{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D structure tensor - a small example\n", "A small example demonstrating the use of 3D structure tensor for visualizing and clustering dominant orientation. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib notebook\n", "import numpy as np\n", "import scipy.io\n", "import matplotlib.pyplot as plt\n", "\n", "import structure_tensor as st" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading the data\n", "\n", "The data is a small cube from a volumetric image og fibre composite. The cube contains five bundles in layers: UD fibre (0 deg), crossing fibre (45 deg), 90 deg fibre, -45 deg bundle, UD bundle (0 deg)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(150, 150, 150)\n" ] } ], "source": [ "volume = scipy.io.loadmat('example_data_3D/multi_cube.mat')['vol']\n", "print(volume.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing the structure tensor and the dominant orientation\n", "Computation of structure tensor requires only two parameters: the noise scale sigma and the integration scale rho. Parameter sigma controls smothing while computing gradientes, and structures smaller than sigma will be removed by smoothing. Parameter rho gives the size over the neighborhood in which the orientation is to be analysed for every volume voxel. Larger rho will result in a smoother orientation field.\n", "\n", "Structure tensor is a 3x3 matrix, but as it is symmetrical we only carry values of 6 elements: $s_{xx}$, $s_{yy}$, $s_{zz}$, $s_{xy}$, $s_{xz}$ and $s_{yz}$.\n", "\n", "Eigenvalues (val) carry the information about the degree of anisotropy - this is not used or visualized here. Eigenvectors (vec) carry the orientation information, as $x$, $y$, and $z$ component of the orientation vector." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The volume has a shape (150, 150, 150), i.e. 3375000 voxels.\n", "Structure tensor information is carried in a (6, 150, 150, 150) array.\n", "Orientation information is carried in a (3, 150, 150, 150) array.\n" ] } ], "source": [ "sigma = 0.5; # noise scale\n", "rho = 2; # integration scale\n", "S = st.structure_tensor_3d(volume, sigma, rho)\n", "val, vec = st.eig_special_3d(S)\n", "\n", "print(f'The volume has a shape {volume.shape}, i.e. {volume.size} voxels.')\n", "print(f'Structure tensor information is carried in a {S.shape} array.')\n", "print(f'Orientation information is carried in a {vec.shape} array.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the dominant orientation\n", "Here we show only dominant orientation, ignoring shape measures. \n", "\n", "Since slicng is in $z$ direction, the arrows show $x$ and $y$ component of orientation vectors, on top of every slice." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def show_vol_flow(V, vec, z, s=5, double_arrow = False): \n", " xmesh, ymesh = np.mgrid[0:V.shape[1], 0:V.shape[2]]\n", " fig, ax = plt.subplots()\n", " ax.imshow(V[z], cmap=plt.cm.gray)\n", " g = slice(s//2, None, s)\n", " ax.quiver(ymesh[g, g], xmesh[g, g], vec[0, z, g, g], vec[1, z, g, g],\n", " color='r', angles='xy')\n", " if double_arrow:\n", " ax.quiver(ymesh[g, g], xmesh[g, g], -vec[0, z, g, g], -vec[1, z, g, g],\n", " color='r', angles='xy')\n", " ax.set_title(f'slice z={z}')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\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(\n", " '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", "\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 = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(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 (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\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 = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\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 toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\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", "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", "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], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\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", " fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\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", " var img = evt.data;\n", " if (img.type !== 'image/png') {\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", " img.type = 'image/png';\n", " }\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", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\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(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\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(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://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", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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", " * https://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", " }\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", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\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", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, 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", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "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.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\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", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(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 = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n", " '<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 / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '<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 () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('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", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\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", "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(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "<IPython.core.display.Javascript object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<img src=\"data:image/png;base64,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\" width=\"640\">" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_vol_flow(volume, vec, z=74, s=10, double_arrow = True) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When visualizing the orientation as color, I choose fan coloring which uses hsv colors for orientatins in a certain plane, here a $xy$ plane,, and gray color for the orientations orthogonal to this plane. This coloring is convenient since all fibre bundles lay in $xy$ plane." