{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interactive eigenvectors" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "using Plots, Interact" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plot_image (generic function with 2 methods)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function plot_image(M, x, tol=0.05)\n", " \n", " new_x = M * x\n", " \n", " unit_circle = [(cos(θ), sin(θ)) for θ in 0:0.01:2π]\n", " ellipse = [M*[cos(θ), sin(θ)] for θ in 0:0.01:2π];\n", "\n", " \n", " plot([(0, 0), (x[1], x[2])], aspect_ratio=1, lw=2, leg=false, c=:green, arrow=0.4)\n", " plot!([(0, 0), (new_x[1], new_x[2])], lw=3, c=:blue, arrow=0.4)\n", "\n", " plot!(unit_circle, ls=:dash, c=:green)\n", " plot!(first.(ellipse), last.(ellipse), ls=:dash, c=:blue)\n", "\n", "\n", " # highlight when an eigenvector by changing color:\n", " \n", " ang1 = atan(x[2], x[1])\n", " ang2 = atan(new_x[2], new_x[1])\n", " \n", " if abs(ang1 - ang2) < tol || abs(ang1 - ang2 + π) < tol || abs(ang1 - ang2 - π) < tol\n", " plot!([(0, 0), (new_x[1], new_x[2])], lw=4, c=:magenta)\n", " plot!([(0, 0), (x[1], x[2])], lw=4, c=:magenta)\n", " end\n", " \n", " scatter!([0], [0])\n", "\n", " xlims!(-2, 2)\n", " ylims!(-2, 2)\n", "end" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.webio.node+json": { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ "a" ], "instanceArgs": { "namespace": "html", "tag": "label" }, "nodeType": "DOM", "props": { "className": "interact ", "style": { "padding": "5px 10px 0px 10px" } }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-left" }, "type": "node" }, { "children": [ { "children": [], "instanceArgs": { "namespace": "html", "tag": "input" }, "nodeType": "DOM", "props": { "attributes": { "data-bind": "numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}", "orient": "horizontal", "type": "range" }, "className": "slider slider is-fullwidth", "max": 41, "min": 1, "step": 1, "style": {} }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-center" }, "type": "node" }, { "children": [ { "children": [], "instanceArgs": { "namespace": "html", "tag": "p" }, "nodeType": "DOM", "props": { "attributes": { "data-bind": "text: formatted_val" } }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-right" }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row interact-widget" }, "type": "node" } ], "instanceArgs": { "handlers": { "changes": [ "(function (val){return (val!=this.model[\"changes\"]()) ? 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slider is-fullwidth\" style=Dict{Any,Any}() }))\n", " (div { className=\"interact-flex-row-right\" }\n", " (p { attributes=Dict(\"data-bind\"=>\"text: formatted_val\") }))))))" ] }, "execution_count": 4, "metadata": { "application/vnd.webio.node+json": { "kernelId": "b60d3081-e7dd-4d68-bb83-50e4fad3e468" } }, "output_type": "execute_result" } ], "source": [ "a = slider(-2:0.1:2, label=\"a\")\n", "b = slider(-2:0.1:2, label=\"b\")\n", "c = slider(-2:0.1:2, label=\"c\")\n", "d = slider(-2:0.1:2, label=\"d\")\n", "\n", "\n", "sliders = vbox( hbox(a, b),\n", " hbox(c, d)\n", " )" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.webio.node+json": { "children": [ { "children": [], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "webio-observable", "setInnerHtml": "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http://www.w3.org/2000/svg\" 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947.693,551.615 945.471,554.498 \\n 943.278,557.404 941.114,560.331 938.98,563.279 936.875,566.249 934.8,569.24 932.755,572.251 930.74,575.282 928.755,578.334 926.802,581.405 924.879,584.496 \\n 922.987,587.605 921.126,590.734 919.296,593.881 917.499,597.046 915.732,600.228 913.998,603.429 912.296,606.646 910.626,609.881 908.989,613.131 907.384,616.399 \\n 905.812,619.682 904.273,622.98 902.766,626.294 901.294,629.623 899.854,632.966 898.448,636.323 897.076,639.695 