{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.8"
    },
    "colab": {
      "name": "jupyter_and_x11.ipynb",
      "provenance": [],
      "toc_visible": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U4Oxeicswwh6"
      },
      "source": [
        "# PlotMS in a Notebook\n",
        "\n",
        "Original Author: drs@nrao.edu\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "70JzWxWrxOmn"
      },
      "source": [
        "## Description\n",
        "\n",
        "X11 is a client/server windowing system. The client communicates with the server using the X Window System Core Protocol. This architecture allows the X11 server to accept drawing commands from a remote client and render the GUI drawing commands on the hardware which the server controls/uses, e.g. monitor, keyboard and mouse. The X11 server renders the drawing commands onto a frame buffer. This buffer allows for caching drawing results. At the appropriate time, the buffer contents are flushed video RAM.\n",
        "\n",
        "This architecture allowed for the implementation of a virtual Frame Buffer and an accompanying virtual server. This allows X11 applications to run without actual display hardware. This is the only way to use X11 (including Qt) applications in the context of a Jupyter notebook. There is no other way.\n",
        "\n",
        "If someone implemented an X11 server designed for use with Jupyter notebooks, the display of X11 applications within the notebook may be possible. This potential server would behave like XQuartz (the X11 server implementation for MacOS which renders X11 widgets using the native GUI environment on MacOS).\n",
        "\n",
        "This notebook shows how virtual frame buffers can be used to run X11 applications within a Jupyter notebook. The application used is casaplotms, a Qt application.\n",
        "\n",
        "The first step is to perform som configuration steps:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZrYCOmilwwiH",
        "outputId": "4b74c7e2-f485-4437-e66a-fc5a5356e3bb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Installation\n",
        "import os\n",
        "print(\"performing setup (tasks a few minutes)...\")\n",
        "os.system('apt-get install xvfb')\n",
        "os.system('pip install casaplotms')\n",
        "os.system('pip install casadata')\n",
        "os.system('pip install pyvirtualdisplay')\n",
        "print('complete')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "performing setup (tasks a few minutes)...\n",
            "complete\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Ig8GAFKwwiI"
      },
      "source": [
