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  `parakeet-hyb-pnc-1.1b` is an ASR model that transcribes speech with Punctuations and Capitalizations of English alphabet. This model is jointly developed by [NVIDIA NeMo](https://github.com/NVIDIA/NeMo) and [Suno.ai](https://www.suno.ai/) teams.
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- It is an XXL version of Hybrid FastConformer [1] TDT-CTC [2] (around 1.1B parameters) model.
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  See the [model architecture](#model-architecture) section and [NeMo documentation](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/models.html#fast-conformer) for complete architecture details.
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  ## NVIDIA NeMo: Training
 
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  `parakeet-hyb-pnc-1.1b` is an ASR model that transcribes speech with Punctuations and Capitalizations of English alphabet. This model is jointly developed by [NVIDIA NeMo](https://github.com/NVIDIA/NeMo) and [Suno.ai](https://www.suno.ai/) teams.
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+ It is an XXL version of Hybrid FastConformer [1] TDT-CTC [2] (around 1.1B parameters) model. This model has been trained with Local Attention and Global token hence this model can transcribe **11 hrs** of audio in one single pass. And for reference this model can transcibe 90mins of audio in <16 sec on A100.
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  See the [model architecture](#model-architecture) section and [NeMo documentation](https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/models.html#fast-conformer) for complete architecture details.
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  ## NVIDIA NeMo: Training