esfiles / frontend /src /components /Word2VecPanel.tsx
Besjon Cifliku
feat: implement anomaly detection to filter suspicious word relations
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import { useState, useEffect } from "react";
import { api, getErrorMessage } from "../api";
import StatusMessage from "./StatusMessage";
import LogViewer from "./LogViewer";
interface Props {
onReady: (ready: boolean, info?: { vocab_size: number; sentences: number; vector_size: number }) => void;
}
export default function Word2VecPanel({ onReady }: Props) {
const [statusChecked, setStatusChecked] = useState(false);
const [vectorSize, setVectorSize] = useState(100);
const [windowSize, setWindowSize] = useState(5);
const [w2vEpochs, setW2vEpochs] = useState(50);
const [showAdvanced, setShowAdvanced] = useState(false);
const [initLoading, setInitLoading] = useState(false);
const [error, setError] = useState("");
useEffect(() => {
api.w2vStatus().then(res => {
if (res.ready) {
onReady(true, { vocab_size: res.vocab_size!, sentences: res.sentences!, vector_size: res.vector_size! });
}
setStatusChecked(true);
}).catch(() => setStatusChecked(true));
}, []);
async function handleTrainFromEngine() {
setInitLoading(true); setError("");
try {
const res = await api.w2vInitFromEngine({
vector_size: vectorSize,
window: windowSize,
epochs: w2vEpochs,
});
onReady(true, { vocab_size: res.vocab_size, sentences: res.sentences, vector_size: res.vector_size });
} catch (err) {
setError(getErrorMessage(err));
} finally {
setInitLoading(false);
}
}
if (!statusChecked) {
return <div className="panel"><p>Checking Word2Vec status...</p></div>;
}
return (
<div>
<div className="panel">
<h2>Word2Vec Baseline (gensim)</h2>
<p className="panel-desc">
Static embeddings trained on all documents loaded in the engine. Training runs once and persists across restarts.
</p>
<button className="advanced-toggle" onClick={() => setShowAdvanced(!showAdvanced)}>
{showAdvanced ? "▾" : "▸"} Advanced Settings
</button>
{showAdvanced && (
<div className="advanced-section">
<div className="form-row">
<div className="form-group" style={{ maxWidth: 120 }}>
<label>Vector Size</label>
<input type="number" value={vectorSize} onChange={e => setVectorSize(+e.target.value)} min={50} max={300} />
</div>
<div className="form-group" style={{ maxWidth: 120 }}>
<label>Window</label>
<input type="number" value={windowSize} onChange={e => setWindowSize(+e.target.value)} min={2} max={15} />
</div>
<div className="form-group" style={{ maxWidth: 120 }}>
<label>Epochs</label>
<input type="number" value={w2vEpochs} onChange={e => setW2vEpochs(+e.target.value)} min={5} max={1000} />
</div>
</div>
</div>
)}
<button className="btn btn-primary" onClick={handleTrainFromEngine}
disabled={initLoading} style={{ marginTop: 8 }}>
{initLoading ? <><span className="spinner" /> Training on all engine documents...</> : "Train Word2Vec"}
</button>
<LogViewer active={initLoading} />
</div>
{error && <StatusMessage type="err" message={error} />}
</div>
);
}