Duplicate from facebook/audiogen-medium
Browse filesCo-authored-by: Jade Copet <[email protected]>
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- README.md +49 -0
- compression_state_dict.bin +3 -0
- state_dict.bin +3 -0
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README.md
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---
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license: cc-by-nc-4.0
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---
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# AudioGen - Medium - 1.5B
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AudioGen is an autoregressive transformer LM that synthesizes general audio conditioned on text (Text-to-Audio).
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Internally, AudioGen operates over discrete representations learnt from the raw waveform, using an EnCodec tokenizer.
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AudioGen was presented at [AudioGen: Textually Guided Audio Generation](https://arxiv.org/abs/2209.15352) by *Felix Kreuk, Gabriel Synnaeve, Adam Polyak, Uriel Singer, Alexandre Défossez, Jade Copet, Devi Parikh, Yaniv Taigman, Yossi Adi*.
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AudioGen 1.5B is a variant of the original AudioGen model that follows [MusicGen](https://arxiv.org/abs/2306.05284) architecture.
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More specifically, it is trained over a 16kHz EnCodec tokenizer with 4 codebooks sampled at 50 Hz with a delay pattern between the codebooks.
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Having only 50 auto-regressive steps per second of audio, this AudioGen model allows faster generation while reaching similar performances to the original AudioGen model introduced in the paper.
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## Audiocraft Usage
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You can run AudioGen locally through the original [Audiocraft library]((https://github.com/facebookresearch/audiocraft):
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1. First install the [`audiocraft` library](https://github.com/facebookresearch/audiocraft)
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```
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pip install git+https://github.com/facebookresearch/audiocraft.git
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```
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2. Make sure to have [`ffmpeg`](https://ffmpeg.org/download.html) installed:
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```
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apt get install ffmpeg
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```
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3. Run the following Python code:
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```py
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import torchaudio
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from audiocraft.models import AudioGen
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from audiocraft.data.audio import audio_write
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model = AudioGen.get_pretrained('facebook/audiogen-medium')
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model.set_generation_params(duration=5) # generate 5 seconds.
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descriptions = ['dog barking', 'sirenes of an emergency vehicule', 'footsteps in a corridor']
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wav = model.generate(descriptions) # generates 3 samples.
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for idx, one_wav in enumerate(wav):
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# Will save under {idx}.wav, with loudness normalization at -14 db LUFS.
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audio_write(f'{idx}', one_wav.cpu(), model.sample_rate, strategy="loudness", loudness_compressor=True)
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```
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## Model details
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See [AudioGen's model card](https://github.com/facebookresearch/audiocraft/blob/main/model_cards/AUDIOGEN_MODEL_CARD.md).
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compression_state_dict.bin
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version https://git-lfs.github.com/spec/v1
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size 235740815
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state_dict.bin
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version https://git-lfs.github.com/spec/v1
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