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import scmap\n", "\n", "def show_vol_orientation(V, vec, z, coloring = scmap.Ico(), alpha=0.5):\n", "\n", " dim = V.shape[1:]\n", " vectors = vec[:,z].transpose((1,2,0)).reshape(-1, 3)\n", " rgb = coloring(vectors).reshape(dim + (3,))\n", " rgba = np.concatenate((rgb, alpha*np.ones(dim + (1,))), axis=2)\n", " fig, ax = plt.subplots()\n", " ax.imshow(V[z])\n", " ax.imshow(rgba)\n", " ax.set_title(f'slice z={z}')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\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(\n", " '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", "\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 = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(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 (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\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 = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\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 toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\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", "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", "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], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\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", " fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\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", " var img = evt.data;\n", " if (img.type !== 'image/png') {\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", " img.type = 'image/png';\n", " }\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", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\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(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\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(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://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", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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", " * https://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", " }\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", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\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", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, 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", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "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.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\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", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(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 = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n", " '<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 / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '<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 () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('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", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\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", "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(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "<IPython.core.display.Javascript object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<img src=\"data:image/png;base64,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\" width=\"640\">" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_vol_orientation(volume, vec, z=33) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## And again for a rotated sample\n", "The same analysis as above, but for the sample rotated such that layers are in $xz$-plane." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "volume = np.transpose(volume, (1, 0, 2))\n", "S = st.structure_tensor_3d(volume, sigma, rho)\n", "val, vec = st.eig_special_3d(S)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\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(\n", " '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", "\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 = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(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 (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\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 = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\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 toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\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", "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", "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], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\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", " fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\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", " var img = evt.data;\n", " if (img.type !