... .......... .......... 81%  173M 0s\n",
            " 46500K .......... .......... .......... .......... .......... 81%  231M 0s\n",
            " 46550K .......... .......... .......... .......... .......... 81%  205M 0s\n",
            " 46600K .......... .......... .......... .......... .......... 81%  195M 0s\n",
            " 46650K .......... .......... .......... .......... .......... 81%  202M 0s\n",
            " 46700K .......... .......... .......... .......... .......... 81%  194M 0s\n",
            " 46750K .......... .......... .......... .......... .......... 81%  189M 0s\n",
            " 46800K .......... .......... .......... .......... .......... 82%  230M 0s\n",
            " 46850K .......... .......... .......... .......... .......... 82%  266M 0s\n",
            " 46900K .......... .......... .......... .......... .......... 82%  282M 0s\n",
            " 46950K .......... .......... .......... .......... .......... 82%  246M 0s\n",
            " 47000K .......... .......... .......... .......... .......... 82%  280M 0s\n",
            " 47050K .......... .......... .......... .......... .......... 82%  295M 0s\n",
            " 47100K .......... .......... .......... .......... .......... 82%  232M 0s\n",
            " 47150K .......... .......... .......... .......... .......... 82%  179M 0s\n",
            " 47200K .......... .......... .......... .......... .......... 82%  227M 0s\n",
            " 47250K .......... .......... .......... .......... .......... 82%  195M 0s\n",
            " 47300K .......... .......... .......... .......... .......... 82%  221M 0s\n",
            " 47350K .......... .......... .......... .......... .......... 83%  195M 0s\n",
            " 47400K .......... .......... .......... .......... .......... 83%  202M 0s\n",
            " 47450K .......... .......... .......... .......... .......... 83%  241M 0s\n",
            " 47500K .......... .......... .......... .......... .......... 83%  241M 0s\n",
            " 47550K .......... .......... .......... .......... .......... 83%  173M 0s\n",
            " 47600K .......... .......... .......... .......... .......... 83%  161M 0s\n",
            " 47650K .......... .......... .......... .......... .......... 83%  197M 0s\n",
            " 47700K .......... .......... .......... .......... .......... 83%  203M 0s\n",
            " 47750K .......... .......... .......... .......... .......... 83%  152M 0s\n",
            " 47800K .......... .......... .......... .......... .......... 83%  171M 0s\n",
            " 47850K .......... .......... .......... .......... .......... 83%  242M 0s\n",
            " 47900K .......... .......... .......... .......... .......... 83%  229M 0s\n",
            " 47950K .......... .......... .......... .......... .......... 84%  192M 0s\n",
            " 48000K .......... .......... .......... .......... .......... 84%  191M 0s\n",
            " 48050K .......... .......... .......... .......... .......... 84%  204M 0s\n",
            " 48100K .......... .......... .......... .......... .......... 84%  161M 0s\n",
            " 48150K .......... .......... .......... .......... .......... 84%  148M 0s\n",
            " 48200K .......... .......... .......... .......... .......... 84%  186M 0s\n",
            " 48250K .......... .......... .......... .......... .......... 84%  176M 0s\n",
            " 48300K .......... .......... .......... .......... .......... 84%  206M 0s\n",
            " 48350K .......... .......... .......... .......... .......... 84%  197M 0s\n",
            " 48400K .......... .......... .......... .......... .......... 84%  167M 0s\n",
            " 48450K .......... .......... .......... .......... .......... 84%  194M 0s\n",
            " 48500K .......... .......... .......... .......... .......... 85%  202M 0s\n",
            " 48550K .......... .......... .......... .......... .......... 85%  177M 0s\n",
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            " 48650K .......... .......... .......... .......... .......... 85%  171M 0s\n",
            " 48700K .......... .......... .......... .......... .......... 85%  205M 0s\n",
            " 48750K .......... .......... .......... .......... .......... 85%  206M 0s\n",
            " 48800K .......... .......... .......... .......... .......... 85%  250M 0s\n",
            " 48850K .......... .......... .......... .......... .......... 85%  253M 0s\n",
            " 48900K .......... .......... .......... .......... .......... 85%  199M 0s\n",
            " 48950K .......... .......... .......... .......... .......... 85%  177M 0s\n",
            " 49000K .......... .......... .......... .......... .......... 85%  234M 0s\n",
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            " 49100K .......... .......... .......... .......... .......... 86%  238M 0s\n",
            " 49150K .......... .......... .......... .......... .......... 86%  214M 0s\n",
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            " 55750K .......... .......... .......... .......... .......... 97%  226M 0s\n",
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            " 55900K .......... .......... .......... .......... .......... 97%  250M 0s\n",
            " 55950K .......... .......... .......... .......... .......... 98%  210M 0s\n",
            " 56000K .......... .......... .......... .......... .......... 98%  265M 0s\n",
            " 56050K .......... .......... .......... .......... .......... 98%  256M 0s\n",
            " 56100K .......... .......... .......... .......... .......... 98%  263M 0s\n",
            " 56150K .......... .......... .......... .......... .......... 98%  230M 0s\n",
            " 56200K .......... .......... .......... .......... .......... 98%  248M 0s\n",
            " 56250K .......... .......... .......... .......... .......... 98%  259M 0s\n",
            " 56300K .......... .......... .......... .......... .......... 98%  250M 0s\n",
            " 56350K .......... .......... .......... .......... .......... 98%  220M 0s\n",
            " 56400K .......... .......... .......... .......... .......... 98%  261M 0s\n",
            " 56450K .......... .......... .......... .......... .......... 98%  265M 0s\n",
            " 56500K .......... .......... .......... .......... .......... 99%  254M 0s\n",
            " 56550K .......... .......... .......... .......... .......... 99%  228M 0s\n",