895.737,643.08 894.432,646.478 893.162,649.889 \\n 891.925,653.312 890.723,656.748 889.555,660.196 888.422,663.655 887.323,667.125 886.259,670.606 885.23,674.098 884.236,677.599 883.277,681.111 882.354,684.632 \\n 881.465,688.162 880.612,691.7 879.794,695.247 879.012,698.802 878.265,702.365 877.554,705.935 876.879,709.511 876.24,713.095 875.636,716.684 875.068,720.28 \\n 874.537,723.881 874.041,727.487 873.581,731.098 873.158,734.713 872.771,738.333 872.42,741.956 872.105,745.582 871.826,749.211 871.584,752.843 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Value:\n", "Plot{Plots.GRBackend() n=7}" ] }, "execution_count": 5, "metadata": { "application/vnd.webio.node+json": { "kernelId": "b60d3081-e7dd-4d68-bb83-50e4fad3e468" } }, "output_type": "execute_result" } ], "source": [ "r = -2:0.01:2\n", "\n", "θ_vals = range(-2π, 2π, length = 500)\n", "formatted_vals = map(t -> \"$(floor(t/π, digits=2))π\", θ_vals)\n", "\n", "#@manipulate for a in r, b in r, c in r, d in r, θ in \n", "\n", "θ = slider(θ_vals, formatted_vals, label=\"θ\")\n", "\n", "p = map(a, b, c, d, θ) do a, b, c, d, θ\n", "\n", " M = [a b; c d]\n", " \n", " x = [cos(θ), sin(θ)]\n", " \n", " plot_image(M, x)\n", "\n", "end" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.webio.node+json": { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ { "children": [ "a" ], "instanceArgs": { "namespace": "html", "tag": "label" }, "nodeType": "DOM", "props": { "className": "interact ", "style": { "padding": "5px 10px 0px 10px" } }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-left" }, "type": "node" }, { "children": [ { "children": [], "instanceArgs": { "namespace": "html", "tag": "input" }, "nodeType": "DOM", "props": { "attributes": { "data-bind": "numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}", "orient": "horizontal", "type": "range" }, "className": "slider slider is-fullwidth", "max": 41, "min": 1, "step": 1, "style": {} }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-center" }, "type": "node" }, { "children": [ { "children": [], "instanceArgs": { "namespace": "html", "tag": "p" }, "nodeType": "DOM", "props": { "attributes": { "data-bind": "text: formatted_val" } }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row-right" }, "type": "node" } ], "instanceArgs": { "namespace": "html", "tag": "div" }, "nodeType": "DOM", "props": { "className": "interact-flex-row interact-widget" }, "type": "node" } ], "instanceArgs": { "handlers": { "changes": [ "(function (val){return (val!=this.model[\"changes\"]()) ? (this.valueFromJulia[\"changes\"]=true, this.model[\"changes\"](val)) : undefined})" ], "index": [ "(function (val){return (val!=this.model[\"index\"]()) ? (this.valueFromJulia[\"index\"]=true, this.model[\"index\"](val)) : undefined})" ] }, "id": "knockout-component-24c8dad5-b400-4069-baab-4e449bc928ec", "imports": { "data": [ { "name": "knockout", "type": "js", "url": "/assetserver/f07383ad7ba5d9e293900fdc7e5e611110d6ff32-knockout.js" }, { "name": "knockout_punches", "type": "js", "url": "/assetserver/306cc87ce82e45c3e5eb81524cb970ae2bab3932-knockout_punches.js" }, { "name": null, "type": "js", "url": "/assetserver/69078235d89420aa60ec07ae908cfcc65b6ecf85-all.js" }, { "name": null, "type": "css", "url": "/assetserver/98bc206151bf33944d9780fd349511e9eae784a0-style.css" }, { "name": null, "type": "css", "url": "/assetserver/13615fa9690b1c4388c3fe14db802e442333ebc4-bulma_confined.min.css" } ], "type": "async_block" }, "mount_callbacks": [ "function () {\n var handler = (function (ko, koPunches) {\n ko.punches.enableAll();\n ko.bindingHandlers.numericValue = {\n init : function(element, valueAccessor, allBindings, data, context) {\n var stringified = ko.observable(ko.unwrap(valueAccessor()));\n stringified.subscribe(function(value) {\n var val = parseFloat(value);\n if (!isNaN(val)) {\n valueAccessor()(val);\n }\n })\n valueAccessor().subscribe(function(value) {\n var str = JSON.stringify(value);\n if ((str == \"0\") && ([\"-0\", \"-0.