== 'image/png') {\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", " img.type = 'image/png';\n", " }\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", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\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(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\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(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://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", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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", " * https://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", " }\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", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\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", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, 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", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "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.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\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", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(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 = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n", " '<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 / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '<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 () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('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", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\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", "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(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "<IPython.core.display.Javascript object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<img src=\"data:image/png;base64,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\" width=\"640\">" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_vol_orientation(volume, vec, 74)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Investigating tensor-vector distance\n", "A tensor-vector distance can be computed for every voxel. Here I compute the distance from the z-direction. In the rotated volume, a 90 deg. bundle (the middle layer) is aligned with z-direction, and has the smallest distance." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "/* global mpl */\n", "window.mpl = {};\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(\n", " '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", "\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 = document.createElement('div');\n", " this.root.setAttribute('style', 'display: inline-block');\n", " this._root_extra_style(this.root);\n", "\n", " parent_element.appendChild(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 (fig.ratio !== 1) {\n", " fig.send_message('set_device_pixel_ratio', {\n", " device_pixel_ratio: fig.ratio,\n", " });\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 = document.createElement('div');\n", " titlebar.classList =\n", " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", " var titletext = document.createElement('div');\n", " titletext.classList = 'ui-dialog-title';\n", " titletext.setAttribute(\n", " 'style',\n", " 'width: 100%; text-align: center; padding: 3px;'\n", " );\n", " titlebar.appendChild(titletext);\n", " this.root.appendChild(titlebar);\n", " this.header = titletext;\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", " var canvas_div = (this.canvas_div = document.createElement('div'));\n", " canvas_div.setAttribute(\n", " 'style',\n", " 'border: 1px solid #ddd;' +\n", " 'box-sizing: content-box;' +\n", " 'clear: both;' +\n", " 'min-height: 1px;' +\n", " 'min-width: 1px;' +\n", " 'outline: 0;' +\n", " 'overflow: hidden;' +\n", " 'position: relative;' +\n", " 'resize: both;'\n", " );\n", "\n", " function on_keyboard_event_closure(name) {\n", " return function (event) {\n", " return fig.key_event(event, name);\n", " };\n", " }\n", "\n", " canvas_div.addEventListener(\n", " 'keydown',\n", " on_keyboard_event_closure('key_press')\n", " );\n", " canvas_div.addEventListener(\n", " 'keyup',\n", " on_keyboard_event_closure('key_release')\n", " );\n", "\n", " this._canvas_extra_style(canvas_div);\n", " this.root.appendChild(canvas_div);\n", "\n", " var canvas = (this.canvas = document.createElement('canvas'));\n", " canvas.classList.add('mpl-canvas');\n", " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", " this.context = canvas.getContext('2d');\n", "\n", " var backingStore =\n", " this.context.backingStorePixelRatio ||\n", " this.context.webkitBackingStorePixelRatio ||\n", " this.context.mozBackingStorePixelRatio ||\n", " this.context.msBackingStorePixelRatio ||\n", " this.context.oBackingStorePixelRatio ||\n", " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", " ));\n", " rubberband_canvas.setAttribute(\n", " 'style',\n", " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", " if (this.ResizeObserver === undefined) {\n", " if (window.ResizeObserver !== undefined) {\n", " this.ResizeObserver = window.ResizeObserver;\n", " } else {\n", " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", " this.ResizeObserver = obs.ResizeObserver;\n", " }\n", " }\n", "\n", " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", " if (entry.contentBoxSize instanceof Array) {\n", " // Chrome 84 implements new version of spec.\n", " width = entry.contentBoxSize[0].inlineSize;\n", " height = entry.contentBoxSize[0].blockSize;\n", " } else {\n", " // Firefox implements old version of spec.\n", " width = entry.contentBoxSize.inlineSize;\n", " height = entry.contentBoxSize.blockSize;\n", " }\n", " } else {\n", " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", " if (entry.devicePixelContentBoxSize) {\n", " // Chrome 84 implements new version of spec.