            " 56600K .......... .......... .......... .......... .......... 99%  265M 0s\n",
            " 56650K .......... .......... .......... .......... .......... 99%  266M 0s\n",
            " 56700K .......... .......... .......... .......... .......... 99%  254M 0s\n",
            " 56750K .......... .......... .......... .......... .......... 99%  209M 0s\n",
            " 56800K .......... .......... .......... .......... .......... 99%  263M 0s\n",
            " 56850K .......... .......... .......... .......... .......... 99%  267M 0s\n",
            " 56900K .......... .......... .......... .......... .......... 99%  272M 0s\n",
            " 56950K .......... .......... .......... .......... .......... 99%  227M 0s\n",
            " 57000K .......... .......... .......... .......... .......... 99%  242M 0s\n",
            " 57050K .......... .......... .......... .......... ........  100%  259M=0.3s\n",
            "\n",
            "2022-03-27 00:38:43 (198 MB/s) - ‘Miniconda3-4.5.4-Linux-x86_64.sh’ saved [58468498/58468498]\n",
            "\n",
            "Python 3.6.5 :: Anaconda, Inc.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bash\n",
        "conda install --channel defaults conda python=3.7 --yes\n",
        "conda update --channel defaults --all --yes"
      ],
      "metadata": {
        "id": "aDgH9yBY_gs3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cadd9c0c-bf96-4a8f-91ce-3f4f3db3a3b4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Solving environment: ...working... done\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs: \n",
            "    - conda\n",
            "    - python=3.7\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    ca-certificates-2022.3.18  |       h06a4308_0         129 KB\n",
            "    readline-8.1.2             |       h7f8727e_1         423 KB\n",
            "    ld_impl_linux-64-2.35.1    |       h7274673_9         637 KB\n",
            "    conda-4.12.0               |   py37h06a4308_0        16.9 MB\n",
            "    pysocks-1.7.1              |           py37_1          27 KB\n",
            "    requests-2.27.1            |     pyhd3eb1b0_0          52 KB\n",
            "    xz-5.2.5                   |       h7b6447c_0         438 KB\n",
            "    libstdcxx-ng-9.1.0         |       hdf63c60_0         4.0 MB\n",
            "    urllib3-1.26.8             |     pyhd3eb1b0_0         100 KB\n",
            "    python-3.7.11              |       h12debd9_0        52.9 MB\n",
            "    _libgcc_mutex-0.1          |             main           3 KB\n",
            "    libffi-3.3                 |       he6710b0_2          54 KB\n",
            "    cffi-1.15.0                |   py37hd667e15_1         224 KB\n",
            "    brotlipy-0.7.0             |py37h27cfd23_1003         350 KB\n",
            "    colorama-0.4.4             |     pyhd3eb1b0_0          21 KB\n",
            "    openssl-1.1.1n             |       h7f8727e_0         3.8 MB\n",
            "    tqdm-4.63.0                |     pyhd3eb1b0_0          80 KB\n",
            "    setuptools-58.0.4          |   py37h06a4308_0         979 KB\n",
            "    ruamel_yaml-0.15.100       |   py37h27cfd23_0         267 KB\n",
            "    wheel-0.37.1               |     pyhd3eb1b0_0          31 KB\n",
            "    conda-package-handling-1.8.0|   py37h7f8727e_0         974 KB\n",
            "    pycparser-2.21             |     pyhd3eb1b0_0          94 KB\n",
            "    tk-8.6.11                  |       h1ccaba5_0         3.2 MB\n",
            "    zlib-1.2.11                |       h7f8727e_4         125 KB\n",
            "    libgcc-ng-9.1.0            |       hdf63c60_0         8.1 MB\n",
            "    charset-normalizer-2.0.4   |     pyhd3eb1b0_0          33 KB\n",
            "    idna-3.3                   |     pyhd3eb1b0_0          55 KB\n",
            "    certifi-2021.10.8          |   py37h06a4308_2         156 KB\n",
            "    pycosat-0.6.3              |   py37h27cfd23_0         108 KB\n",
            "    yaml-0.2.5                 |       h7b6447c_0          87 KB\n",
            "    pyopenssl-22.0.0           |     pyhd3eb1b0_0          49 KB\n",
            "    sqlite-3.38.0              |       hc218d9a_0         1.5 MB\n",
            "    cryptography-36.0.0        |   py37h9ce1e76_0         1.5 MB\n",
            "    ncurses-6.3                |       h7f8727e_2         1.0 MB\n",
            "    pip-21.2.2                 |   py37h06a4308_0         2.0 MB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:       100.4 MB\n",
            "\n",
            "The following NEW packages will be INSTALLED:\n",
            "\n",
            "    _libgcc_mutex:          0.1-main               \n",
            "    brotlipy:               0.7.0-py37h27cfd23_1003\n",
            "    charset-normalizer:     2.0.4-pyhd3eb1b0_0     \n",
            "    colorama:               0.4.4-pyhd3eb1b0_0     \n",
            "    conda-package-handling: 1.8.0-py37h7f8727e_0   \n",
            "    ld_impl_linux-64:       2.35.1-h7274673_9      \n",
            "    tqdm:                   4.63.0-pyhd3eb1b0_0    \n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "    ca-certificates:        2018.03.07-0            --> 2022.3.18-h06a4308_0    \n",
            "    certifi:                2018.4.16-py36_0        --> 2021.10.8-py37h06a4308_2\n",
            "    cffi:                   1.11.5-py36h9745a5d_0   --> 1.15.0-py37hd667e15_1   \n",
            "    conda:                  4.5.4-py36_0            --> 4.12.0-py37h06a4308_0   \n",
            "    cryptography:           2.2.2-py36h14c3975_0    --> 36.0.0-py37h9ce1e76_0   \n",
            "    idna:                   2.6-py36h82fb2a8_1      --> 3.3-pyhd3eb1b0_0        \n",
            "    libffi:                 3.2.1-hd88cf55_4        --> 3.3-he6710b0_2          \n",
            "    libgcc-ng:              7.2.0-hdf63c60_3        --> 9.1.0-hdf63c60_0        \n",
            "    libstdcxx-ng:           7.2.0-hdf63c60_3        --> 9.1.0-hdf63c60_0        \n",
            "    ncurses:                6.1-hf484d3e_0          --> 6.3-h7f8727e_2          \n",
            "    openssl:                1.0.2o-h20670df_0       --> 1.1.1n-h7f8727e_0       \n",
            "    pip:                    10.0.1-py36_0           --> 21.2.2-py37h06a4308_0   \n",
            "    pycosat:                0.6.3-py36h0a5515d_0    --> 0.6.3-py37h27cfd23_0    \n",
