Add transformers.js sample code (#6)
Browse files- Add transformers.js sample code (f2ec3aa090aaa90df1481872580bf64c338fada8)
Co-authored-by: Joshua <Xenova@users.noreply.huggingface.co>
README.md
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@@ -185,6 +185,26 @@ embeddings = model.encode([
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print(cos_sim(embeddings[0], embeddings[1]))
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```
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## Plans
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1. Bilingual embedding models supporting more European & Asian languages, including Spanish, French, Italian and Japanese.
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print(cos_sim(embeddings[0], embeddings[1]))
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```
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You can also use the [Transformers.js](https://huggingface.co/docs/transformers.js) library to compute embeddings in JavaScript.
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```js
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// npm i @xenova/transformers
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import { pipeline, cos_sim } from '@xenova/transformers';
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const extractor = await pipeline('feature-extraction', 'jinaai/jina-embeddings-v2-base-code', {
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quantized: false, // Comment out this line to use the 8-bit quantized version
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});
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const texts = [
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'How do I access the index while iterating over a sequence with a for loop?',
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'# Use the built-in enumerator\nfor idx, x in enumerate(xs):\n print(idx, x)',
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]
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const embeddings = await extractor(texts, { pooling: 'mean' });
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const score = cos_sim(embeddings[0].data, embeddings[1].data);
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console.log(score);
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// 0.7281748759529421
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```
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## Plans
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1. Bilingual embedding models supporting more European & Asian languages, including Spanish, French, Italian and Japanese.
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