Files
Atomizer/atomizer-dashboard/frontend/src/components/plotly/PlotlyParetoPlot.tsx
Antoine 5fb94fdf01 feat: Add Analysis page, run comparison, notifications, and config editor
Dashboard enhancements:
- Add Analysis page with tabs: Overview, Parameters, Pareto, Correlations, Constraints, Surrogate, Runs
- Add PlotlyCorrelationHeatmap for parameter-objective correlation analysis
- Add PlotlyFeasibilityChart for constraint satisfaction visualization
- Add PlotlySurrogateQuality for FEA vs NN prediction comparison
- Add PlotlyRunComparison for comparing optimization runs within a study

Real-time improvements:
- Replace watchdog file-watching with SQLite database polling for better Windows reliability
- Add DatabasePoller class with 2-second polling interval
- Enhanced WebSocket messages: trial_completed, new_best, pareto_update, progress

Desktop notifications:
- Add useNotifications hook using Web Notifications API
- Add NotificationSettings toggle component
- Notify users when new best solutions are found

Config editor:
- Add PUT /studies/{study_id}/config endpoint with auto-backup
- Add ConfigEditor modal with tabs: General, Variables, Objectives, Settings, JSON
- Prevents editing while optimization is running

Enhanced Pareto visualization:
- Add dark mode styling with transparent backgrounds
- Add stats bar showing Pareto, FEA, NN, and infeasible counts
- Add Pareto front connecting line for 2D view
- Add table showing top 10 Pareto-optimal solutions