            "    pycparser:              2.18-py36hf9f622e_1     --> 2.21-pyhd3eb1b0_0       \n",
            "    pyopenssl:              18.0.0-py36_0           --> 22.0.0-pyhd3eb1b0_0     \n",
            "    pysocks:                1.6.8-py36_0            --> 1.7.1-py37_1            \n",
            "    python:                 3.6.5-hc3d631a_2        --> 3.7.11-h12debd9_0       \n",
            "    readline:               7.0-ha6073c6_4          --> 8.1.2-h7f8727e_1        \n",
            "    requests:               2.18.4-py36he2e5f8d_1   --> 2.27.1-pyhd3eb1b0_0     \n",
            "    ruamel_yaml:            0.15.37-py36h14c3975_2  --> 0.15.100-py37h27cfd23_0 \n",
            "    setuptools:             39.2.0-py36_0           --> 58.0.4-py37h06a4308_0   \n",
            "    sqlite:                 3.23.1-he433501_0       --> 3.38.0-hc218d9a_0       \n",
            "    tk:                     8.6.7-hc745277_3        --> 8.6.11-h1ccaba5_0       \n",
            "    urllib3:                1.22-py36hbe7ace6_0     --> 1.26.8-pyhd3eb1b0_0     \n",
            "    wheel:                  0.31.1-py36_0           --> 0.37.1-pyhd3eb1b0_0     \n",
            "    xz:                     5.2.4-h14c3975_4        --> 5.2.5-h7b6447c_0        \n",
            "    yaml:                   0.1.7-had09818_2        --> 0.2.5-h7b6447c_0        \n",
            "    zlib:                   1.2.11-ha838bed_2       --> 1.2.11-h7f8727e_4       \n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "Preparing transaction: ...working... done\n",
            "Verifying transaction: ...working... done\n",
            "Executing transaction: ...working... done\n",
            "Collecting package metadata (current_repodata.json): ...working... done\n",
            "Solving environment: ...working... done\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    _openmp_mutex-4.5          |            1_gnu          22 KB\n",
            "    libgcc-ng-9.3.0            |      h5101ec6_17         4.8 MB\n",
            "    libgomp-9.3.0              |      h5101ec6_17         311 KB\n",
            "    libstdcxx-ng-9.3.0         |      hd4cf53a_17         3.1 MB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:         8.2 MB\n",
            "\n",
            "The following NEW packages will be INSTALLED:\n",
            "\n",
            "  _openmp_mutex      pkgs/main/linux-64::_openmp_mutex-4.5-1_gnu\n",
            "  libgomp            pkgs/main/linux-64::libgomp-9.3.0-h5101ec6_17\n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "  libgcc-ng                                9.1.0-hdf63c60_0 --> 9.3.0-h5101ec6_17\n",
            "  libstdcxx-ng                             9.1.0-hdf63c60_0 --> 9.3.0-hd4cf53a_17\n",
            "\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "\r_openmp_mutex-4.5    | 22 KB     |            |   0% \r_openmp_mutex-4.5    | 22 KB     | ########## | 100% \n",
            "\rlibstdcxx-ng-9.3.0   | 3.1 MB    |            |   0% \rlibstdcxx-ng-9.3.0   | 3.1 MB    | ########## | 100% \rlibstdcxx-ng-9.3.0   | 3.1 MB    | ########## | 100% \n",
            "\rlibgomp-9.3.0        | 311 KB    |            |   0% \rlibgomp-9.3.0        | 311 KB    | ########## | 100% \n",
            "\rlibgcc-ng-9.3.0      | 4.8 MB    |            |   0% \rlibgcc-ng-9.3.0      | 4.8 MB    | ########## | 100% \rlibgcc-ng-9.3.0      | 4.8 MB    | ########## | 100% \n",
            "Preparing transaction: ...working... done\n",
            "Verifying transaction: ...working... done\n",
            "Executing transaction: ...working... done\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\rca-certificates-2022 |  129 KB |            |   0% \rca-certificates-2022 |  129 KB | ########## | 100% \n",
            "\rreadline-8.1.2       |  423 KB |            |   0% \rreadline-8.1.2       |  423 KB | ########## | 100% \n",
            "\rld_impl_linux-64-2.3 |  637 KB |            |   0% \rld_impl_linux-64-2.3 |  637 KB | #########5 |  95% \rld_impl_linux-64-2.3 |  637 KB | ########## | 100% \n",
            "\rconda-4.12.0         | 16.9 MB |            |   0% \rconda-4.12.0         | 16.9 MB | #######3   |  73% \rconda-4.12.0         | 16.9 MB | #########5 |  95% \rconda-4.12.0         | 16.9 MB | ########## | 100% \n",
            "\rpysocks-1.7.1        |   27 KB |            |   0% \rpysocks-1.7.1        |   27 KB | ########## | 100% \n",
            "\rrequests-2.27.1      |   52 KB |            |   0% \rrequests-2.27.1      |   52 KB | ########## | 100% \n",
            "\rxz-5.2.5             |  438 KB |            |   0% \rxz-5.2.5             |  438 KB | ########## | 100% \n",
            "\rlibstdcxx-ng-9.1.0   |  4.0 MB |            |   0% \rlibstdcxx-ng-9.1.0   |  4.0 MB | #######8   |  78% \rlibstdcxx-ng-9.1.0   |  4.0 MB | ########## | 100% \n",
            "\rurllib3-1.26.8       |  100 KB |            |   0% \rurllib3-1.26.8       |  100 KB | ########## | 100% \n",
            "\rpython-3.7.11        | 52.9 MB |            |   0% \rpython-3.7.11        | 52.9 MB | #9         |  20% \rpython-3.7.11        | 52.9 MB | ####3      |  44% \rpython-3.7.11        | 52.9 MB | ######9    |  70% \rpython-3.7.11        | 52.9 MB | ########5  |  86% \rpython-3.7.11        | 52.9 MB | #########6 |  97% \rpython-3.7.11        | 52.9 MB | ########## | 100% \n",
            "\r_libgcc_mutex-0.1    |    3 KB |            |   0% \r_libgcc_mutex-0.1    |    3 KB | ########## | 100% \n",
            "\rlibffi-3.3           |   54 KB |            |   0% \rlibffi-3.3           |   54 KB | ########## | 100% \n",
            "\rcffi-1.15.0          |  224 KB |            |   0% \rcffi-1.15.0          |  224 KB | ########## | 100% \n",
            "\rbrotlipy-0.7.0       |  350 KB |            |   0% \rbrotlipy-0.7.0       |  350 KB | ########## | 100% \n",
            "\rcolorama-0.4.4       |   21 KB |            |   0% \rcolorama-0.4.4       |   21 KB | ########## | 100% \n",
            "\ropenssl-1.1.1n       |  3.8 MB |            |   0% \ropenssl-1.1.1n       |  3.8 MB | #######8   |  79% \ropenssl-1.1.1n       |  3.8 MB | ########## | 100% \n",
            "\rtqdm-4.63.0          |   80 KB |            |   0% \rtqdm-4.63.0          |   80 KB | ########## | 100% \n",
            "\rsetuptools-58.0.4    |  979 KB |            |   0% \rsetuptools-58.0.4    |  979 KB | ########3  |  84% \rsetuptools-58.0.4    |  979 KB | ########## | 100% \n",
