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import OptimizationPlot from "./OptimizationPlot.tsx";
import Sidebar from "./Sidebar.tsx";
import ComparePanel from "./ComparePanel";
import type { BivariatePlotView, ComparisonEntry, SettingsUi } from "./types.ts";
import usePyodide from "./usePyodide.ts";
const INITIAL_SETTINGS_UI: SettingsUi = {
mode: "Univariate",
functionExpr: "x^2",
algorithm: "Gradient Descent",
x0: "0.5",
y0: "0.5",
learningRate: "0.1",
momentum: "0.0",
};
const INITIAL_XLIM: [number, number] = [-1, 1];
const INITIAL_YLIM: [number, number] = [-1, 1];
const COMPARISON_COLORS = [
"#0072B2", "#E69F00", "#009E73", "#D55E00", "#CC79A7", "#6F4EBA",
"#A6761D", "#E7298A", "#1B9E77", "#7570B3", "#E6AB02", "#666666",
] as const;
function comparisonColor(id: number): string {
if (id <= COMPARISON_COLORS.length) return COMPARISON_COLORS[id - 1];
// Continue with non-repeating golden-angle hues for unusually large comparisons.
return `hsl(${((id - 1) * 137.508) % 360}, 72%, 40%)`;
}
export default function App() {
const [settingsUi, setSettingsUi] = useState<SettingsUi>(INITIAL_SETTINGS_UI);
const [compareActive, setCompareActive] = useState(false);
const [entries, setEntries] = useState<ComparisonEntry[]>([]);
const [comparisonIteration, setComparisonIteration] = useState(0);
const [comparisonAnimating, setComparisonAnimating] = useState(false);
const nextId = useRef(1);
const [isAnimating, setIsAnimating] = useState(false);
const [showGradientField, setShowGradientField] = useState(false);
const [bivariatePlotView, setBivariatePlotView] = useState<BivariatePlotView>("Contour heatmap");
const xlimRef = useRef<[number, number]>(INITIAL_XLIM);
const ylimRef = useRef<[number, number]>(INITIAL_YLIM);
const settings = { ...settingsUi, xlim: xlimRef.current, ylim: ylimRef.current };
function handleSettingsUiChange(newSettings: SettingsUi) {
setIsAnimating(false);
if (newSettings.mode !== settingsUi.mode || newSettings.functionExpr !== settingsUi.functionExpr
|| newSettings.x0 !== settingsUi.x0 || newSettings.y0 !== settingsUi.y0) {
setComparisonAnimating(false);
setComparisonIteration(0);
setEntries(previous => previous.map(entry => ({ ...entry, settings: { ...entry.settings, mode: newSettings.mode, functionExpr: newSettings.functionExpr } })));
}
setSettingsUi(newSettings);
api.sendInit({ ...newSettings, xlim: xlimRef.current, ylim: ylimRef.current });
}
function setAxisLimits(xlim: [number, number], ylim: [number, number]) {
xlimRef.current = xlim;
ylimRef.current = ylim;
api.sendInit({ ...settingsUi, xlim, ylim });
}
function handleRandomInitialPoint() {
const xRange = xlimRef.current[1] - xlimRef.current[0];
const yRange = ylimRef.current[1] - ylimRef.current[0];
const newX0 = (xlimRef.current[0] + Math.random() * xRange * 0.95).toFixed(2);
const newY0 = (ylimRef.current[0] + Math.random() * yRange * 0.95).toFixed(2);
const newSettings = { ...settingsUi, x0: newX0, y0: newY0 };
handleSettingsUiChange(newSettings);
}
const api = usePyodide(settings);
const { compare, comparisonBusy, isLoading } = api;
useEffect(() => {
if (!isLoading) compare(entries.map(entry => ({ ...entry.settings, xlim: xlimRef.current, ylim: ylimRef.current })), entries.map(entry => entry.id), comparisonIteration);
}, [entries, comparisonIteration, compare, isLoading]);
useEffect(() => {
if (!comparisonAnimating || comparisonBusy || isLoading) return;
const timeout = window.setTimeout(() => setComparisonIteration(value => value + 1), 200);
return () => window.clearTimeout(timeout);
}, [comparisonAnimating, comparisonBusy, isLoading, comparisonIteration]);
const sendNextStep = api.sendNextStep;
const currentIteration = api.currentIteration;
