1745 lines
613 KiB
Text
1745 lines
613 KiB
Text
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Script pour interpreter les résultats du benchmark"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import matplotlib \n",
|
|
"%matplotlib notebook\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"import cv2\n",
|
|
"import json\n",
|
|
"from random import randint\n",
|
|
"from math import atan\n",
|
|
"from glob import glob"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def carte(matched,positions,vt,meta):\n",
|
|
" \n",
|
|
" fresque = cv2.imread(meta['base_dir']+'fresque_small{}.ppm'.format(meta['fresque_id']))\n",
|
|
" \n",
|
|
" fig,ax = plt.subplots()\n",
|
|
" ax.imshow(fresque)\n",
|
|
" for i in range(len(matched)):\n",
|
|
" if(matched[i]==1):\n",
|
|
" #ax.arrow(vt[i][0],vt[i][1],p[i][0]-vt[i][0],p[i][1]-vt[i][1])\n",
|
|
" ax.plot([vt[i][0],p[i][0]],[vt[i][1],p[i][1]],marker='D',color='red')\n",
|
|
" ax.plot([vt[i][0]],[vt[i][1]],marker='D',color='green')\n",
|
|
" fig.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"results_filename = './results_bench/results_bench_f2_01-31_16-13_0001'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
|
|
" // select the cell after this one\n",
|
|
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
|
|
" IPython.notebook.select(index + 1);\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": {
|
|
"text/html": [
|
|
"<img src=\"data:image/png;base64,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\" width=\"640\">"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Benchmark de la fresque 2:\n",
|
|
"Moyenne de placement trouvé:...0.905\n",
|
|
"Moyenne de distance:...........17.816950351628197\n",
|
|
"Distance Min - Max:............0.0 - 55.9\n",
|
|
"Ecart type des distances:......14.385627555571421\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"with open(results_filename,'r') as f:\n",
|
|
" res = json.loads(f.readline())\n",
|
|
"\n",
|
|
"m = res['matched']\n",
|
|
"d = res['distances']\n",
|
|
"p = res['positions']\n",
|
|
"v = res['vt']\n",
|
|
"\n",
|
|
"carte(m,p,v,res['meta'])\n",
|
|
"\n",
|
|
"\n",
|
|
"d = [np.linalg.norm((v[i][0]-p[i][0],v[i][1]-p[i][1])) if m[i]==1 else 0 for i in range(len(v))]\n",
|
|
"\n",
|
|
"\n",
|
|
"# Affiche quelques stats:\n",
|
|
"print(\"Benchmark de la fresque {}:\".format(res['meta']['fresque_id']))\n",
|
|
"print(\"Moyenne de placement trouvé:...{}\".format(np.average(m)))\n",
|
|
"print(\"Moyenne de distance:...........{}\".format(np.average(d)))\n",
|
|
"print(\"Distance Min - Max:............{:.3} - {:.3}\".format(np.min(d),np.max(d)))\n",
|
|
"print(\"Ecart type des distances:......{}\".format(np.std(d)))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"5 5\n"
|
|
]
|
|
},
|
|
{
|
|
"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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
|
|
" // select the cell after this one\n",
|
|
" var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
|
|
" IPython.notebook.select(index + 1);\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": {
|
|
"text/html": [
|
|
"<img src=\"data:image/png;base64,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\" width=\"640\">"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"results_filenames = './results_bench/results_bench_f*_*0001'\n",
|
|
"results_paths = glob(results_filenames)\n",
|
|
"ab = np.arange(0,len(results_paths),1)\n",
|
|
"\n",
|
|
"\n",
|
|
"maxi,mini,moyennes,ets = [], [], [], []\n",
|
|
"\n",
|
|
"for path in results_paths:\n",
|
|
" with open(path,'r') as f:\n",
|
|
" res = json.loads(f.readline())\n",
|
|
" \n",
|
|
" m = res['matched']\n",
|
|
" p = res['positions']\n",
|
|
" v = res['vt']\n",
|
|
" d = [np.linalg.norm((v[i][0]-p[i][0],v[i][1]-p[i][1])) if m[i]==1 else 0 for i in range(len(v))]\n",
|
|
" maxi.append(np.max(d))\n",
|
|
" mini.append(np.min(d))\n",
|
|
" moyennes.append(np.average(d))\n",
|
|
" ets.append(np.std(d))\n",
|
|
"\n",
|
|
" \n",
|
|
"print(len(ab),len(maxi))\n",
|
|
"fig,ax = plt.subplots(1,1)\n",
|
|
"ax.plot(ab,mini,label=\"Minimum\")\n",
|
|
"ax.plot(ab,maxi,label=\"Maximum\")\n",
|
|
"ax.plot(ab,moyennes,label=\"Moyenne\")\n",
|
|
"ax.plot(ab,ets,label=\"Ecart Type\")\n",
|
|
"\n",
|
|
"ax.legend(loc='best')\n",
|
|
"ax.set_xlabel(\"Fresque\")\n",
|
|
"ax.set_ylabel(\"Pixel\")\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.8.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|