            "\rruamel_yaml-0.15.100 |  267 KB |            |   0% \rruamel_yaml-0.15.100 |  267 KB | ########## | 100% \n",
            "\rwheel-0.37.1         |   31 KB |            |   0% \rwheel-0.37.1         |   31 KB | ########## | 100% \n",
            "\rconda-package-handli |  974 KB |            |   0% \rconda-package-handli |  974 KB | #########5 |  95% \rconda-package-handli |  974 KB | ########## | 100% \n",
            "\rpycparser-2.21       |   94 KB |            |   0% \rpycparser-2.21       |   94 KB | ########## | 100% \n",
            "\rtk-8.6.11            |  3.2 MB |            |   0% \rtk-8.6.11            |  3.2 MB | #######6   |  77% \rtk-8.6.11            |  3.2 MB | #########5 |  95% \rtk-8.6.11            |  3.2 MB | ########## | 100% \n",
            "\rzlib-1.2.11          |  125 KB |            |   0% \rzlib-1.2.11          |  125 KB | ########## | 100% \n",
            "\rlibgcc-ng-9.1.0      |  8.1 MB |            |   0% \rlibgcc-ng-9.1.0      |  8.1 MB | #######5   |  75% \rlibgcc-ng-9.1.0      |  8.1 MB | #########7 |  98% \rlibgcc-ng-9.1.0      |  8.1 MB | ########## | 100% \n",
            "\rcharset-normalizer-2 |   33 KB |            |   0% \rcharset-normalizer-2 |   33 KB | ########## | 100% \n",
            "\ridna-3.3             |   55 KB |            |   0% \ridna-3.3             |   55 KB | ########## | 100% \n",
            "\rcertifi-2021.10.8    |  156 KB |            |   0% \rcertifi-2021.10.8    |  156 KB | ########## | 100% \n",
            "\rpycosat-0.6.3        |  108 KB |            |   0% \rpycosat-0.6.3        |  108 KB | ########## | 100% \n",
            "\ryaml-0.2.5           |   87 KB |            |   0% \ryaml-0.2.5           |   87 KB | ########## | 100% \n",
            "\rpyopenssl-22.0.0     |   49 KB |            |   0% \rpyopenssl-22.0.0     |   49 KB | ########## | 100% \n",
            "\rsqlite-3.38.0        |  1.5 MB |            |   0% \rsqlite-3.38.0        |  1.5 MB | ########7  |  87% \rsqlite-3.38.0        |  1.5 MB | ########## | 100% \n",
            "\rcryptography-36.0.0  |  1.5 MB |            |   0% \rcryptography-36.0.0  |  1.5 MB | #######7   |  78% \rcryptography-36.0.0  |  1.5 MB | #########8 |  98% \rcryptography-36.0.0  |  1.5 MB | ########## | 100% \n",
            "\rncurses-6.3          |  1.0 MB |            |   0% \rncurses-6.3          |  1.0 MB | ########7  |  87% \rncurses-6.3          |  1.0 MB | ########## | 100% \n",
            "\rpip-21.2.2           |  2.0 MB |            |   0% \rpip-21.2.2           |  2.0 MB | #######7   |  78% \rpip-21.2.2           |  2.0 MB | #########4 |  94% \rpip-21.2.2           |  2.0 MB | ########## | 100% \n",
            "\n",
            "The environment is inconsistent, please check the package plan carefully\n",
            "The following packages are causing the inconsistency:\n",
            "\n",
            "  - defaults/linux-64::asn1crypto==0.24.0=py36_0\n",
            "  - defaults/linux-64::chardet==3.0.4=py36h0f667ec_1\n",
            "  - defaults/linux-64::six==1.11.0=py36h372c433_1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bash\n",
        "source activate pytorch1\n",
        "conda env list"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9MVga-T8iEE9",
        "outputId": "53e597a1-9979-4630-c5f0-183ab0bdf062"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "# conda environments:\n",
            "#\n",
            "base                  *  /usr/local\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Could not find conda environment: pytorch1\n",
            "You can list all discoverable environments with `conda info --envs`.\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!conda install pytorch=1.1 torchvision=0.3 cudatoolkit=9.0 -c pytorch\n",
        "!pip install matplotlib scikit-image opencv-python yacs joblib natsort h5py tqdm\n",
        "!conda install pillow==6.1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "PEwgjbwYmC8B",
        "outputId": "3efa4e72-3bb4-4c71-9594-632a8b18b7a6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting package metadata (current_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\bdone\n",
            "Solving environment: \\ \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::asn1crypto==0.24.0=py36_0\n",
            "  - defaults/linux-64::chardet==3.0.4=py36h0f667ec_1\n",
            "  - defaults/linux-64::six==1.11.0=py36h372c433_1\n",
            "\b\b- \b\b\\ \b\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - cudatoolkit=9.0\n",
            "    - pytorch=1.1\n",
            "    - torchvision=0.3\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    asn1crypto-1.4.0           |             py_0          80 KB\n",
            "    blas-1.0                   |              mkl           6 KB\n",
            "    chardet-4.0.0              |py37h06a4308_1003         195 KB\n",
            "    cudatoolkit-9.0            |       h13b8566_0       237.0 MB\n",
            "    freetype-2.11.0            |       h70c0345_0         618 KB\n",
            "    giflib-5.2.1               |       h7b6447c_0          78 KB\n",
            "    intel-openmp-2021.4.0      |    h06a4308_3561         4.2 MB\n",
            "    jpeg-9d                    |       h7f8727e_0         232 KB\n",
            "    lcms2-2.12                 |       h3be6417_0         312 KB\n",
            "    libpng-1.6.37              |       hbc83047_0         278 KB\n",
            "    libtiff-4.2.0              |       h85742a9_0         502 KB\n",
            "    libwebp-1.2.2              |       h55f646e_0          80 KB\n",
            "    libwebp-base-1.2.2         |       h7f8727e_0         440 KB\n",
            "    lz4-c-1.9.3                |       h295c915_1         185 KB\n",
            "    mkl-2021.4.0               |     h06a4308_640       142.6 MB\n",
            "    mkl-service-2.4.0          |   py37h7f8727e_0          56 KB\n",
            "    mkl_fft-1.3.1              |   py37hd3c417c_0         172 KB\n",
            "    mkl_random-1.2.2           |   py37h51133e4_0         287 KB\n",
            "    ninja-1.10.2               |   py37hd09550d_3         1.5 MB\n",
            "    numpy-1.21.2               |   py37h20f2e39_0          23 KB\n",
            "    numpy-base-1.21.2          |   py37h79a1101_0         4.8 MB\n",
            "    pillow-9.0.1               |   py37h22f2fdc_0         652 KB\n",
            "    pytorch-1.1.0              |py3.7_cuda9.0.176_cudnn7.5.1_0       376.8 MB  pytorch\n",