        "## Setup Virtual Frame Buffer\n",
        "The pyvirtualdisplay package can be used to configure and launch a virtual frame buffer server. However, the way new processes are directed to the new frame buffer server is via a unix shell environment variable, DISPLAY. This means that this frame buffer server will be used by all X11 processes. This makes it difficult to encapsulate this pattern."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4HXdQcBJwwiI",
        "outputId": "299755d0-b5a5-411c-f61f-2ec284d83ac9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from pyvirtualdisplay import Display\n",
        "display = Display(visible=0,size=(2048,2048))\n",
        "display.start( )"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pyvirtualdisplay.display.Display at 0x7f0d0f7c2810>"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "28zG5HI9wwiJ"
      },
      "source": [
        "## Get Data\n",
        "\n",
        "Somehow data must be made available..."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IVxGLXOQwwiJ",
        "outputId": "2a5e8e08-0eb3-4e8e-b4b1-a615f5e696e8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "print(\"download some data...\")\n",
        "os.system(\"wget https://bulk.cv.nrao.edu/almadata/public/working/sis14_twhya_calibrated_flagged.ms.tar\")\n",
        "os.system(\"tar -xvf sis14_twhya_calibrated_flagged.ms.tar\")\n",
        "print('complete')"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "download some data...\n",
            "complete\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7G8zqPaQwwiJ"
      },
      "source": [
        "## Plot Data\n",
        "\n",
        "Start X11 application and plot data..."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "taNTD3TpwwiK",
        "outputId": "a3f8f950-a4e1-4350-94c6-c1d2fc895c27",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from casaplotms import plotms\n",
        "print('making the plot...')\n",
        "plotms(vis='sis14_twhya_calibrated_flagged.ms',plotfile='sis14_twhya_calibrated_flagged.jpg',showgui=False,highres=True,width=600,height=350,overwrite=True)\n",
        "print('complete')"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "making the plot...\n",
            "complete\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-2woerAYwwiK"
      },
      "source": [
        "## Display the Exported Raster Image"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o8FqRfhQwwiK",
        "outputId": "56f09399-1198-44c3-c826-c668323800b7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        }
      },
      "source": [
        "from IPython.display import Image\n",
