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  ## Introduction
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  This repository hosts the [Kokoro](https://huggingface.co/hexgrad/Kokoro-82M) model for the [React Native Executorch](https://www.npmjs.com/package/react-native-executorch) library.
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- It includes the model divided into 4 parts, each of them exported for xnnpack backend in .pte format, ready for use in the ExecuTorch runtime.
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- As it stands for now, the models are exported with static input shapes: for 32, 64 and 128 input tokens, with methods
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- `forward_32`, `forward_64`, and `forward_128` respectively.
 
 
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  If you'd like to run these models in your own ExecuTorch runtime, refer to the
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  [official documentation](https://pytorch.org/executorch/stable/index.html) for setup instructions.
 
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  ## Introduction
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  This repository hosts the [Kokoro](https://huggingface.co/hexgrad/Kokoro-82M) model for the [React Native Executorch](https://www.npmjs.com/package/react-native-executorch) library.
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+ It includes the model divided into 2 main parts: duration predictor and synthesizer, ready for use in the ExecuTorch runtime.
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+ The models support **input shape dynamism** and cover the input range of `1` up to `128` tokens.
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+
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+ Additionally, the repository contains essential resources for **G2P (grapheme-to-phoneme)** preprocessing required by the Kokoro model,
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+ including simple word-by-word phonemization models (also in ExecuTorch format).
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  If you'd like to run these models in your own ExecuTorch runtime, refer to the
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  [official documentation](https://pytorch.org/executorch/stable/index.html) for setup instructions.