            "    six-1.16.0                 |     pyhd3eb1b0_1          18 KB\n",
            "    torchvision-0.3.0          | py37_cu9.0.176_1         3.7 MB  pytorch\n",
            "    zstd-1.4.9                 |       haebb681_0         480 KB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:       775.1 MB\n",
            "\n",
            "The following NEW packages will be INSTALLED:\n",
            "\n",
            "  blas               pkgs/main/linux-64::blas-1.0-mkl\n",
            "  cudatoolkit        pkgs/main/linux-64::cudatoolkit-9.0-h13b8566_0\n",
            "  freetype           pkgs/main/linux-64::freetype-2.11.0-h70c0345_0\n",
            "  giflib             pkgs/main/linux-64::giflib-5.2.1-h7b6447c_0\n",
            "  intel-openmp       pkgs/main/linux-64::intel-openmp-2021.4.0-h06a4308_3561\n",
            "  jpeg               pkgs/main/linux-64::jpeg-9d-h7f8727e_0\n",
            "  lcms2              pkgs/main/linux-64::lcms2-2.12-h3be6417_0\n",
            "  libpng             pkgs/main/linux-64::libpng-1.6.37-hbc83047_0\n",
            "  libtiff            pkgs/main/linux-64::libtiff-4.2.0-h85742a9_0\n",
            "  libwebp            pkgs/main/linux-64::libwebp-1.2.2-h55f646e_0\n",
            "  libwebp-base       pkgs/main/linux-64::libwebp-base-1.2.2-h7f8727e_0\n",
            "  lz4-c              pkgs/main/linux-64::lz4-c-1.9.3-h295c915_1\n",
            "  mkl                pkgs/main/linux-64::mkl-2021.4.0-h06a4308_640\n",
            "  mkl-service        pkgs/main/linux-64::mkl-service-2.4.0-py37h7f8727e_0\n",
            "  mkl_fft            pkgs/main/linux-64::mkl_fft-1.3.1-py37hd3c417c_0\n",
            "  mkl_random         pkgs/main/linux-64::mkl_random-1.2.2-py37h51133e4_0\n",
            "  ninja              pkgs/main/linux-64::ninja-1.10.2-py37hd09550d_3\n",
            "  numpy              pkgs/main/linux-64::numpy-1.21.2-py37h20f2e39_0\n",
            "  numpy-base         pkgs/main/linux-64::numpy-base-1.21.2-py37h79a1101_0\n",
            "  pillow             pkgs/main/linux-64::pillow-9.0.1-py37h22f2fdc_0\n",
            "  pytorch            pytorch/linux-64::pytorch-1.1.0-py3.7_cuda9.0.176_cudnn7.5.1_0\n",
            "  torchvision        pytorch/linux-64::torchvision-0.3.0-py37_cu9.0.176_1\n",
            "  zstd               pkgs/main/linux-64::zstd-1.4.9-haebb681_0\n",
            "\n",
            "The following packages will be UPDATED:\n",
            "\n",
            "  asn1crypto         pkgs/main/linux-64::asn1crypto-0.24.0~ --> pkgs/main/noarch::asn1crypto-1.4.0-py_0\n",
            "  chardet                              3.0.4-py36h0f667ec_1 --> 4.0.0-py37h06a4308_1003\n",
            "  six                pkgs/main/linux-64::six-1.11.0-py36h3~ --> pkgs/main/noarch::six-1.16.0-pyhd3eb1b0_1\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "libtiff-4.2.0        | 502 KB    | : 100% 1.0/1 [00:00<00:00,  8.95it/s]\n",
            "giflib-5.2.1         | 78 KB     | : 100% 1.0/1 [00:00<00:00, 22.81it/s]\n",
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            "numpy-1.21.2         | 23 KB     | : 100% 1.0/1 [00:00<00:00, 24.96it/s]\n",
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            "six-1.16.0           | 18 KB     | : 100% 1.0/1 [00:00<00:00, 23.60it/s]\n",
            "libwebp-base-1.2.2   | 440 KB    | : 100% 1.0/1 [00:00<00:00, 19.20it/s]\n",
            "chardet-4.0.0        | 195 KB    | : 100% 1.0/1 [00:00<00:00, 20.56it/s]\n",
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            "intel-openmp-2021.4. | 4.2 MB    | : 100% 1.0/1 [00:00<00:00,  5.86it/s]\n",
            "cudatoolkit-9.0      | 237.0 MB  | : 100% 1.0/1 [00:04<00:00,  4.59s/it]               \n",
            "Preparing transaction: / \b\b- \b\bdone\n",
            "Verifying transaction: | \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\bdone\n",
            "Collecting matplotlib\n",
            "  Downloading matplotlib-3.5.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (11.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 11.2 MB 13.9 MB/s \n",
            "\u001b[?25hCollecting scikit-image\n",
            "  Downloading scikit_image-0.19.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (13.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 13.5 MB 60.1 MB/s \n",
            "\u001b[?25hCollecting opencv-python\n",
            "  Downloading opencv_python-4.5.5.64-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (60.5 MB)\n",
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            "\u001b[?25hCollecting yacs\n",
            "  Downloading yacs-0.1.8-py3-none-any.whl (14 kB)\n",
            "Collecting joblib\n",
            "  Downloading joblib-1.1.0-py2.py3-none-any.whl (306 kB)\n",
            "\u001b[K     |████████████████████████████████| 306 kB 73.5 MB/s \n",
            "\u001b[?25hCollecting natsort\n",
            "  Downloading natsort-8.1.0-py3-none-any.whl (37 kB)\n",
            "Collecting h5py\n",
            "  Downloading h5py-3.6.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (4.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.1 MB 57.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.7/site-packages (4.63.0)\n",
            "Collecting pyparsing>=2.2.1\n",
            "  Downloading pyparsing-3.0.7-py3-none-any.whl (98 kB)\n",
            "\u001b[K     |████████████████████████████████| 98 kB 8.6 MB/s \n",
            "\u001b[?25hCollecting python-dateutil>=2.7\n",
            "  Downloading python_dateutil-2.8.2-py2.py3-none-any.whl (247 kB)\n",
            "\u001b[K     |████████████████████████████████| 247 kB 78.1 MB/s \n",
            "\u001b[?25hCollecting kiwisolver>=1.0.1\n",
            "  Downloading kiwisolver-1.4.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.1 MB 54.6 MB/s \n",
            "\u001b[?25hCollecting packaging>=20.0\n",
            "  Downloading packaging-21.3-py3-none-any.whl (40 kB)\n",
            "\u001b[K     |████████████████████████████████| 40 kB 6.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/site-packages (from matplotlib) (1.21.2)\n",
            "Collecting cycler>=0.10\n",
            "  Downloading cycler-0.11.0-py3-none-any.whl (6.4 kB)\n",
            "Collecting fonttools>=4.22.0\n",
            "  Downloading fonttools-4.31.2-py3-none-any.whl (899 kB)\n",
            "\u001b[K     |████████████████████████████████| 899 kB 69.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/site-packages (from matplotlib) (9.0.1)\n",
