Fresque-SETI/display_bench.ipynb
2021-03-12 12:12:26 +01:00

1949 lines
660 KiB
Text

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Script pour interpreter les résultats du benchmark"
]
},
{
"cell_type": "code",
"execution_count": 1,
"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 cos,sin,atan,sqrt\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()\n",
" \n",
"def correlation(matched, position, vt, d, meta):\n",
" \n",
" fig,ax = plt.subplots()\n",
" for i in range(len(matched)):\n",
" if matched[i] == 1:\n",
" frag = cv2.imread('{}/fragments/fresque{}/frag_bench_{:05}.ppm'.format(meta['base_dir'],meta['fresque_id'],i))\n",
" ax.scatter(frag.shape[1],frag.shape[0],s=d[i]*2,alpha=0.5)\n",
" ax.set_xlabel(\"Width\")\n",
" ax.set_ylabel('Height')\n",
" ax.set_title(\"Erreur de placement en fonction de la hauteur et la largeur des fragments.\")\n",
" fig.show()\n",
" \n",
"def distance_vecteur(matched,p,v):\n",
" \n",
" fig, ax = plt.subplots()\n",
" for i in range(len(matched)):\n",
" if matched[i] == 1:\n",
" vecteur = (v[i][0]-p[i][0],v[i][1]-p[i][1])\n",
" #print('{}:{} {}:{}'.format(v[i][0], v[i][1], vecteur[0], vecteur[1]))\n",
" #ax.arrow(0,0,vecteur[0],vecteur[1])\n",
" ax.scatter(vecteur[0],vecteur[1],s = (vecteur[0]**2+vecteur[1]**2)**0.5)\n",
" \n",
" ax.set_xlabel(\"W\")\n",
" ax.set_ylabel('H')\n",
" ax.set_title(\"Vecteur d'erreur de placement.\")\n",
" fig.show()\n",
" \n",
"def correl_pos_err(matched,p,d):\n",
" \n",
" fig, ax = plt.subplots()\n",
" for i in range(len(matched)):\n",
" if matched[i] == 1:\n",
" ax.scatter(p[i][0],p[i][1],s = d[i]*10)\n",
" \n",
" ax.set_xlabel(\"W\")\n",
" ax.set_ylabel('H')\n",
" ax.set_title(\"Erreur de placement en fonction de l'emplacement.\")\n",
" plt.gca().invert_yaxis()\n",
" fig.show()\n",
"\n",
"def dist_dist(m,p,d):\n",
" \n",
" ab,ordo = [],[]\n",
" fig,ax = plt.subplots()\n",
" \n",
" for i in range(len(m)):\n",
" if m[i] == 1:\n",
" ax.scatter(sqrt(p[i][0]**2+p[i][1]**2),d[i])\n",
" ab.append(sqrt(p[i][0]**2+p[i][1]**2))\n",
" ordo.append(d[i])\n",
" ax.set_xlabel(\"Distance à l'origine\")\n",
" ax.set_ylabel(\"Erreur, distance à la verité terrain\")\n",
" ax.set_title(\"Erreur en fonction de la distance à l'origine\")\n",
" fig.savefig(\"correl_post_backtrack.pdf\")\n",
" fig.show()\n",
" \n",
" \n",
" A = np.vstack([ab, np.ones(len(ab))]).T\n",
" print(A.shape)\n",
" m, c = np.linalg.lstsq(A, np.array(ordo), rcond=None)[0]\n",
" print(\"m: {}, c:{}\".format(m,c))\n",
" \n",
"def rectification(pos,m,c):\n",
" npos = [0,0,pos[2]]\n",
" err = m*sqrt(pos[0]**2+pos[1]**2)+c\n",
" alpha = atan(pos[0]/pos[1])\n",
" \n",
" npos[0] = pos[0] + sin(alpha)*err\n",
" npos[1] = pos[1] + cos(alpha)*err\n",
" \n",
" return(npos)\n",
"\n",
"def barchart(d):\n",
" fig, ax = plt.subplots()\n",
" \n",
" intd = [int(dist) for dist in d if(dist>0)]\n",
" \n",
" bars = [intd.count(i) for i in range(max(intd)+1)]\n",
" ab = np.arange(0,len(bars),1)\n",
" \n",
" ax.bar(ab,bars)\n",
" \n",
" fig.show()\n",
" \n",
"def barchart_dif(d,nd):\n",
" fig, ax = plt.subplots()\n",
" \n",
" intd = [int(dist) for dist in d if(dist>0)]\n",
" intnd = [int(dist) for dist in nd if(dist>0)]\n",
" \n",
" bars = [intd.count(i) for i in range(max(intd)+1)]\n",
" nbars = [intnd.count(i) for i in range(max(intnd)+1)]\n",
" \n",
" ab = np.arange(0,len(bars),1)\n",
" nab = np.arange(0,len(nbars),1)\n",
" \n",
" offset = 0.25\n",
" width = 0.25\n",
" \n",
" ax.bar(ab,bars,width=width,color='teal',label='Erreurs')\n",
" ax.bar(nab-offset,nbars,color='turquoise',width=width,label=\"Erreurs aprés rectification\")\n",
" ax.set_xlabel(\"Erreur de placement (px)\")\n",
" ax.set_ylabel(\"Nombre de fragments\")\n",
" ax.set_title(\"Répartition des fragments en fonction de l'erreur de placement.\")\n",
" ax.legend(loc='best')\n",
" \n",
" fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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"
],
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"<IPython.core.display.Javascript object>"
