path: root/megapixels/notebooks/face_analysis/3d_face_plot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D Face Plot\n",
    "\n",
    "Attenzione visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import os\n",
    "from os.path import join\n",
    "import sys\n",
    "import time\n",
    "from random import randint\n",
    "import random\n",
    "\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "import imutils\n",
    "import matplotlib.animation\n",
    "%matplotlib notebook\n",
    "from glob import glob\n",
    "from matplotlib import cbook\n",
    "from matplotlib import cm\n",
    "#from matplotlib.colors import LightSource\n",
    "import face_alignment\n",
    "import numpy as np\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "import mpl_toolkits.mplot3d.axes3d as p3\n",
    "from matplotlib import animation\n",
    "\n",
    "from skimage import io\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "from IPython.display import clear_output\n",
    "from pathlib import Path\n",
    "\n",
    "sys.path.append('/work/megapixels_dev/megapixels/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate random hex colors\n",
    "def rhex():\n",
    "  r = lambda: random.randint(0,255)\n",
    "  return '#%02X%02X%02X' % (r(), r(), r())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# init 3d face\n",
    "# Run the 3D face alignment on a test image, without CUDA.\n",
    "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, device='cuda:0', flip_input=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fp_im = '/data_store_hdd/datasets/people/vgg_face2/media/original/test/n000009/0012_01.jpg'\n",
    "im = cv.imread(fp_im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_3d_face_plain(im, lm):\n",
    "  preds = lm\n",
    "  fig = plt.figure(figsize=plt.figaspect(.5))\n",
    "  ax = fig.add_subplot(1, 2, 1)\n",
    "  ax.imshow(im)\n",
    "  ax.plot(preds[0:17,0],preds[0:17,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[17:22,0],preds[17:22,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[22:27,0],preds[22:27,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[27:31,0],preds[27:31,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[31:36,0],preds[31:36,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[36:42,0],preds[36:42,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[42:48,0],preds[42:48,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[48:60,0],preds[48:60,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n",
    "  ax.plot(preds[60:68,0],preds[60:68,1],marker='o',markersize=6,linestyle='-',color='w',lw=2) \n",
    "  ax.axis('off')\n",
    "\n",
    "  ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
    "  surf = ax.scatter(preds[:,0]*1.2,preds[:,1],preds[:,2],c=\"cyan\", alpha=1.0, edgecolor='b')\n",
    "  ax.plot3D(preds[:17,0]*1.2,preds[:17,1], preds[:17,2], color='blue' )\n",
    "  ax.plot3D(preds[17:22,0]*1.2,preds[17:22,1],preds[17:22,2], color='blue')\n",
    "  ax.plot3D(preds[22:27,0]*1.2,preds[22:27,1],preds[22:27,2], color='blue')\n",
    "  ax.plot3D(preds[27:31,0]*1.2,preds[27:31,1],preds[27:31,2], color='blue')\n",
    "  ax.plot3D(preds[31:36,0]*1.2,preds[31:36,1],preds[31:36,2], color='blue')\n",
    "  ax.plot3D(preds[36:42,0]*1.2,preds[36:42,1],preds[36:42,2], color='blue')\n",
    "  ax.plot3D(preds[42:48,0]*1.2,preds[42:48,1],preds[42:48,2], color='blue')\n",
    "  ax.plot3D(preds[48:,0]*1.2,preds[48:,1],preds[48:,2], color='blue' )\n",
    "  \n",
    "  # pad\n",
    "  xmm = (np.min(lm[:,0]),np.max(lm[:,0]))\n",
    "  ymm = (np.min(lm[:,1]),np.max(lm[:,1]))\n",
    "  zmm = (np.min(lm[:,2]),np.max(lm[:,2]))\n",
    "  \n",
    "  print(xmm, ymm, zmm)\n",
    "#   ax.set_xticks([])\n",
    "#   ax.set_yticks([])\n",
    "#   ax.set_zticks([])\n",
    "  plt.setp( ax.get_xticklabels(), visible=False)\n",
    "  plt.setp( ax.get_yticklabels(), visible=False)\n",
    "  #ax.set_xlim(xmm[0]-50, xmm[1]+50)\n",
    "  #ax.set_ylim(ymm[0]-50, ymm[1]+50)\n",
    "  #ax.set_ylim(zmm[0]- .1*zmm[0],zmm[1] + .1*zmm[1])\n",
    "  #ax.set_ylim(103, 275)\n",
    "  #ax.set_zlim((-100,100))\n",
    "  ax.view_init(elev=15., azim=135.)\n",
    "\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from app.utils import im_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "im = cv.imread(fp_im)\n",
    "im_resized = im_utils.resize(im, width=300, height=300)\n",
    "im_rgb = cv.cvtColor(im, cv.COLOR_BGR2RGB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import dlib\n",
    "from app.processors import face_detector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#face_detector = face_detector.DetectorDLIBCNN(gpu=0)  # -1 for CPU\n",
    "face_detector = face_detector.DetectorCVDNN()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detecting face...\n"
     ]
    }
   ],
   "source": [
    "print('detecting face...')\n",
    "st = time.time()\n",
    "bboxes = face_detector.detect(im_resized, largest=True)\n",
    "bbox = bboxes[0].to_dim(im_resized.shape[:2][::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(72, 73, 197, 225)\n"
