dzeinali
commited on
Commit
•
e83fc97
1
Parent(s):
817dbdc
Update model
Browse files- README.md +636 -0
- data/fr_token_list/bpe_unigram350/bpe.model +3 -0
- exp/asr_stats_raw_fr_bpe350_sp/train/feats_stats.npz +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/4epoch.pth +3 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/RESULTS.md +29 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/config.yaml +539 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/acc.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/backward_time.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/cer.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/cer_ctc.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/forward_time.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/gpu_max_cached_mem_GB.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/iter_time.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss_att.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss_ctc.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/optim0_lr0.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/optim_step_time.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/train_time.png +0 -0
- exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/wer.png +0 -0
- meta.yaml +8 -0
README.md
ADDED
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1 |
+
---
|
2 |
+
tags:
|
3 |
+
- espnet
|
4 |
+
- audio
|
5 |
+
- automatic-speech-recognition
|
6 |
+
language: fr
|
7 |
+
datasets:
|
8 |
+
- commonvoice
|
9 |
+
license: cc-by-4.0
|
10 |
+
---
|
11 |
+
|
12 |
+
## ESPnet2 ASR model
|
13 |
+
|
14 |
+
### `espnet/french_commonvoice_blstm`
|
15 |
+
|
16 |
+
This model was trained by dzeinali using commonvoice recipe in [espnet](https://github.com/espnet/espnet/).
|
17 |
+
|
18 |
+
### Demo: How to use in ESPnet2
|
19 |
+
|
20 |
+
```bash
|
21 |
+
cd espnet
|
22 |
+
git checkout 716eb8f92e19708acfd08ba3bd39d40890d3a84b
|
23 |
+
pip install -e .
|
24 |
+
cd egs2/commonvoice/asr1
|
25 |
+
./run.sh --skip_data_prep false --skip_train true --download_model espnet/french_commonvoice_blstm
|
26 |
+
```
|
27 |
+
|
28 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
29 |
+
# RESULTS
|
30 |
+
## Environments
|
31 |
+
- date: `Fri Apr 29 17:20:37 EDT 2022`
|
32 |
+
- python version: `3.9.5 (default, Jun 4 2021, 12:28:51) [GCC 7.5.0]`
|
33 |
+
- espnet version: `espnet 0.10.6a1`
|
34 |
+
- pytorch version: `pytorch 1.8.1+cu102`
|
35 |
+
- Git hash: `716eb8f92e19708acfd08ba3bd39d40890d3a84b`
|
36 |
+
- Commit date: `Thu Apr 28 19:50:59 2022 -0400`
|
37 |
+
|
38 |
+
## asr_train_asr_rnn_raw_fr_bpe350_sp
|
39 |
+
### WER
|
40 |
+
|
41 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
42 |
+
|---|---|---|---|---|---|---|---|---|
|
43 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|151227|75.1|22.6|2.3|2.3|27.2|81.0|
|
44 |
+
|
45 |
+
### CER
|
46 |
+
|
47 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
48 |
+
|---|---|---|---|---|---|---|---|---|
|
49 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|952803|92.9|3.6|3.5|2.0|9.1|81.0|
|
50 |
+
|
51 |
+
### TER
|
52 |
+
|
53 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
54 |
+
|---|---|---|---|---|---|---|---|---|
|
55 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|730898|89.9|6.5|3.6|1.9|12.0|81.0|
|
56 |
+
|
57 |
+
## ASR config
|
58 |
+
|
59 |
+
<details><summary>expand</summary>
|
60 |
+
|
61 |
+
```
|
62 |
+
config: conf/tuning/train_asr_rnn.yaml
|
63 |
+
print_config: false
|
64 |
+
log_level: INFO
|
65 |
+
dry_run: false
|
66 |
+
iterator_type: sequence
|
67 |
+
output_dir: exp/asr_train_asr_rnn_raw_fr_bpe350_sp
|
68 |
+
ngpu: 1
|
69 |
+
seed: 0
|
70 |
+
num_workers: 1
|
71 |
+
num_att_plot: 3
|
72 |
+
dist_backend: nccl
|
73 |
+
dist_init_method: env://
|
74 |
+
dist_world_size: null
|
75 |
+
dist_rank: null
|
76 |
+
local_rank: 0
|
77 |
+
dist_master_addr: null
|
78 |
+
dist_master_port: null
|
79 |
+
dist_launcher: null
|
80 |
+
multiprocessing_distributed: false
|
81 |
+
unused_parameters: false
|
82 |
+
sharded_ddp: false
|
83 |
+
cudnn_enabled: true
|
84 |
+
cudnn_benchmark: false
|
85 |
+
cudnn_deterministic: true
|
86 |
+
collect_stats: false
|
87 |
+
write_collected_feats: false
|
88 |
+
max_epoch: 15
|
89 |
+
patience: 3
|
90 |
+
val_scheduler_criterion:
|
91 |
+
- valid
|
92 |
+
- loss
|
93 |
+
early_stopping_criterion:
