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add Canary-1B-Flash information (#29)

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- add Canary-1B-Flash information (6dd2226426960e95a74b6414b71456b4a005cff8)

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  1. README.md +2 -1
README.md CHANGED
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  NVIDIA [NeMo Canary](https://nvidia.github.io/NeMo/blogs/2024/2024-02-canary/) is a family of multi-lingual multi-tasking models that achieves state-of-the art performance on multiple benchmarks. With 1 billion parameters, Canary-1B supports automatic speech-to-text recognition (ASR) in 4 languages (English, German, French, Spanish) and translation from English to German/French/Spanish and from German/French/Spanish to English with or without punctuation and capitalization (PnC).
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  ## Model Architecture
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  Canary is an encoder-decoder model with FastConformer [1] encoder and Transformer Decoder [2].
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  The Canay-1B model has 24 encoder layers and 24 layers of decoder layers in total.
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  ## NVIDIA NeMo
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  To train, fine-tune or Transcribe with Canary, you will need to install [NVIDIA NeMo](https://github.com/NVIDIA/NeMo). We recommend you install it after you've installed Cython and latest PyTorch version.
 
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  NVIDIA [NeMo Canary](https://nvidia.github.io/NeMo/blogs/2024/2024-02-canary/) is a family of multi-lingual multi-tasking models that achieves state-of-the art performance on multiple benchmarks. With 1 billion parameters, Canary-1B supports automatic speech-to-text recognition (ASR) in 4 languages (English, German, French, Spanish) and translation from English to German/French/Spanish and from German/French/Spanish to English with or without punctuation and capitalization (PnC).
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+ **🚨Note: Checkout our recent [Canary-1B-Flash](https://huggingface.co/nvidia/canary-1b-flash) model, a faster and more accurate variant of Canary-1B!**
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  ## Model Architecture
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  Canary is an encoder-decoder model with FastConformer [1] encoder and Transformer Decoder [2].
 
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  The Canay-1B model has 24 encoder layers and 24 layers of decoder layers in total.
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  ## NVIDIA NeMo
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  To train, fine-tune or Transcribe with Canary, you will need to install [NVIDIA NeMo](https://github.com/NVIDIA/NeMo). We recommend you install it after you've installed Cython and latest PyTorch version.