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8fa21e1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 | import { useState } from 'react';
import { BarChart, Bar, XAxis, YAxis, Tooltip, Cell, ResponsiveContainer } from 'recharts';
export default function TuningPanel({
tuningResult,
tuning,
loading,
bestSize,
setBestSize,
onRun,
}) {
const [showFormula, setShowFormula] = useState(false);
const best = tuningResult?.reduce((prev, curr) =>
curr.silhouette_score > prev.silhouette_score ? curr : prev
);
const CustomTooltip = ({ active, payload }) => {
if (!active || !payload?.length) return null;
const d = payload[0].payload;
return (
<div className="tooltip-box">
<div style={{ color: 'var(--accent)', marginBottom: 4 }}>
min_cluster_size = {d.min_cluster_size}
</div>
<div>Clusters: {d.n_clusters}</div>
<div>Noise points: {d.n_noise}</div>
<div>Silhouette: {d.silhouette_score}</div>
{d.min_cluster_size === best?.min_cluster_size && (
<div style={{ color: 'var(--low)', marginTop: 4 }}>★ Best</div>
)}
</div>
);
};
return (
<div className="panel fade-in">
<div className="panel-header">
<span className="panel-title">CLUSTER SIZE TUNING</span>
<div className="panel-actions">
<button
className="btn-ghost"
onClick={() => setShowFormula(!showFormula)}
>
{showFormula ? 'Hide Formula' : 'Silhouette Formula'}
</button>
</div>
</div>
{showFormula && (
<div className="formula-box">
<div className="formula-title">SILHOUETTE SCORE — s(i)</div>
<div className="formula">
s(i) = ( b(i) − a(i) ) / max( a(i), b(i) )
</div>
<div className="formula-legend">
<div className="formula-item">
<span className="formula-var">a(i)</span>
<span className="formula-desc">mean distance from point i to all other points in its own cluster — measures cohesion. Lower = tighter cluster.</span>
</div>
<div className="formula-item">
<span className="formula-var">b(i)</span>
<span className="formula-desc">mean distance from point i to all points in the nearest other cluster — measures separation. Higher = more distinct clusters.</span>
</div>
<div className="formula-item">
<span className="formula-var">s → +1</span>
<span className="formula-desc">point is well inside its cluster, far from others. Good.</span>
</div>
<div className="formula-item">
<span className="formula-var">s → 0</span>
<span className="formula-desc">point is on the boundary between two clusters. Ambiguous.</span>
</div>
<div className="formula-item">
<span className="formula-var">s → -1</span>
<span className="formula-desc">point is closer to another cluster than its own. Misclassified.</span>
</div>
</div>
</div>
)}
{tuning && (
<div style={{ padding: '16px', color: 'var(--text-dim)', fontFamily: 'var(--font-mono)', fontSize: 12 }}>
Testing cluster sizes 2, 3, 5, 8, 10, 15, 20, 30...
</div>
)}
{tuningResult && !tuning && (
<div className="tuning-results">
<div className="tuning-best">
<span className="tuning-best-label">BEST SIZE</span>
<input
type="number"
className="setting-input"
value={bestSize ?? ''}
min={2}
max={50}
onChange={e => setBestSize(Number(e.target.value))}
style={{ width: 64, textAlign: 'center' }}
/>
<span className="tuning-best-meta">
{best.n_clusters} clusters · {best.n_noise} noise · silhouette {best.silhouette_score}
</span>
<button
className="btn-primary"
onClick={onRun}
disabled={loading || bestSize == null}
style={{ marginLeft: 'auto' }}
>
{loading ? 'Running...' : 'Run Clustering'}
</button>
</div>
<ResponsiveContainer width="100%" height={200}>
<BarChart
data={tuningResult}
margin={{ top: 8, right: 24, bottom: 8, left: 0 }}
>
<XAxis
dataKey="min_cluster_size"
tick={{ fill: 'var(--text-dim)', fontSize: 10, fontFamily: 'var(--font-mono)' }}
axisLine={{ stroke: 'var(--border)' }}
tickLine={false}
label={{ value: 'min_cluster_size', position: 'insideBottom', offset: -4, fill: 'var(--text-dim)', fontSize: 9 }}
/>
<YAxis
domain={[0, 1]}
tick={{ fill: 'var(--text-dim)', fontSize: 10, fontFamily: 'var(--font-mono)' }}
axisLine={{ stroke: 'var(--border)' }}
tickLine={false}
label={{ value: 'silhouette', angle: -90, position: 'insideLeft', fill: 'var(--text-dim)', fontSize: 9 }}
/>
<Tooltip content={<CustomTooltip />} />
<Bar dataKey="silhouette_score" radius={[3, 3, 0, 0]}>
{tuningResult.map((entry, i) => (
<Cell
key={i}
fill={entry.min_cluster_size === best.min_cluster_size
? 'var(--low)'
: 'var(--bg-3)'}
stroke={entry.min_cluster_size === best.min_cluster_size
? 'var(--low)'
: 'var(--border)'}
strokeWidth={1}
/>
))}
</Bar>
</BarChart>
</ResponsiveContainer>
<div className="tuning-table">
<div className="tuning-row tuning-header">
<span>SIZE</span>
<span>CLUSTERS</span>
<span>NOISE</span>
<span>SILHOUETTE</span>
</div>
{tuningResult.map(r => (
<div
key={r.min_cluster_size}
className="tuning-row"
style={{
background: r.min_cluster_size === best.min_cluster_size
? 'rgba(34, 197, 94, 0.05)'
: 'transparent',
borderLeft: r.min_cluster_size === best.min_cluster_size
? '2px solid var(--low)'
: '2px solid transparent',
}}
>
<span style={{ color: r.min_cluster_size === best.min_cluster_size ? 'var(--low)' : 'var(--text)' }}>
{r.min_cluster_size}
{r.min_cluster_size === best.min_cluster_size && ' ★'}
</span>
<span>{r.n_clusters}</span>
<span>{r.n_noise}</span>
<span>{r.silhouette_score}</span>
</div>
))}
</div>
</div>
)}
</div>
);
} |