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--- |
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license: apache-2.0 |
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--- |
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The results: |
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Vocab size | Greedy search(dev & test) | Modified beam search(dev & test) | Fast beam search (dev & test) | Fast beam search LG (dev & test) | comments |
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-- | -- | -- | -- | -- | -- |
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500 | 4.31 & 4.59 | 4.25 & 4.54 | 4.27 & 4.55 | 4.07 & 4.38 | --epoch 48 --avg 29 |
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The training command: |
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``` |
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export CUDA_VISIBLE_DEVICES="4,5,6,7" |
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./pruned_transducer_stateless7_bbpe/train.py \ |
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--world-size 4 \ |
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--num-epochs 50 \ |
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--start-epoch 1 \ |
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--use-fp16 1 \ |
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--max-duration 800 \ |
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--bpe-model data/lang_bbpe_500/bbpe.model \ |
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--exp-dir pruned_transducer_stateless7_bbpe/exp \ |
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--lr-epochs 6 \ |
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--master-port 12535 |
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``` |
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The decoding command: |
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``` |
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for m in greedy_search modified_beam_search fast_beam_search fast_beam_search_LG; do |
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./pruned_transducer_stateless7_bbpe/decode.py \ |
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--epoch 48 \ |
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--avg 29 \ |
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--exp-dir ./pruned_transducer_stateless7_bbpe/exp \ |
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--max-sym-per-frame 1 \ |
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--ngram-lm-scale 0.25 \ |
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--ilme-scale 0.2 \ |
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--bpe-model data/lang_bbpe_500/bbpe.model \ |
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--max-duration 2000 \ |
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--decoding-method $m |
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done |
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``` |
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