            "Collecting tifffile>=2019.7.26\n",
            "  Downloading tifffile-2021.11.2-py3-none-any.whl (178 kB)\n",
            "\u001b[K     |████████████████████████████████| 178 kB 76.7 MB/s \n",
            "\u001b[?25hCollecting networkx>=2.2\n",
            "  Downloading networkx-2.6.3-py3-none-any.whl (1.9 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.9 MB 43.8 MB/s \n",
            "\u001b[?25hCollecting imageio>=2.4.1\n",
            "  Downloading imageio-2.16.1-py3-none-any.whl (3.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.3 MB 53.6 MB/s \n",
            "\u001b[?25hCollecting PyWavelets>=1.1.1\n",
            "  Downloading PyWavelets-1.3.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.4 MB 52.5 MB/s \n",
            "\u001b[?25hCollecting scipy>=1.4.1\n",
            "  Downloading scipy-1.7.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (38.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 38.1 MB 1.1 MB/s \n",
            "\u001b[?25hCollecting PyYAML\n",
            "  Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n",
            "\u001b[K     |████████████████████████████████| 596 kB 60.0 MB/s \n",
            "\u001b[?25hCollecting cached-property\n",
            "  Downloading cached_property-1.5.2-py2.py3-none-any.whl (7.6 kB)\n",
            "Collecting typing-extensions\n",
            "  Downloading typing_extensions-4.1.1-py3-none-any.whl (26 kB)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
            "Installing collected packages: typing-extensions, pyparsing, tifffile, scipy, PyYAML, PyWavelets, python-dateutil, packaging, networkx, kiwisolver, imageio, fonttools, cycler, cached-property, yacs, scikit-image, opencv-python, natsort, matplotlib, joblib, h5py\n",
            "Successfully installed PyWavelets-1.3.0 PyYAML-6.0 cached-property-1.5.2 cycler-0.11.0 fonttools-4.31.2 h5py-3.6.0 imageio-2.16.1 joblib-1.1.0 kiwisolver-1.4.0 matplotlib-3.5.1 natsort-8.1.0 networkx-2.6.3 opencv-python-4.5.5.64 packaging-21.3 pyparsing-3.0.7 python-dateutil-2.8.2 scikit-image-0.19.2 scipy-1.7.3 tifffile-2021.11.2 typing-extensions-4.1.1 yacs-0.1.8\n",
            "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "cycler",
                  "dateutil",
                  "kiwisolver",
                  "pyparsing"
                ]
              }
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting package metadata (current_repodata.json): - \b\b\\ \b\b| \b\b/ \b\b- \b\b\\ \b\bdone\n",
            "Solving environment: / \b\bfailed with initial frozen solve. Retrying with flexible solve.\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\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\bdone\n",
            "\n",
            "## Package Plan ##\n",
            "\n",
            "  environment location: /usr/local\n",
            "\n",
            "  added / updated specs:\n",
            "    - pillow==6.1\n",
            "\n",
            "\n",
            "The following packages will be downloaded:\n",
            "\n",
            "    package                    |            build\n",
            "    ---------------------------|-----------------\n",
            "    olefile-0.46               |           py37_0          50 KB\n",
            "    pillow-6.1.0               |   py37h34e0f95_0         586 KB\n",
            "    ------------------------------------------------------------\n",
            "                                           Total:         635 KB\n",
            "\n",
            "The following NEW packages will be INSTALLED:\n",
            "\n",
            "  olefile            pkgs/main/linux-64::olefile-0.46-py37_0\n",
            "\n",
            "The following packages will be DOWNGRADED:\n",
            "\n",
            "  pillow                               9.0.1-py37h22f2fdc_0 --> 6.1.0-py37h34e0f95_0\n",
            "\n",
            "\n",
            "Proceed ([y]/n)? y\n",
            "\n",
            "\n",
            "Downloading and Extracting Packages\n",
            "olefile-0.46         | 50 KB     | : 100% 1.0/1 [00:00<00:00, 10.29it/s]\n",
            "pillow-6.1.0         | 586 KB    | : 100% 1.0/1 [00:00<00:00,  2.44it/s]               \n",
            "Preparing transaction: \\ \b\bdone\n",
            "Verifying transaction: / \b\bdone\n",
            "Executing transaction: \\ \b\bdone\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t7utW4in4azV"
      },
      "source": [
        "**2) Clone the MPRNet and Setup env**\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e03U7Zi-qMr2",
        "outputId": "e2401d42-6be7-40c2-d43b-382148c95113"
      },
      "source": [
        "!git clone https://github.com/alexwg0819/FYP_MPRNet.git"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'FYP_MPRNet'...\n",
            "remote: Enumerating objects: 59, done.\u001b[K\n",
            "remote: Counting objects: 100% (59/59), done.\u001b[K\n",
            "remote: Compressing objects: 100% (43/43), done.\u001b[K\n",
            "remote: Total 59 (delta 8), reused 59 (delta 8), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (59/59), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "#%conda activate pytorch1\n",
        "%cd /content/FYP_MPRNet/pytorch-gradual-warmup-lr\n",
        "!ls\n",
        "!python setup.py install;\n",
        "%cd /content/FYP_MPRNet"
      ],
      "metadata": {
        "id": "jUfWP9uybWaJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3bdaf21f-ae4f-4658-d42c-c04bb916f679"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/FYP_MPRNet/pytorch-gradual-warmup-lr\n",
            "build  dist  setup.py  warmup_scheduler  warmup_scheduler.egg-info\n",
            "running install\n",
            "running bdist_egg\n",
            "running egg_info\n",
            "writing warmup_scheduler.egg-info/PKG-INFO\n",
            "writing dependency_links to warmup_scheduler.egg-info/dependency_links.txt\n",
            "writing top-level names to warmup_scheduler.egg-info/top_level.txt\n",
            "reading manifest file 'warmup_scheduler.egg-info/SOURCES.txt'\n",
            "writing manifest file 'warmup_scheduler.egg-info/SOURCES.txt'\n",
            "installing library code to build/bdist.linux-x86_64/egg\n",
            "running install_lib\n",
            "running build_py\n",
            "creating build/bdist.linux-x86_64\n",
