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* Add emformer model. * Copy files. * Use Emformer model as RNN-T encoder. * Support streaming decoding. * Minor fixes. * Add RNN-T Emformer for Aishell.
Introduction
Please refer to https://icefall.readthedocs.io/en/latest/recipes/aishell/index.html for how to run models in this recipe.
Transducers
There are various folders containing the name transducer
in this folder.
The following table lists the differences among them.
Encoder | Decoder | Comment | |
---|---|---|---|
transducer_stateless |
Conformer | Embedding + Conv1d | with k2.rnnt_loss |
transducer_stateless_modified |
Conformer | Embedding + Conv1d | with modified transducer from optimized_transducer |
transducer_stateless_modified-2 |
Conformer | Embedding + Conv1d | with modified transducer from optimized_transducer + extra data |
The decoder in transducer_stateless
is modified from the paper
Rnn-Transducer with Stateless Prediction Network.
We place an additional Conv1d layer right after the input embedding layer.