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[WIP]Streaming conformer pruned transducer #242

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glynpu
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@glynpu glynpu commented Mar 7, 2022

A streaming conformer training/decoding/stimulate_streaming decoding pipeline modified from pruned_transducer_stateless;
The model trained with full librispeech by 50 epochs.

decoding with ctc greedy search:

right_context 1 8 16 32 64 full
latency 0.07s 0.35s 0.67s 1.31s 2.59s *
test_clean 5.60 4.00 3.76 3.75 3.65 3.28
+20 tailing dummy frames 5.52 3.98 3.75 3.75 3.65 3.28
simulate streaming with chunk_by_chunk decoding 5.52 3.98 3.75 3.75 3.65 3.28
test_other 14.07 10.69 9.80 9.48 9.01 8.05
+20 tailing dummy frames 14.00 10.69 9.80 9.48 9.0 8.04
simulate streaming with chunk_by_chunk decoding 14.00 10.69 9.80 9.48 9.0 8.04

Other information could be found in the streaming_pruned_transducer_stateless/README.md in this pr.

@danpovey
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danpovey commented Mar 7, 2022

nice! will look to-morrow.

@glynpu glynpu changed the title Streaming conformer pruned transducer [WIP]Streaming conformer pruned transducer Mar 7, 2022
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