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--- |
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base_model: facebook/musicgen-small |
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library_name: transformers.js |
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license: cc-by-nc-4.0 |
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--- |
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https://huggingface.co/facebook/musicgen-small with ONNX weights to be compatible with Transformers.js. |
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## Usage (Transformers.js) |
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> [!IMPORTANT] |
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> NOTE: MusicGen support is experimental and requires you to install Transformers.js [v3](https://github.com/xenova/transformers.js/tree/v3) from source. |
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If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [GitHub](https://github.com/xenova/transformers.js/tree/v3) using: |
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```bash |
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npm install xenova/transformers.js#v3 |
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``` |
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**Example:** Generate music with `Xenova/musicgen-small`. |
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```js |
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import { AutoTokenizer, MusicgenForConditionalGeneration } from '@xenova/transformers'; |
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// Load tokenizer and model |
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const tokenizer = await AutoTokenizer.from_pretrained('Xenova/musicgen-small'); |
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const model = await MusicgenForConditionalGeneration.from_pretrained('Xenova/musicgen-small', { |
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dtype: { |
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text_encoder: 'q8', |
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decoder_model_merged: 'q8', |
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encodec_decode: 'fp32', |
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}, |
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}); |
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// Prepare text input |
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const prompt = 'a light and cheerly EDM track, with syncopated drums, aery pads, and strong emotions bpm: 130'; |
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const inputs = tokenizer(prompt); |
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// Generate audio |
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const audio_values = await model.generate({ |
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...inputs, |
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max_new_tokens: 500, |
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do_sample: true, |
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guidance_scale: 3, |
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}); |
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// (Optional) Write the output to a WAV file |
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import wavefile from 'wavefile'; |
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import fs from 'fs'; |
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const wav = new wavefile.WaveFile(); |
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wav.fromScratch(1, model.config.audio_encoder.sampling_rate, '32f', audio_values.data); |
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fs.writeFileSync('musicgen.wav', wav.toBuffer()); |
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``` |
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<audio controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/cJ9HFIDstOqJN0eGyJwlS.wav"></audio> |
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We also released an online demo, which you can try yourself: https://huggingface.co/spaces/Xenova/musicgen-web |
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<video controls src="https://cdn-uploads.huggingface.co/production/uploads/61b253b7ac5ecaae3d1efe0c/zc43B_VuUVJm4kOJPOHNh.mp4"></video> |
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--- |
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Note: Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using [🤗 Optimum](https://huggingface.co/docs/optimum/index) and structuring your repo like this one (with ONNX weights located in a subfolder named `onnx`). |