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},
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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 5:\n",
"Moyenne de distance:.............1.8766616885859568\n",
"Ecart type des distances :.......1.7053272139368754\n",
"Moyenne de placement trouvé:.....0.63\n",
"\n",
"\n",
"\n",
"Moyenne de distance rect:........0.40146527853492\n",
"Ecart type des distances rect :..0.42359690813919143\n",
"Moyenne de placement trouvé:.....0.63\n",
"Distance Min - Max:..............0.0 - 5.0\n"
]
}
],
"source": [
"results_filename = './results_bench/results_SLLShift_8_f5_03-11_18-36_E3_0120'\n",
"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",
"npos = []\n",
"\n",
"# Supprime les valeurs abhérentes\n",
"#for i in range(len(m)):\n",
"# if m[i] == 1 and d[i] > 50:\n",
"# m[i] = 0\n",
"\n",
"\n",
"for i in range(len(m)):\n",
" if m[i] == 1:\n",
" #print(p[i])\n",
" pos = rectification(p[i],0.003731,-0.0025)\n",
" #print(\"-> {}\".format(pos))\n",
" npos.append(pos)\n",
" else:\n",
" npos.append(-1)\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",
"nd = [np.linalg.norm((v[i][0]-npos[i][0],v[i][1]-npos[i][1])) if m[i]==1 else 0 for i in range(len(v))]\n",
"\n",
"\n",
"\n",
"carte(m,p,v,res['meta'])\n",
"\n",
"#correlation(m,p,v,d,res['meta'])\n",
"\n",
"#distance_vecteur(m,p,v)\n",
"\n",
"#correl_pos_err(m,p,d)\n",
"\n",
"#dist_dist(m,p,d)\n",
"#dist_dist(m,npos,nd)\n",
"\n",
"#barchart_dif(d,nd)\n",
"\n",
"\n",
"# Affiche quelques stats:\n",
"print(\"Benchmark de la fresque {}:\".format(res['meta']['fresque_id']))\n",
"print(\"Moyenne de distance:.............{}\".format(np.average(d)))\n",
"print(\"Ecart type des distances :.......{}\".format(np.std(d)))\n",
"print(\"Moyenne de placement trouvé:.....{}\".format(np.average(m)))\n",
"print(\"\\n\\n\")\n",
"print(\"Moyenne de distance rect:........{}\".format(np.average(nd)))\n",
"print(\"Ecart type des distances rect :..{}\".format(np.std(nd)))\n",
"print(\"Moyenne de placement trouvé:.....{}\".format(np.average(m)))\n",
"print(\"Distance Min - Max:..............{:.3} - {:.3}\".format(np.min(d),np.max(d)))"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5 5\n"
]
},
{
"data": {
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"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",
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" }\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 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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()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6\n"
]
},
{
"ename": "FileNotFoundError",
"evalue": "[Errno 2] No such file or directory: './results_bench/results_random_color__f0_*_0008'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-31-53933576c901>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult_filename\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfresque_id\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './results_bench/results_random_color__f0_*_0008'"
]
}
],
"source": [
"results_filenames = './results_bench/results_random_color__f*_*_0008'\n",
"result_filename = './results_bench/results_random_color__f{}_*_0008'\n",
"results_paths = glob(results_filenames)\n",
"\n",
"fresque_ids = []\n",
"ets = []\n",
"dists = []\n",
"asso = []\n",
"\n",
"\n",
"print(len(results_paths))\n",
"\n",
"for fresque_id in range(len(results_paths)):\n",
" path = result_filename.format(fresque_id)\n",
" \n",
" with open(path,'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",
" npos = []\n",
"\n",
" for i in range(len(m)):\n",
" if m[i] == 1:\n",
" #print(p[i])\n",
" pos = rectification(p[i],0.0073,0.2225)\n",
" #print(\"-> {}\".format(pos))\n",
" npos.append(pos)\n",
" else:\n",
" npos.append(-1)\n",
" \n",
" fresque_ids.append(fresque_id)\n",
" ets.append(round(np.std(nd),3))\n",
" dists.append(round(np.average(nd),3))\n",
" asso.append(np.average(m))\n"
]
}
],
"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
}