\"].indexOf(stringified()) >= 0))\n return;\n if ([\"null\", \"\"].indexOf(str) >= 0)\n return;\n stringified(str);\n })\n ko.applyBindingsToNode(element, { value: stringified, valueUpdate: allBindings.get('valueUpdate')}, context);\n }\n };\n var json_data = {\"formatted_vals\":[\"-2.0\",\"-1.9\",\"-1.8\",\"-1.7\",\"-1.6\",\"-1.5\",\"-1.4\",\"-1.3\",\"-1.2\",\"-1.1\",\"-1.0\",\"-0.9\",\"-0.8\",\"-0.7\",\"-0.6\",\"-0.5\",\"-0.4\",\"-0.3\",\"-0.2\",\"-0.1\",\"0.0\",\"0.1\",\"0.2\",\"0.3\",\"0.4\",\"0.5\",\"0.6\",\"0.7\",\"0.8\",\"0.9\",\"1.0\",\"1.1\",\"1.2\",\"1.3\",\"1.4\",\"1.5\",\"1.6\",\"1.7\",\"1.8\",\"1.9\",\"2.0\"],\"changes\":WebIO.getval({\"name\":\"changes\",\"scope\":\"knockout-component-24c8dad5-b400-4069-baab-4e449bc928ec\",\"id\":\"ob_03\",\"type\":\"observable\"}),\"index\":WebIO.getval({\"name\":\"index\",\"scope\":\"knockout-component-24c8dad5-b400-4069-baab-4e449bc928ec\",\"id\":\"ob_02\",\"type\":\"observable\"})};\n var self = this;\n function AppViewModel() {\n for (var key in json_data) {\n var el = json_data[key];\n this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\n }\n \n [this[\"formatted_val\"]=ko.computed( function(){\n return this.formatted_vals()[parseInt(this.index())-1];\n }\n,this)]\n [this[\"changes\"].subscribe((function (val){!(this.valueFromJulia[\"changes\"]) ? 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var self = this;\\n function AppViewModel() {\\n for (var key in json_data) {\\n var el = json_data[key];\\n this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\\n }\\n \\n [this[\\\"formatted_val\\\"]=ko.computed( function(){\\n return this.formatted_vals()[parseInt(this.index())-1];\\n }\\n,this)]\\n [this[\\\"changes\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"changes\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"knockout-component-c37a04b4-0615-4aee-88ba-6db78ee26adb\\\",\\\"id\\\":\\\"ob_56\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"knockout-component-c37a04b4-0615-4aee-88ba-6db78ee26adb\\\",\\\"id\\\":\\\"ob_55\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n \\n }\\n self.model = new AppViewModel();\\n self.valueFromJulia = {};\\n for (var key in json_data) {\\n self.valueFromJulia[key] = false;\\n }\\n ko.applyBindings(self.model, self.dom);\\n}\\n);\\n (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/f07383ad7ba5d9e293900fdc7e5e611110d6ff32-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/306cc87ce82e45c3e5eb81524cb970ae2bab3932-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\")])], Dict{Symbol,Any}(:className=>\"field interact-widget\"), 1), Observable{Any} with 0 listeners. Value:\n", "Node{DOM}(DOM(:html, :div), Any[Plot{Plots.GRBackend() n=7}], Dict{Symbol,Any}(:className=>\"interact-flex-row interact-widget\"), 1)], Dict{Symbol,Any}(), 6)" ] }, "execution_count": 11, "metadata": { "application/vnd.webio.node+json": { "kernelId": "b60d3081-e7dd-4d68-bb83-50e4fad3e468" } }, "output_type": "execute_result" } ], "source": [ "@manipulate for σ₁ in 0:0.01:2, σ₂ in 0:0.01:2, θ in 0:0.01:2π, ϕ in 0:0.01:2π, angle=-2π:0.01:2π\n", "\n", " # when phi=theta have U = V so a symmetric matrix\n", " \n", " U = [cos(θ) sin(θ); -sin(θ) cos(θ)]\n", " V = [cos(ϕ) sin(ϕ); -sin(ϕ) cos(ϕ)]\n", "\n", " Σ = Diagonal([σ₁, σ₂])\n", "\n", " M = U * Σ * V'\n", " \n", " x = [cos(angle), sin(angle)]\n", "\n", " plot_image(M, x, 0.01)\n", " \n", " title!(\"evals = $(eigvals(M))\")\n", "end" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "@webio": { "lastCommId": "2cd03ed5f2e94225b16275963664f6e9", "lastKernelId": "b60d3081-e7dd-4d68-bb83-50e4fad3e468" }, "kernelspec": { "display_name": "Julia 1.1.0", "language": "julia", "name": "julia-1.1" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.1.0" } }, "nbformat": 4, "nbformat_minor": 2 }