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import { pipeline } from '@xenova/transformers';
let extractor = null;
export async function initEmbedder() {
if ( !extractor ) {
console.log( 'Loading embedding model (Xenova/all-MiniLM-L6-v2)...' );
extractor = await pipeline(
'feature-extraction',
'Xenova/all-MiniLM-L6-v2'
);
console.log( 'Embedding model loaded.' );
}
return extractor;
}
export async function embedTexts( texts ) {
const ext = await initEmbedder();
const output = await ext( texts, { pooling: 'mean', normalize: true } );
return output.tolist();
}
export async function embedSingle( text ) {
const results = await embedTexts( [ text ] );
return results[ 0 ];
}
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