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@tushuhei
Created July 14, 2017 11:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib notebook\n",
"import numpy as np\n",
"from matplotlib import pylab as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib import cm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"f = lambda x, y: 0.5 * (x - 2)**2 + 0.7 * y\n",
"x = np.arange(0, 4, 0.1)\n",
"y = np.arange(0, 4, 0.1)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = f(X, Y) + np.random.random(X.shape) - 0.5\n",
"Z_true = f(X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"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",
" this.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (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"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"ax.scatter3D(X,Y,Z)\n",
"ax.plot_surface(X,Y,Z_true,cmap=cm.copper)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"dense_1 (Dense) (None, 64) 192 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 32) 2080 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 1) 33 \n",
"=================================================================\n",
"Total params: 2,305\n",
"Trainable params: 2,305\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"import keras\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from keras.optimizers import RMSprop\n",
"\n",
"model = Sequential()\n",
"model.add(Dense(64, activation='relu', input_shape=(2,)))\n",
"model.add(Dense(32, activation='relu'))\n",
"model.add(Dense(1, activation='linear'))\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"model.compile(loss='mean_squared_error',\n",
" optimizer=RMSprop(),\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0. , 0. ],\n",
" [ 0.1, 0. ],\n",
" [ 0.2, 0. ],\n",
" ..., \n",
" [ 3.7, 3.9],\n",
" [ 3.8, 3.9],\n",
" [ 3.9, 3.9]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_train = np.vstack([X.flatten(), Y.flatten()]).T\n",
"x_train"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.72642359],\n",
" [ 2.23207335],\n",
" [ 1.71014955],\n",
" ..., \n",
" [ 4.19059806],\n",
" [ 4.35547376],\n",
" [ 4.35339345]])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train = np.atleast_2d(Z.flatten()).T\n",
"y_train"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
"1600/1600 [==============================] - 0s - loss: 0.8615 - acc: 0.0000e+00 \n",
"Epoch 2/20\n",
"1600/1600 [==============================] - 0s - loss: 0.3254 - acc: 0.0000e+00 \n",
"Epoch 3/20\n",
"1600/1600 [==============================] - 0s - loss: 0.2670 - acc: 0.0000e+00 \n",
"Epoch 4/20\n",
"1600/1600 [==============================] - 0s - loss: 0.2244 - acc: 0.0000e+00 \n",
"Epoch 5/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1801 - acc: 0.0000e+00 \n",
"Epoch 6/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1508 - acc: 0.0000e+00 \n",
"Epoch 7/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1339 - acc: 0.0000e+00 \n",
"Epoch 8/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1198 - acc: 0.0000e+00 \n",
"Epoch 9/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1155 - acc: 0.0000e+00 \n",
"Epoch 10/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1074 - acc: 0.0000e+00 \n",
"Epoch 11/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1050 - acc: 0.0000e+00 \n",
"Epoch 12/20\n",
"1600/1600 [==============================] - 0s - loss: 0.1004 - acc: 0.0000e+00 \n",
"Epoch 13/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0991 - acc: 0.0000e+00 \n",
"Epoch 14/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0979 - acc: 0.0000e+00 \n",
"Epoch 15/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0968 - acc: 0.0000e+00 \n",
"Epoch 16/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0957 - acc: 0.0000e+00 \n",
"Epoch 17/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0955 - acc: 0.0000e+00 \n",
"Epoch 18/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0950 - acc: 0.0000e+00 \n",
"Epoch 19/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0949 - acc: 0.0000e+00 \n",
"Epoch 20/20\n",
"1600/1600 [==============================] - 0s - loss: 0.0947 - acc: 0.0000e+00 \n"
]
}
],
"source": [
"history = model.fit(x_train, y_train,\n",
" batch_size=10,\n",
" epochs=20,\n",
" verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.9\n"
]
},
{
"data": {
"text/plain": [
"array([[ 1.92906022]], dtype=float32)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_test = [3,2]\n",
"print(f(*x_test))\n",
"model.predict(np.array([x_test]))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"Z_predict = model.predict(x_train).reshape(40, 40)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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",
" this.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (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>"
]
},
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"output_type": "display_data"
},
{
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"fig = plt.figure()\n",
"ax = Axes3D(fig)\n",
"ax.scatter3D(X,Y,Z, alpha=0.2)\n",
"ax.plot_surface(X,Y,Z_predict,cmap=cm.coolwarm)\n",
"ax.plot_surface(X,Y,Z_true,cmap=cm.copper)\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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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