File size: 7,552 Bytes
370c4da | 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 | "use client";
import { useState } from "react";
import {
RadarChart, Radar, PolarGrid, PolarAngleAxis,
ResponsiveContainer, Tooltip, Legend,
BarChart, Bar, XAxis, YAxis, CartesianGrid,
} from "recharts";
const DEMO_AGGREGATE = {
numSamples: 100,
baseline: { avgF1: 0.5523, avgEM: 0.3810, avgContextHit: 0.4520, avgTokens: 952, avgCost: 0.000203, avgLatency: 1240 },
graphrag: { avgF1: 0.6241, avgEM: 0.4230, avgContextHit: 0.5830, avgTokens: 2387, avgCost: 0.000518, avgLatency: 3820 },
f1WinRate: 0.62,
byType: [
{ type: "bridge", count: 58, baselineF1: 0.52, graphragF1: 0.63 },
{ type: "comparison", count: 42, baselineF1: 0.58, graphragF1: 0.61 },
],
};
const radarData = [
{ metric: "F1 Score", Baseline: 55, GraphRAG: 62 },
{ metric: "Exact Match", Baseline: 38, GraphRAG: 42 },
{ metric: "Context Hit", Baseline: 45, GraphRAG: 58 },
{ metric: "Token Eff.", Baseline: 90, GraphRAG: 40 },
{ metric: "Cost Eff.", Baseline: 85, GraphRAG: 35 },
];
export function Benchmark() {
const [running, setRunning] = useState(false);
const [samples, setSamples] = useState(50);
const [data] = useState(DEMO_AGGREGATE);
const typeData = data.byType.map((t) => ({
name: t.type.charAt(0).toUpperCase() + t.type.slice(1),
Baseline: +(t.baselineF1 * 100).toFixed(1),
GraphRAG: +(t.graphragF1 * 100).toFixed(1),
}));
return (
<div>
{/* Controls */}
<div className="card mb-6">
<div className="flex flex-wrap items-end gap-6">
<div>
<div className="display-sm mb-2">Batch Benchmark</div>
<p className="body-sm" style={{ color: "#6c6a64" }}>
Run both pipelines on HotpotQA multi-hop questions
</p>
</div>
<div className="flex items-center gap-4 ml-auto">
<label className="caption">
Samples
<input
type="range"
min={10}
max={500}
step={10}
value={samples}
onChange={(e) => setSamples(+e.target.value)}
className="block w-32 mt-1 accent-[#FF6B00]"
/>
<span className="body-sm font-mono">{samples}</span>
</label>
<button className="btn btn-primary" onClick={() => setRunning(true)} disabled={running}>
{running ? "Running…" : "🏃 Run Benchmark"}
</button>
</div>
</div>
</div>
{/* Summary Metrics */}
<div className="grid grid-cols-2 md:grid-cols-4 gap-4 mb-6">
{[
{ label: "Avg F1 (Baseline)", value: data.baseline.avgF1.toFixed(4), color: "#0072CE" },
{ label: "Avg F1 (GraphRAG)", value: data.graphrag.avgF1.toFixed(4), color: "#FF6B00" },
{ label: "GraphRAG Win Rate", value: (data.f1WinRate * 100).toFixed(0) + "%", color: "#5db872" },
{ label: "Samples Evaluated", value: data.numSamples.toString(), color: "#002B49" },
].map((m, i) => (
<div key={i} className="card-cream text-center" style={{ padding: "20px" }}>
<div className="metric-value-sm" style={{ color: m.color }}>{m.value}</div>
<div className="metric-label">{m.label}</div>
</div>
))}
</div>
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6 mb-6">
{/* Radar Chart */}
<div className="card">
<div className="title-md mb-4">Multi-Metric Radar</div>
<ResponsiveContainer width="100%" height={340}>
<RadarChart data={radarData}>
<PolarGrid stroke="#002B49" strokeOpacity={0.12} />