const totalIterations = Math.max((api.plotData.trajectoryValues?.x.length ?? 1) - 1, 0);
useEffect(() => {
if (!isAnimating) return;
const intervalId = window.setInterval(() => sendNextStep(), 200);
return () => window.clearInterval(intervalId);
}, [isAnimating, sendNextStep]);
//if (api.isLoading) {
//return <LoadingScreen message="Loading" />;
//}
return (
<div className="grid grid-cols-[1fr_12fr_1fr] lg:h-dvh bg-stone-50">
<div/>
<div className="flex flex-col gap-6 p-6 min-h-0">
<header className="grid grid-cols-1 items-center gap-3 lg:grid-cols-[2fr_1fr] lg:gap-12">
<div className="title">Optimization Trajectory Visualizer</div>
{/* <div className="desc"></div> */}
<div
id="runtime-status"
className={`status translate-y-4 w-fit justify-self-end ${api.isLoading ? "loading" : "ready"}`}
role="status"
aria-live="polite"
>
<span></span>
{api.isLoading ? "Loading Python runtime…" : "Python runtime ready"}
</div>
</header>
<div className="grid grid-cols-1 lg:grid-cols-[2fr_1fr] gap-12 flex-1 min-h-0 overflow-auto">
<div className="flex h-full min-h-0 min-w-0 flex-col gap-2">
{settingsUi.mode === "Bivariate" && (
<div className="flex w-full border-b border-gray-200" role="tablist" aria-label="Bivariate plot view">
{(["Contour heatmap", "Function surface"] as const).map((view) => (
<button
key={view}
type="button"
role="tab"
aria-selected={bivariatePlotView === view}
onClick={() => setBivariatePlotView(view)}
className={`w-1/2 cursor-pointer rounded px-5 py-1 ${bivariatePlotView === view
? "border-b-2 border-orange-400 text-orange-400"
: "text-gray-950 hover:bg-gray-200"}`}
>
{view}
</button>
))}
</div>
)}
<OptimizationPlot
data={compareActive ? { functionValues: api.plotData.functionValues } : api.plotData}
comparisons={compareActive ? entries.map(entry => ({ ...entry, values: api.comparison.find(item => item.id === entry.id)?.values })) : undefined}
isLoading={api.isLoading}
xlim={xlimRef.current}
ylim={ylimRef.current}
setAxisLimits={setAxisLimits}
currentIteration={currentIteration}
showGradientField={showGradientField}
bivariatePlotView={bivariatePlotView}
/>
</div>
<Sidebar
onTabChange={(tab) => { setCompareActive(tab === "Compare"); setIsAnimating(false); setComparisonAnimating(false); }}
comparison={<ComparePanel settings={settingsUi} entries={entries} trajectories={api.comparison}
iteration={comparisonIteration} busy={comparisonBusy} ready={!api.isLoading} animating={comparisonAnimating}
onAdd={(configured) => {
const id = nextId.current++;
setComparisonIteration(0);
setEntries(previous => [...previous, {
id,
settings: configured,
color: comparisonColor(id),
visible: true,
}]);
}}
onRemove={(id) => { setComparisonAnimating(false); setEntries(previous => previous.filter(entry => entry.id !== id)); }}
onToggleVisibility={(id) => setEntries(previous => previous.map(entry => (
entry.id === id ? { ...entry, visible: !entry.visible } : entry
)))}
onAction={(action) => {
if (action === "Animate") setComparisonAnimating(true);
else if (action === "Pause") setComparisonAnimating(false);
else if (action === "Reset") setComparisonIteration(0);
else setComparisonIteration(value => Math.max(0, value + (action === "Next" ? 1 : -1)));
}}
/>}
settings={settingsUi}
setSettings={handleSettingsUiChange}
onRandomInitialPoint={handleRandomInitialPoint}
trajectoryValues={api.plotData.trajectoryValues}
onReset={() => {
setIsAnimating(false);
api.sendReset();
}}
onNextStep={api.sendNextStep}
onPrevStep={api.sendPrevStep}
onAnimate={() => setIsAnimating(true)}
onPause={() => setIsAnimating(false)}
isAnimating={isAnimating}
currentIteration={currentIteration}
totalIterations={totalIterations}
showGradientField={showGradientField}
onShowGradientFieldChange={setShowGradientField}
/>
</div>
</div>
<div/>
</div>
);
}
|