     ]
    }
   ],
   "source": [
    "bbox = bbox.to_xyxy()\n",
    "print(bbox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "points = fa.get_landmarks_from_image(im_resized, [bbox] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
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       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
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       "    this.rubberband_context = undefined;\n",
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       "\n",
       "    this.image_mode = 'full';\n",
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       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
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       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
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       "    this.ws.onmessage = this._make_on_message_function(this);\n",
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       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
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       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
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       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
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       "        resize: function(event, ui) {\n",
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       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
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       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
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       "\n",
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       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
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       "\n",
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       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
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       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
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       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
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       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
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       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"959.2166666666666\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(68.0, 201.0) (110.0, 225.0) (-61.021374, 41.419292)\n"
     ]
    }
   ],
   "source": [
    "lm = fa.get_landmarks(im_rgb)[-1]\n",
    "generate_3d_face_plain(im_rgb, lm)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"959.2166666666666\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(68.0, 201.0) (110.0, 225.0) (-61.021374, 41.419292)\n"
     ]
    }
   ],
   "source": [
    "im = cv.imread(fp_im)\n",
    "im_rgb = cv.cvtColor(im, cv.COLOR_BGR2RGB)\n",
    "lm = fa.get_landmarks(im_rgb)[-1]\n",
    "generate_3d_face_plain(im_rgb, lm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "\"RGB:0/51/153 (hexadecimal: 003399)\" for \"PANTONE REFLEX BLUE\" and \"RGB:255/204/0 (hexadecimal: FFCC00)\" for \"PANTONE YELLOW\" for the web palette (the limited 12\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    " # line weight\n",
    "def generate_3d_face(lm, fp_out, num_frames=30, dpi=72, stroke_weight=0, size=(480,480),\n",
    "  mark_size=2, mark_type='*', mark_clr=(0,255,0), fps=10, transparent=False):\n",
    "  '''Generates 3D plot of face landmarks\n",
    "  '''\n",
    "  # convert opencv BGR numpy image to RGB\n",
    "  bg_color = '#%02x%02x%02x' % (0,51,153)\n",
    "  mark_clr = '#%02x%02x%02x' % (255,204,0)\n",
    "  \n",
    "  # scale to make larger\n",
    "  #lm = np.array([1.2*x,y,z] for x,y,z in list(lm))\n",
    "  \n",
    "  # center x,y,z\n",
    "  xmm = (np.min(lm[:,0]),np.max(lm[:,0]))\n",
    "  ymm = (np.min(lm[:,1]),np.max(lm[:,1]))\n",
    "  zmm = (np.min(lm[:,2]),np.max(lm[:,2]))\n",
    "  \n",
    "  # make copy of landmarks\n",
    "  lm_orig = lm.copy()\n",
    "  xmm = (np.min(lm_orig[:,0]),np.max(lm_orig[:,0]))\n",
    "  ymm = (np.min(lm_orig[:,1]),np.max(lm_orig[:,1]))\n",
    "  zmm = (np.min(lm_orig[:,2]),np.max(lm_orig[:,2]))\n",
    "  \n",
    "  # swap the y and z components to improve 3d rotation angles for matplotlib\n",
    "  lm = np.zeros_like(lm_orig).astype(np.uint8)\n",
    "  for i,p in enumerate(lm_orig):\n",
    "    x,y,z = p\n",
    "    lm[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n",
    "  \n",
    "  # Create plot\n",
    "  figsize = (size[0]/dpi, size[1]/dpi )\n",
    "  fig = plt.figure(figsize=figsize, dpi=dpi)  # frameon=False\n",
    "  #fig.set_size_inches(100/100, 1, forward=False)\n",
    "  fig.tight_layout()\n",
    "  fig.subplots_adjust(left=0, bottom=0, right=1, top=1, wspace=None, hspace=None)\n",
    "  ax = fig.add_subplot(111, projection='3d')\n",
    "  ax.set_facecolor(bg_color) # background color\n",
    "  \n",