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-12-05 19:57:20 -05:00

449 lines
16 KiB
TypeScript

/**
* PlotlyParetoPlot - Interactive Pareto front visualization using Plotly
*
* Features:
* - 2D scatter with Pareto front highlighted
* - 3D scatter for 3-objective problems
* - Hover tooltips with trial details
* - Pareto front connection line
* - FEA vs NN differentiation
* - Constraint satisfaction highlighting
* - Dark mode styling
* - Zoom, pan, and export
*/
import { useMemo, useState } from 'react';
import Plot from 'react-plotly.js';
interface Trial {
trial_number: number;
values: number[];
params: Record<string, number>;
user_attrs?: Record<string, any>;
source?: 'FEA' | 'NN' | 'V10_FEA';
constraint_satisfied?: boolean;
}
interface Objective {
name: string;
direction?: 'minimize' | 'maximize';
unit?: string;
}
interface PlotlyParetoPlotProps {
trials: Trial[];
paretoFront: Trial[];
objectives: Objective[];
height?: number;
showParetoLine?: boolean;
showInfeasible?: boolean;
}
export function PlotlyParetoPlot({
trials,
paretoFront,
objectives,
height = 500,
showParetoLine = true,
showInfeasible = true
}: PlotlyParetoPlotProps) {
const [viewMode, setViewMode] = useState<'2d' | '3d'>(objectives.length >= 3 ? '3d' : '2d');
const [selectedObjectives, setSelectedObjectives] = useState<[number, number, number]>([0, 1, 2]);
const paretoSet = useMemo(() => new Set(paretoFront.map(t => t.trial_number)), [paretoFront]);
// Separate trials by source, Pareto status, and constraint satisfaction
const { feaTrials, nnTrials, paretoTrials, infeasibleTrials, stats } = useMemo(() => {
const fea: Trial[] = [];
const nn: Trial[] = [];
const pareto: Trial[] = [];
const infeasible: Trial[] = [];
trials.forEach(t => {
const source = t.source || t.user_attrs?.source || 'FEA';
const isFeasible = t.constraint_satisfied !== false && t.user_attrs?.constraint_satisfied !== false;
if (!isFeasible && showInfeasible) {
infeasible.push(t);
} else if (paretoSet.has(t.trial_number)) {
pareto.push(t);
} else if (source === 'NN') {
nn.push(t);
} else {
fea.push(t);
}
});
// Calculate statistics
const stats = {
totalTrials: trials.length,
paretoCount: pareto.length,
feaCount: fea.length + pareto.filter(t => (t.source || 'FEA') !== 'NN').length,
nnCount: nn.length + pareto.filter(t => t.source === 'NN').length,
infeasibleCount: infeasible.length,
hypervolume: 0 // Could calculate if needed
};
return { feaTrials: fea, nnTrials: nn, paretoTrials: pareto, infeasibleTrials: infeasible, stats };
}, [trials, paretoSet, showInfeasible]);
// Helper to get objective value
const getObjValue = (trial: Trial, idx: number): number => {
if (trial.values && trial.values[idx] !== undefined) {
return trial.values[idx];
}
const objName = objectives[idx]?.name;
return trial.user_attrs?.[objName] ?? 0;
};
// Build hover text
const buildHoverText = (trial: Trial): string => {
const lines = [`Trial #${trial.trial_number}`];
objectives.forEach((obj, i) => {
const val = getObjValue(trial, i);
lines.push(`${obj.name}: ${val.toFixed(4)}${obj.unit ? ` ${obj.unit}` : ''}`);
});
const source = trial.source || trial.user_attrs?.source || 'FEA';
lines.push(`Source: ${source}`);
return lines.join('<br>');
};
// Create trace data
const createTrace = (
trialList: Trial[],
name: string,
color: string,
symbol: string,
size: number,
opacity: number
) => {
const [i, j, k] = selectedObjectives;
if (viewMode === '3d' && objectives.length >= 3) {
return {
type: 'scatter3d' as const,
mode: 'markers' as const,
name,
x: trialList.map(t => getObjValue(t, i)),
y: trialList.map(t => getObjValue(t, j)),
z: trialList.map(t => getObjValue(t, k)),
text: trialList.map(buildHoverText),
hoverinfo: 'text' as const,
marker: {
color,
size,
symbol,
opacity,
line: { color: '#fff', width: 1 }
}
};
} else {
return {
type: 'scatter' as const,
mode: 'markers' as const,
name,
x: trialList.map(t => getObjValue(t, i)),
y: trialList.map(t => getObjValue(t, j)),
text: trialList.map(buildHoverText),
hoverinfo: 'text' as const,
marker: {
color,
size,
symbol,
opacity,
line: { color: '#fff', width: 1 }
}
};
}
};
// Sort Pareto trials by first objective for line connection
const sortedParetoTrials = useMemo(() => {