        "Image(filename=\"sis14_twhya_calibrated_flagged.jpg\")"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/jpeg": 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aCGWCI20kciw4bcf2M+LPwT+Dnx68MQeCvjh8Kvh18YfB1rq9r4gtvCvxO8GeHfHXh2312xtr2zstZh0bxNp11bxapDaalqEUVwsYlSO+mRWCyOD/ADk/8Gv9naaf8Gv24rCwtreysbH9r3V7Oys7WGO3tbS0tvCumQ29tbQRKFgt44URERQFVUCgAAClGTlRrTUnGUXHS7sk3pZt39b36DatOnFpNNPp2S3P01f4Hf8ABEmPXD4Yk+EH/BLCPxKvxF1L4Pnw8/w//ZKXXB8W9GntrbWPhadJbSftA+Itpc3tnHc6J5f9pwPdxJLao0iA9x4F/ZB/4JJfFDUvF2jfDT9l7/gnR8RNY+H+rDQfHmk+Bfgn+zR4t1LwTrjPdRro3i6x0DwzcS+G9WMlleqLe9SGYtaSjZmN8fx4/tT/AAx8EXfwP/4Lz/Gi78P6dcfE3wF/wVU0ew8A+MpbaNvEHgeO7+O/j5NYk8JaqV8/w9NqEWrKt+1o8TXg0qx+0GT7HbeV986pbT/sc/tpf8FhLP8AZX0S1+Gr+B/+CRXgjxl4Y0/wPYRaNBoninRPh38JrM/EGzsdNjSNfEtja3+s6s94UaSW+a4vblpZZ7h5NXQdvdrS5rddvsdb/wB9fcQqivrTVv8Ah/LyP3luvgJ/wRTsfiPH8HL74L/8EuLP4uzX6aVF8K7r4c/snW/xHl1SRxHHpsfgebRhqb37SEKIRamQscBc17v/AMO3v+Cd/wD0YV+xf/4i38Dv/mGr+M/9ln9kz4t/tE/8Epk0D4b/APBJr4VfFXxN8UpPHfiPTP8AgoZrP7XnwK8IfFe08c6V8SddtbXXToXi/wAPR674Z0fSJtHi0i50KXX7S01WKwnv5SkuptNX9pX7B1j8fNJ/Y6/Z30T9qGDyvj34e+GmieGviTK3iTRPGE+o6x4bM+hWmt33inw5qd7Za9qeoaNp+mX11cw3U3m3OoStI/m7wMq0HSXu1nJqTi1zK+nWyk7Lyeq0uXTfPvTSTSadvw1Xpt+hi/8ADt7/AIJ3/wDRhX7F/wD4i38Dv/mGo/4dvf8ABO//AKMK/Yv/APEW/gd/8w1faFFc/tJ/zv72a8sf5V9x8X/8O3v+Cd//AEYV+xf/AOIt/A7/AOYaj/h29/wTv/6MK/Yv/wDEW/gd/wDMNX2hRR7Sf87+9hyx/lX3Hxf/AMO3v+Cd/wD0YV+xf/4i38Dv/mGo/wCHb3/BO/8A6MK/Yv8A/EW/gd/8w1faFFHtJ/zv72HLH+VfcfF//Dt7/gnf/wBGFfsX/wDiLfwO/wDmGo/4dvf8E7/+jCv2L/8AxFv4Hf8AzDV9oUUe0n/O/vYcsf5V9x8X/wDDt7/gnf8A9GFfsX/+It/A7/5hqP8Ah29/wTv/AOjCv2L/APxFv4Hf/MNX2hRR7Sf87+9hyx/lX3Hxf/w7e/4J3/8ARhX7F/8A4i38Dv8A5hqP+Hb3/BO//owr9i//AMRb+B3/AMw1faFFHtJ/zv72HLH+VfcfF/8Aw7e/4J3/APRhX7F//iLfwO/+Yaj/AIdvf8E7/wDowr9i/wD8Rb+B3/zDV9oUUe0n/O/vYcsf5V9x8X/8O3v+Cd//AEYV+xf/AOIt/A7/AOYaj/h29/wTv/6MK/Yv/wDEW/gd/wDMNX2hRR7Sf87+9hyx/lX3Hxf/AMO3v+Cd/wD0YV+xf/4i38Dv/mGo/wCHb3/BO/8A6MK/Yv8A/EW/gd/8w1faFFHtJ/zv72HLH+VfcfF//Dt7/gnf/wBGFfsX/wDiLfwO/wDmGo/4dvf8E7/+jCv2L/8AxFv4Hf8AzDV9oUUe0n/O/vYcsf5V9x8X/wDDt7/gnf8A9GFfsX/+It/A7/5hqP8Ah29/wTv/AOjCv2L/APxFv4Hf/MNX2hRR7Sf87+9hyx/lX3Hxf/w7e/4J3/8ARhX7F/8A4i38Dv8A5hqK+0KKPaT/AJ397Dlj/KvuPi//AIJvf8o7/wBgr/sy/wDZb/8AVHeBa+0K+L/+Cb3/ACjv/YK/7Mv/AGW//VHeBa+0KJ/HL1f5ih8EfRfkFFFFSUFFFFABRRVyw0+/1W7isNLsbzUr6fzPIsrC2mvLubyonml8q2t0Z5NsMcjthThY2Y4AJoSbdkrtgU6K6/8A4V949/6Ejxf/AOE1rP8A8hUf8K+8e/8AQkeL/wDwmtZ/+Qqr2c/5H9zFzR/mX3nIUV1//CvvHv8A0JHi/wD8JrWf/kKj/hX3j3/oSPF//hNaz/8AIVHs5/yP7mHNH+ZfechRXX/8K+8e/wDQkeL/APwmtZ/+QqP+FfePf+hI8X/+E1rP/wAhUezn/I/uYc0f5l95yFFdf/wr7x7/ANCR4v8A/Ca1n/5Co/4V949/6Ejxf/4TWs//ACFR7Of8j+5hzR/mX3nIUV1//CvvHv8A0JHi/wD8JrWf/kKj/hX3j3/oSPF//hNaz/8AIVHs5