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Duplicate from facebook/audiogen-medium

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Co-authored-by: Jade Copet <[email protected]>

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  1. .gitattributes +35 -0
  2. README.md +49 -0
  3. compression_state_dict.bin +3 -0
  4. state_dict.bin +3 -0
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README.md ADDED
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+ ---
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+ license: cc-by-nc-4.0
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+ ---
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+
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+ # AudioGen - Medium - 1.5B
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+
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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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+
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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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+
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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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+
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+ ## Audiocraft Usage
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+
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+ You can run AudioGen locally through the original [Audiocraft library]((https://github.com/facebookresearch/audiocraft):
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+
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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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+
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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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+
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+ 3. Run the following Python code:
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+
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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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+
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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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+
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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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+
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+ ## Model details
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+
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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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