{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Static image generation\n",
    "As of plotly.py version 3.2, it possible to export figures as high quality static images without making API requests to the plot.ly image servers.\n",
    "\n",
    "## Install dependencies\n",
    "Static image generation requires the [orca](https://github.com/plotly/orca) commandline utility and the [psutil](https://github.com/giampaolo/psutil) Python library. There are 3 general approach to installing these dependencies.\n",
    "\n",
    "### conda\n",
    "Using the [conda](https://conda.io/docs/) package manager, you can install these dependencies in a single command:\n",
    "```\n",
    "$ conda install -c plotly-orca psutil\n",
    "```\n",
    "\n",
    "**Note:** Even if you don't want to use conda to manage your Python dependencies, it is still useful as a cross platform tool for managing native libraries and command-line utilities (e.g. git, wget, graphviz, boost, gcc, nodejs, cairo, etc.).  For this use-case, start with [Miniconda](https://conda.io/miniconda.html) (~60MB) and tell the installer to add itself to your system `PATH`.  Then run `conda install plotly-orca` and the orca executable will be available system wide.\n",
    "\n",
    "### npm + pip\n",
    "You can use the [npm](https://www.npmjs.com/get-npm) package manager to install `orca` (and its `electron` dependency), and then use pip to install `psutil`:\n",
    "\n",
    "```\n",
    "$ npm install -g electron@1.8.4 orca\n",
    "$ pip install psutil\n",
    "```\n",
    "\n",
    "### Standalone binaries + pip\n",
    "If you are unable or unwilling to install conda or npm, you can install orca as a precompiled binary for your operating system. Follow the instructions in the orca [README](https://github.com/plotly/orca) to install orca and add it to your system `PATH`. Then use pip to install `psutil`.\n",
    "\n",
    "```\n",
    "$ pip install psutil\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a figure\n",
    "Now let's create a simple scatter plot with 100 random points of variying color and size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8cb9640b77a4ca58c2f313a87f5a1e9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FigureWidget({\n",
       "    'data': [{'marker': {'color': array([0.38500549, 0.08262726, 0.33872947, 0.46764101, 0.7823…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objs as go\n",
    "import plotly.io as pio\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "N = 100\n",
    "x = np.random.rand(N)\n",
    "y = np.random.rand(N)\n",
    "colors = np.random.rand(N)\n",
    "sz = np.random.rand(N)*30\n",
    "\n",
    "fig = go.FigureWidget()\n",
    "fig.add_scatter(x=x,\n",
    "                y=y,\n",
    "                mode='markers',\n",
    "                marker={'size': sz,\n",
    "                        'color': colors,\n",
    "                        'opacity': 0.6,\n",
    "                        'colorscale': 'Viridis'\n",
    "                       });\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write image file\n",
    "The `plotly.io.write_image` function is used to write an image to a file or file-like python object.\n",
    "\n",
    "Let's first create an output directory to store our images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists('images'):\n",
    "    os.mkdir('images')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are running this notebook live, click to [open the output directory](./images) so you can examine the images as they're written."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Raster formats: PNG, JPEG, and WebP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Orca can output figures to several raster image formats including **PNG**, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**JPEG**, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.jpeg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and **WebP**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.webp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vector formats: SVG and PDF..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Orca can also output figures in several vector formats including **SVG**, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**PDF**, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and **EPS** (requires the poppler library)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.write_image(fig, 'images/fig1.eps')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get image as bytes\n",
    "The `plotly.io.to_image` function is used to return an image as a bytes object.\n",
    "\n",
    "Let convert the figure to a **PNG** bytes object..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bytes = pio.to_image(fig, format='png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and then display the first 20 bytes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02\\xbc'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bytes[:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Display bytes as image using `IPython.display.Image`\n",
    "A bytes object representing a PNG image can be displayed directly in the notebook using the `IPython.display.Image` class. This also works in the [Qt Console for Jupyter](https://qtconsole.readthedocs.io/en/stable/)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(img_bytes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change image dimensions and scale\n",
    "In addition to the image format, the `to_image` and `write_image` functions provide arguments to specify the image `width` and `height` in logical pixels. They also provide a `scale` parameter that can be used to increase (`scale` > 1) or decrease (`scale` < 1) the physical resolution of the resulting image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bytes = pio.to_image(fig, format='png', width=600, height=350, scale=2)\n",
    "Image(img_bytes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "In summary, to export high-quality static images from plotly.py all you need to do is install orca and psutil and then use the `plotly.io.write_image` and `plotly.io.to_image` functions.\n",
    "\n",
    "If you want to know more about how the orca integration works, or if you need to troubleshoot an issue, please check out the [Orca Management](OrcaManagement.ipynb) section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.0"
  },
  "widgets": {
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