const [i] = selectedObjectives;
return [...paretoTrials].sort((a, b) => getObjValue(a, i) - getObjValue(b, i));
}, [paretoTrials, selectedObjectives]);
// Create Pareto front line trace (2D only)
const createParetoLine = () => {
if (!showParetoLine || viewMode === '3d' || sortedParetoTrials.length < 2) return null;
const [i, j] = selectedObjectives;
return {
type: 'scatter' as const,
mode: 'lines' as const,
name: 'Pareto Front',
x: sortedParetoTrials.map(t => getObjValue(t, i)),
y: sortedParetoTrials.map(t => getObjValue(t, j)),
line: {
color: '#10B981',
width: 2,
dash: 'dot'
},
hoverinfo: 'skip' as const,
showlegend: false
};
};
const traces = [
// Infeasible trials (background, red X)
...(showInfeasible && infeasibleTrials.length > 0 ? [
createTrace(infeasibleTrials, `Infeasible (${infeasibleTrials.length})`, '#EF4444', 'x', 7, 0.4)
] : []),
// FEA trials (blue circles)
createTrace(feaTrials, `FEA (${feaTrials.length})`, '#3B82F6', 'circle', 8, 0.6),
// NN trials (purple diamonds)
createTrace(nnTrials, `NN (${nnTrials.length})`, '#A855F7', 'diamond', 8, 0.5),
// Pareto front line (2D only)
createParetoLine(),
// Pareto front points (highlighted)
createTrace(sortedParetoTrials, `Pareto (${sortedParetoTrials.length})`, '#10B981', 'star', 14, 1.0)
].filter(trace => trace && (trace.x as number[]).length > 0);
const [i, j, k] = selectedObjectives;
// Dark mode color scheme
const colors = {
text: '#E5E7EB',
textMuted: '#9CA3AF',
grid: 'rgba(255,255,255,0.1)',
zeroline: 'rgba(255,255,255,0.2)',
legendBg: 'rgba(30,30,30,0.9)',
legendBorder: 'rgba(255,255,255,0.1)'
};
const layout: any = viewMode === '3d' && objectives.length >= 3
? {
height,
margin: { l: 50, r: 50, t: 30, b: 50 },
paper_bgcolor: 'transparent',
plot_bgcolor: 'transparent',
scene: {
xaxis: {
title: { text: objectives[i]?.name || 'Objective 1', font: { color: colors.text } },
gridcolor: colors.grid,
zerolinecolor: colors.zeroline,
tickfont: { color: colors.textMuted }
},
yaxis: {
title: { text: objectives[j]?.name || 'Objective 2', font: { color: colors.text } },
gridcolor: colors.grid,
zerolinecolor: colors.zeroline,
tickfont: { color: colors.textMuted }
},
zaxis: {
title: { text: objectives[k]?.name || 'Objective 3', font: { color: colors.text } },
gridcolor: colors.grid,
zerolinecolor: colors.zeroline,
tickfont: { color: colors.textMuted }
},
bgcolor: 'transparent'
},
legend: {
x: 1,
y: 1,
font: { color: colors.text },
bgcolor: colors.legendBg,
bordercolor: colors.legendBorder,
borderwidth: 1
},
font: { family: 'Inter, system-ui, sans-serif', color: colors.text }
}
: {
height,
margin: { l: 60, r: 30, t: 30, b: 60 },
paper_bgcolor: 'transparent',
plot_bgcolor: 'transparent',
xaxis: {
title: { text: objectives[i]?.name || 'Objective 1', font: { color: colors.text } },
gridcolor: colors.grid,
zerolinecolor: colors.zeroline,
tickfont: { color: colors.textMuted }
},
yaxis: {
title: { text: objectives[j]?.name || 'Objective 2', font: { color: colors.text } },
gridcolor: colors.grid,
zerolinecolor: colors.zeroline,
tickfont: { color: colors.textMuted }
},
legend: {
x: 1,
y: 1,
xanchor: 'right',
font: { color: colors.text },
bgcolor: colors.legendBg,
bordercolor: colors.legendBorder,
borderwidth: 1
},
font: { family: 'Inter, system-ui, sans-serif', color: colors.text },
hovermode: 'closest' as const
};
if (!trials.length) {
return (
<div className="flex items-center justify-center h-64 text-dark-400">
No trial data available
</div>
);
}
return (
<div className="w-full">
{/* Stats Bar */}
<div className="flex gap-4 mb-4 text-sm">
<div className="flex items-center gap-2 px-3 py-1.5 bg-dark-700 rounded-lg">
<div className="w-3 h-3 bg-green-500 rounded-full" />
<span className="text-dark-300">Pareto:</span>
<span className="text-green-400 font-medium">{stats.paretoCount}</span>
</div>
<div className="flex items-center gap-2 px-3 py-1.5 bg-dark-700 rounded-lg">
<div className="w-3 h-3 bg-blue-500 rounded-full" />
<span className="text-dark-300">FEA:</span>
<span className="text-blue-400 font-medium">{stats.feaCount}</span>
</div>
<div className="flex items-center gap-2 px-3 py-1.5 bg-dark-700 rounded-lg">
<div className="w-3 h-3 bg-purple-500 rounded-full" />
<span className="text-dark-300">NN:</span>
