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Support for Monotonic Mulithead Attention based Simultaneous Speech-to-text Translation

huggingface/transformers#15491·166457·Python·1343 天未动·1 条评论·上游最近活跃 ·池内状态:可认领
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# 🌟 New model addition Simultaneous Speech-to-text Translation using Monotonic Multihead Attention(MMA). I am wondering if anybody is working on implementing this model for now. However, I am worried that if this model is going to be supported by Hugging Face systems, since inference works in a particular way using frameworks like [SimulEval](https://github.com/facebookresearch/SimulEval) to simulate streaming input which may not be compatible with current Hugging Face's inference system? ## Model description [MMA(Ma et al., 2019)](https://arxiv.org/abs/1909.12406) has been used to handle streaming text/speech inputs mostly for translation, where MMA extends the monotonic attention mechanism to multihead. <!-- Important information --> ## Open source status * [x] the model implementation is available: [Fairseq Implementation is available here](https://github.com/pytorch/fairseq/blob/fcca32258c8e8bcc9f9890bf4714fa2f96b6b3e1/examples/simultaneous_translation/models/convtransformer_simul_trans.py#L29~#L63) * [ ] the model weights are available: (give details) * [ ] who are the authors: (mention them, if possible by @gh-username) : Xutai Ma(@xutaima), Juan Pino, James Cross, Liezl Puzon, Jiatao Gu Inference framework : [Facebook Research SimulEval](https://github.com/facebookresearch/SimulEval)
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