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[doc] add new s0 aishell non-streaming result (#143) (#144)
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Co-authored-by: Di Wu <[email protected]>
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robin1001 and whiteshirt0429 authored Feb 4, 2021
1 parent b8dad2b commit a332081
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31 changes: 16 additions & 15 deletions examples/aishell/s0/README.md
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## Conformer Result

* Feature info: using fbank feature, dither=0, cmvn, speed perturb
* Training info: lr 0.002, batch size 16, 8 gpu, acc_grad 4, 200 epochs, dither 0.0
* Decoding info: ctc_weight 0.6, average_num 30
* Git hash: 132954a9ce27d0381ed3879c4f43cc158860167e
* Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/aishell/20210116_conformer_exp.tar.gz
* Training info: lr 0.002, batch size 18, 4 gpu, acc_grad 4, 240 epochs, dither 0.1
* Decoding info: ctc_weight 0.5, average_num 20
* Git hash: 919f07c4887ac500168ba84b39b535fd8e58918a
* Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/aishell/20210204_conformer_exp.tar.gz

| decoding mode | CER |
|------------------------|------|
| attention decoder | 5.36 |
| ctc greedy search | 5.14 |
| ctc prefix beam search | 5.14 |
| attention rescoring | 4.77 |
| attention decoder | 5.18 |
| ctc greedy search | 4.94 |
| ctc prefix beam search | 4.94 |
| attention rescoring | 4.61 |

## Unified Conformer Result

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## Transformer Result

* Feature info: using fbank feature, dither=0, with cmvn, no speed perturb.
* Training info: lr 0.002, batch size 16, 8 gpu, acc_grad 1, 120 epochs, dither 0.0
* Git hash: fb8e0f8c12b5d547fc22e62365e1e114f059c609
* Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/aishell/20210120_transformer_exp.tar.gz
* Training info: lr 0.002, batch size 26, 4 gpu, acc_grad 4, 240 epochs, dither 0.1
* Decoding info: ctc_weight 0.5, average_num 20
* Git hash: 919f07c4887ac500168ba84b39b535fd8e58918a
* Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/aishell/20210204_transformer_exp.tar.gz

| decoding mode | CER |
|------------------------|------|
| attention decoder | 5.76 |
| ctc greedy search | 6.21 |
| ctc prefix beam search | 6.21 |
| attention rescoring | 5.47 |
| attention decoder | 5.69 |
| ctc greedy search | 5.92 |
| ctc prefix beam search | 5.91 |
| attention rescoring | 5.30 |

## Unified Transformer Result

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6 changes: 3 additions & 3 deletions examples/aishell/s0/conf/train_conformer.yaml
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Expand Up @@ -41,10 +41,10 @@ raw_wav: true
collate_conf:
# waveform level config
wav_distortion_conf:
wav_dither: 0.0
wav_dither: 0.1
wav_distortion_rate: 0.0
distortion_methods: []
speed_perturb: false
speed_perturb: true
feature_extraction_conf:
feature_type: 'fbank'
mel_bins: 80
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grad_clip: 5
accum_grad: 4
max_epoch: 200
max_epoch: 240
log_interval: 100

optim: adam
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9 changes: 4 additions & 5 deletions examples/aishell/s0/conf/train_transformer.yaml
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Expand Up @@ -36,18 +36,17 @@ raw_wav: true
collate_conf:
# waveform level config
wav_distortion_conf:
wav_dither: 0.0
wav_dither: 0.1
wav_distortion_rate: 0.0
distortion_methods: []
speed_perturb: false
speed_perturb: true
feature_extraction_conf:
feature_type: 'fbank'
mel_bins: 80
frame_shift: 10
frame_length: 25
using_pitch: false
# spec level config
# spec_swap: false
feature_dither: 0.0 # add dither [-feature_dither,feature_dither] on fbank feature
spec_aug: true
spec_aug_conf:
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max_length: 40960
min_length: 0
batch_type: 'static' # static or dynamic
batch_size: 16
batch_size: 26
sort: true

grad_clip: 5
accum_grad: 1
max_epoch: 120
max_epoch: 240
log_interval: 100

optim: adam
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