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--- |
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language: |
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- uk |
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tags: |
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- automatic-speech-recognition |
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- audio |
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license: cc-by-nc-sa-4.0 |
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datasets: |
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- https://github.com/egorsmkv/speech-recognition-uk |
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- mozilla-foundation/common_voice_6_1 |
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metrics: |
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- wer |
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model-index: |
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- name: Ukrainian pruned_transducer_stateless5 v1.0.0 |
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results: |
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- task: |
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name: Speech Recognition |
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type: automatic-speech-recognition |
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dataset: |
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name: Common Voice uk |
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type: mozilla-foundation/common_voice_6_1 |
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split: test |
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args: uk |
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metrics: |
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- name: Validation WER |
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type: wer |
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value: 13.37 |
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--- |
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|
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`pruned_transducer_stateless5` with Conformer encoder for Ukrainian: https://github.com/proger/icefall/tree/uk |
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|
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[Data Filtering](https://github.com/proger/uk) |
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|
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[Tensorboard run](https://tensorboard.dev/experiment/8WizOEvHR8CqmQAOsr4ALg/) |
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|
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``` |
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./pruned_transducer_stateless5/train.py \ |
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--world-size 2 \ |
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--num-epochs 30 \ |
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--start-epoch 1 \ |
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--full-libri 1 \ |
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--exp-dir pruned_transducer_stateless5/exp-uk-shuf \ |
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--max-duration 500 \ |
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--use-fp16 1 \ |
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--num-encoder-layers 18 \ |
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--dim-feedforward 1024 \ |
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--nhead 4 \ |
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--encoder-dim 256 \ |
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--decoder-dim 512 \ |
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--joiner-dim 512 \ |
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--bpe-model uk/data/lang_bpe_250/bpe.model |
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``` |
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|
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``` |
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./pruned_transducer_stateless5/decode.py \ |
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--epoch 27 \ |
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--avg 15 \ |
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--use-averaged-model True \ |
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--exp-dir pruned_transducer_stateless5/exp-uk-shuf \ |
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--decoding-method fast_beam_search \ |
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--num-encoder-layers 18 \ |
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--dim-feedforward 1024 \ |
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--nhead 4 \ |
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--encoder-dim 256 \ |
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--decoder-dim 512 \ |
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--joiner-dim 512 \ |
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--bpe-model uk/data/lang_bpe_250/bpe.model \ |
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--lang-dir uk/data/lang_bpe_250 |
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``` |