\n", " canvas.setAttribute(\n", " 'width',\n", " entry.devicePixelContentBoxSize[0].inlineSize\n", " );\n", " canvas.setAttribute(\n", " 'height',\n", " entry.devicePixelContentBoxSize[0].blockSize\n", " );\n", " } else {\n", " canvas.setAttribute('width', width * fig.ratio);\n", " canvas.setAttribute('height', height * fig.ratio);\n", " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", " );\n", "\n", " rubberband_canvas.setAttribute('width', width);\n", " rubberband_canvas.setAttribute('height', height);\n", "\n", " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", " return fig.mouse_event(event, name);\n", " };\n", " }\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mousedown',\n", " on_mouse_event_closure('button_press')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'dblclick',\n", " on_mouse_event_closure('dblclick')\n", " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", " on_mouse_event_closure('motion_notify')\n", " );\n", "\n", " rubberband_canvas.addEventListener(\n", " 'mouseenter',\n", " on_mouse_event_closure('figure_enter')\n", " );\n", " rubberband_canvas.addEventListener(\n", " 'mouseleave',\n", " on_mouse_event_closure('figure_leave')\n", " );\n", "\n", " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", " canvas_div.appendChild(canvas);\n", " canvas_div.appendChild(rubberband_canvas);\n", "\n", " this.rubberband_context = rubberband_canvas.getContext('2d');\n", " this.rubberband_context.strokeStyle = '#000000';\n", "\n", " this._resize_canvas = function (width, height, forward) {\n", " if (forward) {\n", " canvas_div.style.width = width + 'px';\n", " canvas_div.style.height = height + 'px';\n", " }\n", " };\n", "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " event.preventDefault();\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 toolbar = document.createElement('div');\n", " toolbar.classList = 'mpl-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", "\n", " var button = (fig.buttons[name] = document.createElement('button'));\n", " button.classList = 'mpl-widget';\n", " button.setAttribute('role', 'button');\n", " button.setAttribute('aria-disabled', 'false');\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", "\n", " var icon_img = document.createElement('img');\n", " icon_img.src = '_images/' + image + '.png';\n", " icon_img.srcset = '_images/' + image + '_large.png 2x';\n", " icon_img.alt = tooltip;\n", " button.appendChild(icon_img);\n", "\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " var fmt_picker = document.createElement('select');\n", " fmt_picker.classList = 'mpl-widget';\n", " toolbar.appendChild(fmt_picker);\n", " this.format_dropdown = fmt_picker;\n", "\n", " for (var ind in mpl.extensions) {\n", " var fmt = mpl.extensions[ind];\n", " var option = document.createElement('option');\n", " option.selected = fmt === mpl.default_extension;\n", " option.innerHTML = fmt;\n", " fmt_picker.appendChild(option);\n", " }\n", "\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\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", "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", "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], msg['forward']);\n", " fig.send_message('refresh', {});\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", " var x0 = msg['x0'] / fig.ratio;\n", " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", " var x1 = msg['x1'] / fig.ratio;\n", " var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n", " 0,\n", " fig.canvas.width / fig.ratio,\n", " fig.canvas.height / fig.ratio\n", " );\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", " fig.rubberband_canvas.style.cursor = msg['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.handle_history_buttons = function (fig, msg) {\n", " for (var key in msg) {\n", " if (!(key in fig.buttons)) {\n", " continue;\n", " }\n", " fig.buttons[key].disabled = !msg[key];\n", " fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n", " }\n", "};\n", "\n", "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n", " if (msg['mode'] === 'PAN') {\n", " fig.buttons['Pan'].classList.add('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " } else if (msg['mode'] === 'ZOOM') {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.add('active');\n", " } else {\n", " fig.buttons['Pan'].classList.remove('active');\n", " fig.buttons['Zoom'].classList.remove('active');\n", " }\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", " var img = evt.data;\n", " if (img.type !== 'image/png') {\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", " img.type = 'image/png';\n", " }\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", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", " return;\n", " } else if (\n", " typeof evt.data === 'string' &&\n", " evt.data.slice(0, 21) === 'data:image/png;base64'\n", " ) {\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(\n", " \"No handler for the '\" + msg_type + \"' message type: \",\n", " msg\n", " );\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(\n", " \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n", " e,\n", " e.stack,\n", " msg\n", " );\n", " }\n", " }\n", " };\n", "};\n", "\n", "// from https://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", " }\n", " if (e.target) {\n", " targ = e.target;\n", " } else if (e.srcElement) {\n", " targ = e.srcElement;\n", " }\n", " if (targ.nodeType === 3) {\n", " // defeat Safari bug\n", " targ = targ.parentNode;\n", " }\n", "\n", " // pageX,Y are the mouse positions relative to the document\n", " var boundingRect = targ.getBoundingClientRect();\n", " var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n", " var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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", " * https://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", " }\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", " this.canvas.focus();\n", " this.canvas_div.focus();\n", " }\n", "\n", " var x = canvas_pos.x * this.ratio;\n", " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", " y: y,\n", " button: event.button,\n", " step: event.step,\n", " guiEvent: simpleKeys(event),\n", " });\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", " // Prevent repeat events\n", " if (name === 'key_press') {\n", " if (event.key === this._key) {\n", " return;\n", " } else {\n", " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", " this._key = null;\n", " }\n", "\n", " var value = '';\n", " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", " this.send_message(name, { key: value, 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", "\n", "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", "// prettier-ignore\n", "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", "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.binaryType = comm.kernel.ws.binaryType;\n", " ws.readyState = comm.kernel.ws.readyState;\n", " function updateReadyState(_event) {\n", " if (comm.kernel.ws) {\n", " ws.readyState = comm.kernel.ws.readyState;\n", " } else {\n", " ws.readyState = 3; // Closed state.