<span className="text-purple-400 font-medium">{stats.nnCount}</span>
</div>
{stats.infeasibleCount > 0 && (
<div className="flex items-center gap-2 px-3 py-1.5 bg-dark-700 rounded-lg">
<div className="w-3 h-3 bg-red-500 rounded-full" />
<span className="text-dark-300">Infeasible:</span>
<span className="text-red-400 font-medium">{stats.infeasibleCount}</span>
</div>
)}
</div>
{/* Controls */}
<div className="flex gap-4 items-center justify-between mb-3">
<div className="flex gap-2 items-center">
{objectives.length >= 3 && (
<div className="flex rounded-lg overflow-hidden border border-dark-600">
<button
onClick={() => setViewMode('2d')}
className={`px-3 py-1.5 text-sm font-medium transition-colors ${
viewMode === '2d'
? 'bg-primary-600 text-white'
: 'bg-dark-700 text-dark-300 hover:bg-dark-600 hover:text-white'
}`}
>
2D
</button>
<button
onClick={() => setViewMode('3d')}
className={`px-3 py-1.5 text-sm font-medium transition-colors ${
viewMode === '3d'
? 'bg-primary-600 text-white'
: 'bg-dark-700 text-dark-300 hover:bg-dark-600 hover:text-white'
}`}
>
3D
</button>
</div>
)}
</div>
{/* Objective selectors */}
<div className="flex gap-2 items-center text-sm">
<label className="text-dark-400">X:</label>
<select
value={selectedObjectives[0]}
onChange={(e) => setSelectedObjectives([parseInt(e.target.value), selectedObjectives[1], selectedObjectives[2]])}
className="px-2 py-1.5 bg-dark-700 border border-dark-600 rounded text-white text-sm"
>
{objectives.map((obj, idx) => (
<option key={idx} value={idx}>{obj.name}</option>
))}
</select>
<label className="text-dark-400 ml-2">Y:</label>
<select
value={selectedObjectives[1]}
onChange={(e) => setSelectedObjectives([selectedObjectives[0], parseInt(e.target.value), selectedObjectives[2]])}
className="px-2 py-1.5 bg-dark-700 border border-dark-600 rounded text-white text-sm"
>
{objectives.map((obj, idx) => (
<option key={idx} value={idx}>{obj.name}</option>
))}
</select>
{viewMode === '3d' && objectives.length >= 3 && (
<>
<label className="text-dark-400 ml-2">Z:</label>
<select
value={selectedObjectives[2]}
onChange={(e) => setSelectedObjectives([selectedObjectives[0], selectedObjectives[1], parseInt(e.target.value)])}
className="px-2 py-1.5 bg-dark-700 border border-dark-600 rounded text-white text-sm"
>
{objectives.map((obj, idx) => (
<option key={idx} value={idx}>{obj.name}</option>
))}
</select>
</>
)}
</div>
</div>
<Plot
data={traces as any}
layout={layout}
config={{
displayModeBar: true,
displaylogo: false,
modeBarButtonsToRemove: ['lasso2d', 'select2d'],
toImageButtonOptions: {
format: 'png',
filename: 'pareto_front',
height: 800,
width: 1200,
scale: 2
}
}}
style={{ width: '100%' }}
/>
{/* Pareto Front Table for 2D view */}
{viewMode === '2d' && sortedParetoTrials.length > 0 && (
<div className="mt-4 max-h-48 overflow-auto">
<table className="w-full text-sm">
<thead className="sticky top-0 bg-dark-800">
<tr className="border-b border-dark-600">
<th className="text-left py-2 px-3 text-dark-400 font-medium">Trial</th>
<th className="text-left py-2 px-3 text-dark-400 font-medium">{objectives[i]?.name || 'Obj 1'}</th>
<th className="text-left py-2 px-3 text-dark-400 font-medium">{objectives[j]?.name || 'Obj 2'}</th>
<th className="text-left py-2 px-3 text-dark-400 font-medium">Source</th>
</tr>
</thead>
<tbody>
{sortedParetoTrials.slice(0, 10).map(trial => (
<tr key={trial.trial_number} className="border-b border-dark-700 hover:bg-dark-750">
<td className="py-2 px-3 font-mono text-white">#{trial.trial_number}</td>
<td className="py-2 px-3 font-mono text-green-400">
{getObjValue(trial, i).toExponential(4)}
</td>
<td className="py-2 px-3 font-mono text-green-400">
{getObjValue(trial, j).toExponential(4)}
</td>
<td className="py-2 px-3">
<span className={`px-2 py-0.5 rounded text-xs ${
(trial.source || trial.user_attrs?.source) === 'NN'
? 'bg-purple-500/20 text-purple-400'
: 'bg-blue-500/20 text-blue-400'
}`}>
{trial.source || trial.user_attrs?.source || 'FEA'}
</span>
</td>
</tr>
))}
</tbody>
</table>
{sortedParetoTrials.length > 10 && (
<div className="text-center py-2 text-dark-500 text-xs">
Showing 10 of {sortedParetoTrials.length} Pareto-optimal solutions
</div>
)}
</div>
)}
</div>
);
}