            "creating build/bdist.linux-x86_64/egg\n",
            "creating build/bdist.linux-x86_64/egg/warmup_scheduler\n",
            "copying build/lib/warmup_scheduler/__init__.py -> build/bdist.linux-x86_64/egg/warmup_scheduler\n",
            "copying build/lib/warmup_scheduler/scheduler.py -> build/bdist.linux-x86_64/egg/warmup_scheduler\n",
            "copying build/lib/warmup_scheduler/run.py -> build/bdist.linux-x86_64/egg/warmup_scheduler\n",
            "byte-compiling build/bdist.linux-x86_64/egg/warmup_scheduler/__init__.py to __init__.cpython-37.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/warmup_scheduler/scheduler.py to scheduler.cpython-37.pyc\n",
            "byte-compiling build/bdist.linux-x86_64/egg/warmup_scheduler/run.py to run.cpython-37.pyc\n",
            "creating build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying warmup_scheduler.egg-info/PKG-INFO -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying warmup_scheduler.egg-info/SOURCES.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying warmup_scheduler.egg-info/dependency_links.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "copying warmup_scheduler.egg-info/top_level.txt -> build/bdist.linux-x86_64/egg/EGG-INFO\n",
            "zip_safe flag not set; analyzing archive contents...\n",
            "creating 'dist/warmup_scheduler-0.3-py3.7.egg' and adding 'build/bdist.linux-x86_64/egg' to it\n",
            "removing 'build/bdist.linux-x86_64/egg' (and everything under it)\n",
            "Processing warmup_scheduler-0.3-py3.7.egg\n",
            "Copying warmup_scheduler-0.3-py3.7.egg to /usr/local/lib/python3.7/site-packages\n",
            "Adding warmup-scheduler 0.3 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/site-packages/warmup_scheduler-0.3-py3.7.egg\n",
            "Processing dependencies for warmup-scheduler==0.3\n",
            "Finished processing dependencies for warmup-scheduler==0.3\n",
            "/content/FYP_MPRNet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9e9ZW3sqMEPO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2d6f9a83-4cfc-4a30-cdcb-41bc06ea4319"
      },
      "source": [
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive/', force_remount=True)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive/\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Using Best Model to be the weight\n",
        "!cp /content/gdrive/MyDrive/FYP/Model/model_best.pth /content/FYP_MPRNet/Deraining/pretrained_models/model_deraining.pth\n",
        "\n",
        "#Using Best latest to be the weight\n",
        "# !cp /content/gdrive/MyDrive/FYP/Model/model_latest.pth /content/MPRNet/Deraining/pretrained_models/model_deraining.pth\n",
        "\n",
        "#Using original Model to be the weight\n",
        "# !cp /content/gdrive/MyDrive/FYP/Model/model_original.pth /content/MPRNet/Deraining/pretrained_models/model_deraining.pth"
      ],
      "metadata": {
        "id": "Cccq1Twcrp_p"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Demo "
      ],
      "metadata": {
        "id": "HYYzJcQZPteU"
      }
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jhb5nZvsQ_96"
      },
      "source": [
        "%mkdir \"input\"\n",
        "%mkdir \"output\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/FYP_MPRNet/demo.py --input_dir /content/FYP_MPRNet/input --result_dir /content/FYP_MPRNet/output"
      ],
      "metadata": {
        "id": "ZLfIP4xNqNLS",
        "outputId": "245dd13e-1bb7-4a1e-c8a6-8bbec90d025f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Files saved at /content/FYP_MPRNet/output\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Train"
      ],
      "metadata": {
        "id": "vg2JNrzTPyy3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "\n",
        "# Clone Test Dataset\n",
        "!rm -rf/content/FYP_MPRNet/Deraining/Datasets/test/\n",
        "!cp -R /content/gdrive/MyDrive/FYP/Dataset/test  /content/FYP_MPRNet/Deraining/Datasets/test/\n",
        "# Clone Train Dataset\n",
        "!rm -rf/content/FYP_MPRNet/Deraining/Datasets/train/\n",
        "!cp -R /content/gdrive/MyDrive/FYP/Dataset/train  /content/FYP_MPRNet/Deraining/Datasets/train/"
      ],
      "metadata": {
        "id": "1fq7KQpq2uiA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/FYP_MPRNet/Deraining/train.py\n"
      ],
      "metadata": {
        "id": "gJ2FTLh2ixr4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a30d015c-0182-48c6-b566-c1bc792de3de"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "===> Start Epoch 1 End Epoch 251\n",
            "===> Loading datasets\n",
            "100% 194/194 [02:39<00:00,  1.21it/s]\n",
            "------------------------------------------------------------------\n",
            "Epoch: 1\tTime: 159.6871\tLoss: 103.9174\tLearningRate 0.00013333\n",
            "------------------------------------------------------------------\n",
            " 65% 126/194 [01:44<00:50,  1.36it/s]Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "Traceback (most recent call last):\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "Traceback (most recent call last):\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            " 65% 126/194 [01:44<00:56,  1.20it/s]\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/FYP_MPRNet/Deraining/train.py\", line 124, in <module>\n",
            "    loss.backward()\n",
            "  File \"/usr/local/lib/python3.7/site-packages/torch/tensor.py\", line 107, in backward\n",
            "    torch.autograd.backward(self, gradient, retain_graph, create_graph)\n",
            "  File \"/usr/local/lib/python3.7/site-packages/torch/autograd/__init__.py\", line 93, in backward\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/queues.py\", line 242, in _feed\n",
            "    send_bytes(obj)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 200, in send_bytes\n",
            "    self._send_bytes(m[offset:offset + size])\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 404, in _send_bytes\n",
            "    self._send(header + buf)\n",
            "  File \"/usr/local/lib/python3.7/multiprocessing/connection.py\", line 368, in _send\n",
            "    n = write(self._handle, buf)\n",
            "BrokenPipeError: [Errno 32] Broken pipe\n",
            "    allow_unreachable=True)  # allow_unreachable flag\n",
            "KeyboardInterrupt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Test"
      ],
      "metadata": {