<PolarAngleAxis dataKey="metric" tick={{ fill: "#6c6a64", fontSize: 12 }} />
<Radar name="Baseline" dataKey="Baseline" stroke="#0072CE" fill="#0072CE" fillOpacity={0.15} strokeWidth={2} />
<Radar name="GraphRAG" dataKey="GraphRAG" stroke="#FF6B00" fill="#FF6B00" fillOpacity={0.15} strokeWidth={2} />
<Legend />
<Tooltip contentStyle={{ background: "#faf9f5", border: "1px solid #e6dfd8", borderRadius: "8px" }} />
</RadarChart>
</ResponsiveContainer>
</div>
{/* By Question Type */}
<div className="card">
<div className="title-md mb-4">F1 by Question Type</div>
<ResponsiveContainer width="100%" height={340}>
<BarChart data={typeData} margin={{ top: 20, right: 20, left: 0, bottom: 0 }}>
<CartesianGrid strokeDasharray="3 3" stroke="#002B49" strokeOpacity={0.08} />
<XAxis dataKey="name" tick={{ fill: "#6c6a64", fontSize: 13 }} />
<YAxis domain={[0, 100]} tick={{ fill: "#6c6a64", fontSize: 12 }} />
<Tooltip contentStyle={{ background: "#faf9f5", border: "1px solid #e6dfd8", borderRadius: "8px" }} />
<Legend />
<Bar dataKey="Baseline" fill="#0072CE" radius={[4, 4, 0, 0]} />
<Bar dataKey="GraphRAG" fill="#FF6B00" radius={[4, 4, 0, 0]} />
</BarChart>
</ResponsiveContainer>
</div>
</div>
{/* Detailed Table */}
<div className="card">
<div className="title-md mb-4">Detailed Comparison</div>
<div className="overflow-x-auto">
<table style={{ width: "100%", borderCollapse: "collapse", fontSize: "0.875rem" }}>
<thead>
<tr style={{ borderBottom: "2px solid var(--color-hairline)" }}>
{["Metric", "Baseline RAG", "GraphRAG", "Winner"].map((h) => (
<th key={h} className="caption-uppercase text-left" style={{ padding: "12px 16px" }}>{h}</th>
))}
</tr>
</thead>
<tbody>
{[
{ metric: "Avg F1 Score", b: data.baseline.avgF1.toFixed(4), g: data.graphrag.avgF1.toFixed(4), winner: "graphrag" },
{ metric: "Avg Exact Match", b: data.baseline.avgEM.toFixed(4), g: data.graphrag.avgEM.toFixed(4), winner: "graphrag" },
{ metric: "Avg Context Hit", b: data.baseline.avgContextHit.toFixed(4), g: data.graphrag.avgContextHit.toFixed(4), winner: "graphrag" },
{ metric: "Avg Tokens/Query", b: data.baseline.avgTokens.toFixed(0), g: data.graphrag.avgTokens.toFixed(0), winner: "baseline" },
{ metric: "Avg Cost ($)", b: "$" + data.baseline.avgCost.toFixed(6), g: "$" + data.graphrag.avgCost.toFixed(6), winner: "baseline" },
{ metric: "Avg Latency (ms)", b: data.baseline.avgLatency.toFixed(0), g: data.graphrag.avgLatency.toFixed(0), winner: "baseline" },
].map((row, i) => (
<tr key={i} style={{ borderBottom: "1px solid var(--color-hairline-soft)" }}>
<td className="title-sm" style={{ padding: "12px 16px" }}>{row.metric}</td>
<td style={{ padding: "12px 16px", fontFamily: "var(--font-mono)", color: "#0072CE" }}>{row.b}</td>
<td style={{ padding: "12px 16px", fontFamily: "var(--font-mono)", color: "#FF6B00" }}>{row.g}</td>
<td style={{ padding: "12px 16px" }}>
<span className={row.winner === "graphrag" ? "badge-orange" : "badge-blue"} style={{ fontSize: "0.6875rem" }}>
{row.winner === "graphrag" ? "GraphRAG" : "Baseline"}
</span>
</td>
</tr>
))}
</tbody>
</table>
</div>
</div>
</div>
);
}
|