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  This repository contains a collection of text-to-speech (TTS) models, offering support for over 1000 languages. These models are part of Facebook's [Massively Multilingual Speech](https://arxiv.org/abs/2305.13516) project, aiming to provide speech technology across a diverse range of languages.
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  ## Usage
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  For detailed instructions on utilizing the models, please refer to the [fairseq docs](https://github.com/facebookresearch/fairseq/blob/main/examples/mms/README.md#tts-1). Additionally, you can explore the models on [MMS Space](https://huggingface.co/spaces/facebook/MMS) available on HuggingFace.
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  author={Vineel Pratap and Andros Tjandra and Bowen Shi and Paden Tomasello and Arun Babu and Sayani Kundu and Ali Elkahky and Zhaoheng Ni and Apoorv Vyas and Maryam Fazel-Zarandi and Alexei Baevski and Yossi Adi and Xiaohui Zhang and Wei-Ning Hsu and Alexis Conneau and Michael Auli},
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  journal={arXiv},
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  year={2023}
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
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  This repository contains a collection of text-to-speech (TTS) models, offering support for over 1000 languages. These models are part of Facebook's [Massively Multilingual Speech](https://arxiv.org/abs/2305.13516) project, aiming to provide speech technology across a diverse range of languages.
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+ ## Table Of Content
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+
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+ - [Usage](#usage)
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+ - [Supported Languages](#supported-languages)
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+ - [Model details](#model-details)
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+ - [Additional links](#additional-links)
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+
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  ## Usage
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  For detailed instructions on utilizing the models, please refer to the [fairseq docs](https://github.com/facebookresearch/fairseq/blob/main/examples/mms/README.md#tts-1). Additionally, you can explore the models on [MMS Space](https://huggingface.co/spaces/facebook/MMS) available on HuggingFace.
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  author={Vineel Pratap and Andros Tjandra and Bowen Shi and Paden Tomasello and Arun Babu and Sayani Kundu and Ali Elkahky and Zhaoheng Ni and Apoorv Vyas and Maryam Fazel-Zarandi and Alexei Baevski and Yossi Adi and Xiaohui Zhang and Wei-Ning Hsu and Alexis Conneau and Michael Auli},
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  journal={arXiv},
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  year={2023}
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+ }
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+
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+ ## Additional Links
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+ - [Blog post](https://ai.facebook.com/blog/multilingual-model-speech-recognition/)
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+ - [Transformers documentation](https://huggingface.co/docs/transformers/main/en/model_doc/mms).
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+ - [Paper](https://arxiv.org/abs/2305.13516)
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+ - [GitHub Repository](https://github.com/facebookresearch/fairseq/tree/main/examples/mms#asr)
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+ - [Other **MMS** checkpoints](https://huggingface.co/models?other=mms)
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+ - MMS base checkpoints:
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+ - [facebook/mms-1b](https://huggingface.co/facebook/mms-1b)
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+ - [facebook/mms-300m](https://huggingface.co/facebook/mms-300m)
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+ - [Official Space](https://huggingface.co/spaces/facebook/MMS)