\n", " }\n", " }\n", " comm.kernel.ws.addEventListener('open', updateReadyState);\n", " comm.kernel.ws.addEventListener('close', updateReadyState);\n", " comm.kernel.ws.addEventListener('error', updateReadyState);\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", " var data = msg['content']['data'];\n", " if (data['blob'] !== undefined) {\n", " data = {\n", " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", " };\n", " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", " ws.onmessage(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 = document.getElementById(id);\n", " var ws_proxy = comm_websocket_adapter(comm);\n", "\n", " function ondownload(figure, _format) {\n", " window.open(figure.canvas.toDataURL());\n", " }\n", "\n", " var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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", " fig.cell_info[0].output_area.element.on(\n", " 'cleared',\n", " { fig: fig },\n", " fig._remove_fig_handler\n", " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", " var width = fig.canvas.width / fig.ratio;\n", " fig.cell_info[0].output_area.element.off(\n", " 'cleared',\n", " fig._remove_fig_handler\n", " );\n", " fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n", " '<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 / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '<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 () {\n", " fig.push_to_output();\n", " }, 1000);\n", "};\n", "\n", "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", " var toolbar = document.createElement('div');\n", " toolbar.classList = 'btn-toolbar';\n", " this.root.appendChild(toolbar);\n", "\n", " function on_click_closure(name) {\n", " return function (_event) {\n", " return fig.toolbar_button_onclick(name);\n", " };\n", " }\n", "\n", " function on_mouseover_closure(tooltip) {\n", " return function (event) {\n", " if (!event.currentTarget.disabled) {\n", " return fig.toolbar_button_onmouseover(tooltip);\n", " }\n", " };\n", " }\n", "\n", " fig.buttons = {};\n", " var buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " var button;\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", " /* Instead of a spacer, we start a new button group. */\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", " buttonGroup = document.createElement('div');\n", " buttonGroup.classList = 'btn-group';\n", " continue;\n", " }\n", "\n", " button = fig.buttons[name] = document.createElement('button');\n", " button.classList = 'btn btn-default';\n", " button.href = '#';\n", " button.title = name;\n", " button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n", " button.addEventListener('click', on_click_closure(method_name));\n", " button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n", " buttonGroup.appendChild(button);\n", " }\n", "\n", " if (buttonGroup.hasChildNodes()) {\n", " toolbar.appendChild(buttonGroup);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = document.createElement('span');\n", " status_bar.classList = 'mpl-message pull-right';\n", " toolbar.appendChild(status_bar);\n", " this.message = status_bar;\n", "\n", " // Add the close button to the window.\n", " var buttongrp = document.createElement('div');\n", " buttongrp.classList = 'btn-group inline pull-right';\n", " button = document.createElement('button');\n", " button.classList = 'btn btn-mini btn-primary';\n", " button.href = '#';\n", " button.title = 'Stop Interaction';\n", " button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n", " button.addEventListener('click', function (_evt) {\n", " fig.handle_close(fig, {});\n", " });\n", " button.addEventListener(\n", " 'mouseover',\n", " on_mouseover_closure('Stop Interaction')\n", " );\n", " buttongrp.appendChild(button);\n", " var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n", " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", "mpl.figure.prototype._remove_fig_handler = function (event) {\n", " var fig = event.data.fig;\n", " if (event.target !== this) {\n", " // Ignore bubbled events from children.\n", " return;\n", " }\n", " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", " // this is important to make the div 'focusable\n", " el.setAttribute('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", " } else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "};\n", "\n", "mpl.figure.prototype._key_event_extra = function (event, _name) {\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", "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(\n", " 'matplotlib',\n", " mpl.mpl_figure_comm\n", " );\n", "}\n" ], "text/plain": [ "<IPython.core.display.Javascript object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<img src=\"data:image/png;base64,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\" width=\"640\">" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def tensor_vector_distance(S, u):\n", " dim = S.shape[1:]\n", " S = S.reshape(6,-1)\n", " dist = np.dot(S[0:3].T,u**2) + 2*np.dot(S[3:].T,u[[0,0,1]]*u[[1,2,2]])\n", " return dist.reshape(dim)\n", "\n", "fig, ax = plt.subplots()\n", "u = np.array([0,0,1])\n", "dist = tensor_vector_distance(S,u)\n", "plt.imshow(dist[74])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-means like clustering of structure tensor using tensor-vector distance\n", "Tensor-vector distance allows clustering tensors using an approach similar to k-means. Here, every cluster is characterized by an orientation vector, and consists of the tensors which have a small distance to this orientation. The advantage of the approach is that it operates on tensors, and does not require their eigendecomposition. Only computation of cluster orientation requires eigendecomposition. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": 2 }