        "id": "q8sbKo9uHzOU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Clone Dataset\n",
        "\n",
        "!rm -rf /content/FYP_MPRNet/Deraining/Datasets/test\n",
        "# !cp -r /content/gdrive/MyDrive/FYP/Dataset/TestDataFormat1234to2345 /content/MPRNet/Deraining/Datasets/test/\n",
        "\n",
        "# !cp -r /content/gdrive/MyDrive/FYP/Dataset/TestDataFormatSingleFrame /content/MPRNet/Deraining/Datasets/test/\n",
        "\n",
        "!cp -r /content/gdrive/MyDrive/FYP/Dataset/TestDataFormat1234to5678 /content/MPRNet/Deraining/Datasets/test/"
      ],
      "metadata": {
        "id": "5oheNUqpHyeg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "224ee454-e478-4250-daf4-ee1ae8a1caed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cp: cannot create directory '/content/MPRNet/Deraining/Datasets/test/': No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Remove the last Result\n",
        "!rm -rf /content/MPRNet/Deraining/results\n",
        "#Use MPRNet to predict test dataset without pass Features \n",
        "!python /content/MPRNet/Deraining/test.py\n",
        "\n",
        "#Use MPRNet to predict test dataset with pass Features \n",
        "# !python /content/MPRNet/Deraining/testByPassFeature.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AAL6yJtkIpeJ",
        "outputId": "cd829cf5-d3bf-4d6c-8cd9-bfd7050d24ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "===>Testing using weights:  /content/MPRNet/Deraining/pretrained_models/model_deraining.pth\n",
            "100% 168/168 [00:48<00:00,  3.47it/s]\n",
            "100% 116/116 [00:33<00:00,  3.50it/s]\n",
            "100% 125/125 [00:36<00:00,  3.46it/s]\n",
            "100% 298/298 [01:25<00:00,  3.50it/s]\n",
            "100% 256/256 [01:12<00:00,  3.52it/s]\n",
            "100% 250/250 [01:10<00:00,  3.53it/s]\n",
            "100% 219/219 [01:04<00:00,  3.40it/s]\n",
            "100% 250/250 [01:14<00:00,  3.37it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir /content/MPRNet/Deraining/resultsExtract\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/A1\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/A2\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/A3\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/A4\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/B1\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/B2\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/B3\n",
        "!mkdir /content/MPRNet/Deraining/resultsExtract/B4"
      ],
      "metadata": {
        "id": "sH5BkPa5cibU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from PIL import Image\n",
        "import cv2\n",
        "from natsort import natsorted\n",
        "from glob import glob\n",
        "import os\n",
        "def extractImage_methodA(inputpath,outputpath):\n",
        "    files = natsorted(glob(os.path.join(inputpath, '*.jpg'))\n",
        "                + glob(os.path.join(inputpath, '*.JPG'))\n",
        "                + glob(os.path.join(inputpath, '*.png'))\n",
        "                + glob(os.path.join(inputpath, '*.PNG')))\n",
        "    i = 1\n",
        "    for file_ in files:\n",
        "        img = cv2.imread(file_)\n",
        "        x,y,c = img.shape\n",
        "        frame1 = img[0:int(x/2), 0:int(y/2)]\n",
        "        frame2 = img[0:int(x/2), int(y/2):y]\n",
        "        frame3 = img[int(x/2):x, 0:int(y/2)]\n",
        "        frame4 = img[int(x/2):x, int(y/2):y]\n",
        "        cv2.imwrite(f\"{outputpath}/{i}.png\", frame1)\n",
        "        i += 1\n",
        "        cv2.imwrite(f'{outputpath}/{i}.png', frame2)\n",
        "        i += 1\n",
        "        cv2.imwrite(f'{outputpath}/{i}.png', frame3)\n",
        "        i += 1\n",
        "        cv2.imwrite(f'{outputpath}/{i}.png', frame4)\n",
        "        i += 1\n",
        "\n",
        "def extractImage_methodB(inputpath,outputpath):\n",
        "    files = natsorted(glob(os.path.join(inputpath, '*.jpg'))\n",
        "                      + glob(os.path.join(inputpath, '*.JPG'))\n",
        "                      + glob(os.path.join(inputpath, '*.png'))\n",
        "                      + glob(os.path.join(inputpath, '*.PNG')))\n",
        "    i = 1\n",
        "    for file_ in files:\n",
        "        img = cv2.imread(file_)\n",
        "        x,y,c = img.shape\n",
        "        frame1 = img[0:int(x/2), 0:int(y/2)]\n",
        "        frame2 = img[0:int(x/2), int(y/2):y]\n",
        "        frame3 = img[int(x/2):x, 0:int(y/2)]\n",
        "        frame4 = img[int(x/2):x, int(y/2):y]\n",
        "        if (i==1):\n",
        "            cv2.imwrite(f\"{outputpath}/{i}.png\", frame1)\n",
        "            i += 1\n",
        "            cv2.imwrite(f'{outputpath}/{i}.png', frame2)\n",
        "            i += 1\n",
        "            cv2.imwrite(f'{outputpath}/{i}.png', frame3)\n",
        "            i += 1\n",
        "            cv2.imwrite(f'{outputpath}/{i}.png', frame4)\n",
        "            i += 1\n",
        "        else:\n",
        "            cv2.imwrite(f'{outputpath}/{i}.png', frame4)\n",
        "            i += 1\n",
        "\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/A1\",\"/content/MPRNet/Deraining/resultsExtract/A1\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/A2\",\"/content/MPRNet/Deraining/resultsExtract/A2\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/A3\",\"/content/MPRNet/Deraining/resultsExtract/A3\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/A4\",\"/content/MPRNet/Deraining/resultsExtract/A4\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/B1\",\"/content/MPRNet/Deraining/resultsExtract/B1\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/B2\",\"/content/MPRNet/Deraining/resultsExtract/B2\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/B3\",\"/content/MPRNet/Deraining/resultsExtract/B3\")\n",
        "extractImage_methodB(\"/content/MPRNet/Deraining/results/B4\",\"/content/MPRNet/Deraining/resultsExtract/B4\")"
      ],
      "metadata": {
        "id": "nO54IsPhczfn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r Result.zip \"/content/MPRNet/Deraining/results\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JQ8_ZfnjbYvo",
        "outputId": "29bd5186-5bff-4037-e2bb-022c07ecb9de"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  adding: content/MPRNet/Deraining/results/ (stored 0%)\n",
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