    "  xscale, yscale, zscale = (1.2, 1.0, 1.0)\n",
    "  \n",
    "  # scatter plot the dots\n",
    "  # jaw line\n",
    "  #mark_clr = '#%02x%02x%02x' % (0,255,0)  # green\n",
    "  ax.plot3D(lm[:17,0]*1.2,lm[:17,1], lm[:17,2],\n",
    "            marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  # stage-right eyebrow\n",
    "  #mark_clr = '#%02x%02x%02x' % (255,0,0)  # green\n",
    "  ax.plot3D(lm[17:22,0]*1.2,lm[17:22,1],lm[17:22,2],\n",
    "            marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  # stage-left eyebrow\n",
    "  #mark_clr = '#%02x%02x%02x' % (255,255,0)  # yellow\n",
    "  ax.plot3D(lm[22:27,0]*1.2,lm[22:27,1],lm[22:27,2], \n",
    "            marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  # nose ridge\n",
    "  #mark_clr = '#%02x%02x%02x' % (0,0,255)  # blue\n",
    "  ax.plot3D(lm[27:31,0]*1.2,lm[27:31,1],lm[27:31,2],\n",
    "            marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  # nose-bottom\n",
    "  #mark_clr = '#%02x%02x%02x' % (255,0,255)  # magenta\n",
    "  ax.plot3D(lm[31:36,0]*1.2,lm[31:36,1],lm[31:36,2],\n",
    "            marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  # stage-left eye\n",
    "  #mark_clr = '#%02x%02x%02x' % (0,255,255)  # cyan\n",
    "  px, py, pz = lm[36:42,0]*1.2,lm[36:42,1],lm[36:42,2]\n",
    "  px = np.append(px, lm[36,0]*1.2)\n",
    "  py = np.append(py, lm[36,1])\n",
    "  pz = np.append(pz, lm[36,2])\n",
    "  ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  \n",
    "  # stage-right eye\n",
    "  #mark_clr = '#%02x%02x%02x' % (255,255,255)  # white\n",
    "  px, py, pz = lm[42:48,0]*1.2,lm[42:48,1],lm[42:48,2]\n",
    "  px = np.append(px, lm[42,0]*1.2)\n",
    "  py = np.append(py, lm[42,1])\n",
    "  pz = np.append(pz, lm[42,2])\n",
    "  ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr,linewidth=stroke_weight)\n",
    "  \n",
    "  # mouth\n",
    "  #mark_clr = '#%02x%02x%02x' % (255,125,0)  # orange?\n",
    "  px, py, pz = lm[48:,0]*1.2,lm[48:,1],lm[48:,2]\n",
    "  px = np.append(px, lm[48,0]*1.2)\n",
    "  py = np.append(py, lm[48,1])\n",
    "  pz = np.append(pz, lm[48,2])\n",
    "  ax.plot3D(px, py, pz, marker=mark_type, markersize=mark_size, color=mark_clr, linewidth=stroke_weight)\n",
    "  \n",
    "  rh = '#00ff00'  # edge color\n",
    "  #ax.scatter(lm[:,0]*xscale,lm[:,1]*yscale,lm[:,2]*zscale, c=rh, alpha=1.0, s=35, edgecolor=rh)\n",
    "  #ax.scatter(lm[:,0]*xscale,lm[:,1]*yscale,lm[:,2]*zscale, c=rh, alpha=1.0, s=1)\n",
    "  \n",
    "  # center center x,y,z points\n",
    "  cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n",
    "  cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n",
    "  cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n",
    "  \n",
    "  # set initial plot view\n",
    "  ax.view_init(elev=120., azim=70.)\n",
    "  \n",
    "  # remove ticks\n",
    "  ax.set_xticks([])\n",
    "  ax.set_yticks([])\n",
    "  ax.set_zticks([])\n",
    "    \n",
    "  # remove axis\n",
    "  ax.set_frame_on(False)\n",
    "  ax.set_axis_off()\n",
    "\n",
    "  # rotation increments: from 0 to 360 in num_frames\n",
    "  phi = np.linspace(0, 2*np.pi, num_frames)\n",
    "\n",
    "  def update(phi):\n",
    "    ax.view_init(180,phi*180./np.pi)\n",
    "  \n",
    "  ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)\n",
    "  savefig_kwargs = {'pad_inches': 0, 'transparent': transparent}\n",
    "  ani.save(fp_out, writer='imagemagick', fps=fps, savefig_kwargs=savefig_kwargs)\n",
    "  clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 0.0018\n",
      "Saved file to /home/adam/Downloads/0012_01.gif\n"
     ]
    }
   ],
   "source": [
    "# filepaths\n",
    "dir_out = '/home/adam/Downloads/'\n",
    "fp_out = join(dir_out, '{}.gif'.format(Path(fp_im).stem))\n",
    "\n",
    "# generate 3D face\n",
    "st = time.time()\n",
    "generate_3d_face(lm,fp_out, num_frames=20, fps=10)\n",
    "print('time: {:.4f}'.format((time.time()-st)/1000))\n",
    "print(f'Saved file to {fp_out}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "fp_in = '/home/adam/Downloads/3d.gif'\n",
    "im = Image.open(fp_in)\n",
    "im_frames = []\n",
    "duration = im.info['duration']\n",
    "print(duration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "im = Image.open(fp_in)\n",
    "#im_frame = im.seek(1)\n",
    "im.seek(im.tell() + 1)\n",
    "mypalette = im.getpalette()\n",
    "im.putpalette(mypalette)\n",
    "\n",
    "im_jpg = Image.new(\"RGB\", im.size)\n",
    "im_jpg.paste(im)\n",
    "\n",
    "im_jpg.save('/home/adam/Downloads/test.jpg')\n",
    "print(im_jpg)\n",
    "#plt.imshow(im_jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_jpg.getchannel(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.imshow(im_jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dlib.DLIB_USE_CUDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from app.settings import app_cfg as cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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