/yP7mHNH+ZfechRXX/8K+8e/wDQkeL/APwmtZ/+QqP+FfePf+hI8X/+E1rP/wAhUezn/I/uYc0f5l95yFFdf/wr7x7/ANCR4v8A/Ca1n/5Co/4V949/6Ejxf/4TWs//ACFR7Of8j+5hzR/mX3nIUV1//CvvHv8A0JHi/wD8JrWf/kKj/hX3j3/oSPF//hNaz/8AIVHs5/yP7mHNH+ZfechRXX/8K+8e/wDQkeL/APwmtZ/+QqP+FfePf+hI8X/+E1rP/wAhUezn/I/uYc0f5l95yFFdf/wr7x7/ANCR4v8A/Ca1n/5Co/4V949/6Ejxf/4TWs//ACFR7Of8j+5hzR/mX3nIUV1//CvvHv8A0JHi/wD8JrWf/kKj/hX3j3/oSPF//hNaz/8AIVHs5/yP7mHNH+ZfechXwV+0D/wTu+C37S37Vf7NH7W3xM8V/FSfxf8Aso3C6n8Lfh7pWt+Erb4UP4hXWm8QDxP4h0W/8EXOq3mu/wBq22gSeZa61ZRZ8Jab+5/dTm4/ST/hX3j3/oSPF/8A4TWs/wDyFR/wr7x7/wBCR4v/APCa1n/5Cqoxqxd4xknts+v/AA4m4Ssm01vufnB+3p/wTy+Cn/BQ3wZ8NfCHxf8AEnxP8D3Pwl+I9n8TvA/jX4P654Y8O+NtJ1600u/002aal4s8G65bLpEr3VldSolmk5utBsZEuUSKSOb508bf8EWf2XvH3wx/bB+FOu/EP9oEaF+21+0DY/tI/FnVLHxP8NrfXtG8eWPiu98Ypp/gKZ/hO9rpHhd9Vv51e3v7TU7nyQqJeI4Mh/ar/hX3j3/oSPF//hNaz/8AIVH/AAr7x7/0JHi//wAJrWf/AJCqoyrxUVHmSjto+6fbvZktUm23Zt+Z+JP7YP7DXwm+G3g7/gpP+2zofiH4iXfxV+Kv/BOb4yfBXxD4f1bVvDU/w+s/C3gz4LXEel3+i6VZ+EYNSt/EEi+D9M+0Sz6tc2zmefy7SLdH5X49/wDBJn/gkV+zP+29/wAEyP2evGfxS8cftGeE9P8AEfir4mX/AMTfht8KvjDe+E/hP8YtT8F/GvxzpnhjWviV4Dv9H1C11HxDZ6Jp2mWEOpWH9nagtppdrGLndbxOn9nX/CvvHv8A0JHi/wD8JrWf/kKj/hX3j3/oSPF//hNaz/8AIVaRqV4wcVGXNeNnrokrJWt5r8CXCm5Jtpqz09Wnff8Aq55J4D8C+Efhh4I8I/DfwBoFh4V8DeA/Dei+EPCHhrS43j07QfDfh3TrfSdF0mzWR2b7PBp9rbxqXZnYR7ndnJY9ZXX/APCvvHv/AEJHi/8A8JrWf/kKj/hX3j3/AKEjxf8A+E1rP/yFWHJUf2G7+TNOaPSS+9H5ff8ABQ3/AIJkfs8/8FLfCfw48LfHfWPib4Vl+FniDXdd8J+KfhLrnhbQPFUMPijSItH8SeHbq88W+C9dtpfDt9HZ6PNcxJaRzPNoVqRcLEssU30r8LP2ZvhD8JP2a/CX7JuheHI9Z+C3hT4Vw/B6Tw94nWz1J/FPhCTQpNA10eLja2dvBquo6vb3OozarJHbwR3VzqtzIsMSybF+rP8AhX3j3/oSPF//AITWs/8AyFR/wr7x7/0JHi//AMJrWf8A5Cqv3zjGFpcsXdKz0bF+7u5XV3v5/wBaH4At/wAG/wD+yZHol18OdO/aA/by0b9ni81Ke/uv2VdL/ag1WH9neeC51MaxPpUvgyfwzJeS6e2o5mZm1Q3TSnzmuTPiQfs58Ovh54K+EvgLwd8MPhx4d0/wl4B+H/hvR/CPg/wzpSSLYaH4d0Gxh07StOtzPI8kojtLeINLK8k0rbpZpJJXd29i/wCFfePf+hI8X/8AhNaz/wDIVH/CvvHv/QkeL/8AwmtZ/wDkKiTrztzqUrd0/v8AUUVTjrGybPzb/wCCf/8AwTt+Cn/BOH4dePfhl8D/ABR8UvFWg/ET4h3PxL1u7+K2t+E9c1e11270PRvD8lppdx4R8EaHDBpIs9EtGWOa3nmEskjGcoVRPvWuv/4V949/6Ejxf/4TWs//ACFR/wAK+8e/9CR4v/8ACa1n/wCQqUo1ZtylFtvyZScIpKLSS8zkK+BdU/4J0fBLV/2//Df/AAUcufFPxTT43+F/AM/w60/wtBrfhJfhVNolx4Y1/wAKPdXmhyeB21eTVRp3iK9cOmuRw+dFExgMavG/6U/8K+8e/wDQkeL/APwmtZ/+QqP+FfePf+hI8X/+E1rP/wAhURjVjfljJcys9Hqn0BuDtdp2136n59/thfsWW/7YK/Dxbj9qT9sj9mn/AIV43ixkP7JPxuj+DbeNP+ErHhsMPH5fwrqf/CRjTv8AhGx/ZWPI+yf25qP+s+0/u/gj9nn/AIIM/A/9l3xdo/ir4Oftpf8ABSDwvZ2XxD0D4l+IvA+nftGeENE+H/xI8QaFqdjqLw/Ezwz4W+D2nr4w02/isEs9SWeQT3VlPLbm4QMGH79/8K+8e/8AQkeL/wDwmtZ/+QqP+FfePf8AoSPF/wD4TWs//IVVGVe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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    }
  ]
}