|
94 |
+
- valid
|
95 |
+
- loss
|
96 |
+
- min
|
97 |
+
best_model_criterion:
|
98 |
+
- - train
|
99 |
+
- loss
|
100 |
+
- min
|
101 |
+
- - valid
|
102 |
+
- loss
|
103 |
+
- min
|
104 |
+
- - train
|
105 |
+
- acc
|
106 |
+
- max
|
107 |
+
- - valid
|
108 |
+
- acc
|
109 |
+
- max
|
110 |
+
keep_nbest_models:
|
111 |
+
- 10
|
112 |
+
nbest_averaging_interval: 0
|
113 |
+
grad_clip: 5.0
|
114 |
+
grad_clip_type: 2.0
|
115 |
+
grad_noise: false
|
116 |
+
accum_grad: 1
|
117 |
+
no_forward_run: false
|
118 |
+
resume: true
|
119 |
+
train_dtype: float32
|
120 |
+
use_amp: false
|
121 |
+
log_interval: null
|
122 |
+
use_matplotlib: true
|
123 |
+
use_tensorboard: true
|
124 |
+
use_wandb: false
|
125 |
+
wandb_project: null
|
126 |
+
wandb_id: null
|
127 |
+
wandb_entity: null
|
128 |
+
wandb_name: null
|
129 |
+
wandb_model_log_interval: -1
|
130 |
+
detect_anomaly: false
|
131 |
+
pretrain_path: null
|
132 |
+
init_param: []
|
133 |
+
ignore_init_mismatch: false
|
134 |
+
freeze_param: []
|
135 |
+
num_iters_per_epoch: null
|
136 |
+
batch_size: 30
|
137 |
+
valid_batch_size: null
|
138 |
+
batch_bins: 1000000
|
139 |
+
valid_batch_bins: null
|
140 |
+
train_shape_file:
|
141 |
+
- exp/asr_stats_raw_fr_bpe350_sp/train/speech_shape
|
142 |
+
- exp/asr_stats_raw_fr_bpe350_sp/train/text_shape.bpe
|
143 |
+
valid_shape_file:
|
144 |
+
- exp/asr_stats_raw_fr_bpe350_sp/valid/speech_shape
|
145 |
+
- exp/asr_stats_raw_fr_bpe350_sp/valid/text_shape.bpe
|
146 |
+
batch_type: folded
|
147 |
+
valid_batch_type: null
|
148 |
+
fold_length:
|
149 |
+
- 80000
|
150 |
+
- 150
|
151 |
+
sort_in_batch: descending
|
152 |
+
sort_batch: descending
|
153 |
+
multiple_iterator: false
|
154 |
+
chunk_length: 500
|
155 |
+
chunk_shift_ratio: 0.5
|
156 |
+
num_cache_chunks: 1024
|
157 |
+
train_data_path_and_name_and_type:
|
158 |
+
- - dump/raw/train_fr_sp/wav.scp
|
159 |
+
- speech
|
160 |
+
- sound
|
161 |
+
- - dump/raw/train_fr_sp/text
|
162 |
+
- text
|
163 |
+
- text
|
164 |
+
valid_data_path_and_name_and_type:
|
165 |
+
- - dump/raw/dev_fr/wav.scp
|
166 |
+
- speech
|
167 |
+
- sound
|
168 |
+
- - dump/raw/dev_fr/text
|
169 |
+
- text
|
170 |
+
- text
|
171 |
+
allow_variable_data_keys: false
|
172 |
+
max_cache_size: 0.0
|
173 |
+
max_cache_fd: 32
|
174 |
+
valid_max_cache_size: null
|
175 |
+
optim: adadelta
|
176 |
+
optim_conf:
|
177 |
+
lr: 0.1
|
178 |
+
scheduler: null
|
179 |
+
scheduler_conf: {}
|
180 |
+
token_list:
|
181 |
+
- <blank>
|
182 |
+
- <unk>
|
183 |
+
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|
531 |
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init: null
|
532 |
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input_size: null
|
533 |
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ctc_conf:
|
534 |
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dropout_rate: 0.0
|
535 |
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|
536 |
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reduce: true
|
537 |
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ignore_nan_grad: true
|
538 |
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joint_net_conf: null
|
539 |
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model_conf:
|
540 |
+
ctc_weight: 0.5
|
541 |
+
use_preprocessor: true
|
542 |
+
token_type: bpe
|
543 |
+
bpemodel: data/fr_token_list/bpe_unigram350/bpe.model
|
544 |
+
non_linguistic_symbols: null
|
545 |
+
cleaner: null
|
546 |
+
g2p: null
|
547 |
+
speech_volume_normalize: null
|
548 |
+
rir_scp: null
|
549 |
+
rir_apply_prob: 1.0
|
550 |
+
noise_scp: null
|
551 |
+
noise_apply_prob: 1.0
|
552 |
+
noise_db_range: '13_15'
|
553 |
+
frontend: default
|
554 |
+
frontend_conf:
|
555 |
+
fs: 16k
|
556 |
+
specaug: specaug
|
557 |
+
specaug_conf:
|
558 |
+
apply_time_warp: true
|
559 |
+
time_warp_window: 5
|
560 |
+
time_warp_mode: bicubic
|
561 |
+
apply_freq_mask: true
|
562 |
+
freq_mask_width_range:
|
563 |
+
- 0
|
564 |
+
- 27
|
565 |
+
num_freq_mask: 2
|
566 |
+
apply_time_mask: true
|
567 |
+
time_mask_width_ratio_range:
|
568 |
+
- 0.0
|
569 |
+
- 0.05
|
570 |
+
num_time_mask: 2
|
571 |
+
normalize: global_mvn
|
572 |
+
normalize_conf:
|
573 |
+
stats_file: exp/asr_stats_raw_fr_bpe350_sp/train/feats_stats.npz
|
574 |
+
preencoder: null
|
575 |
+
preencoder_conf: {}
|
576 |
+
encoder: vgg_rnn
|
577 |
+
encoder_conf:
|
578 |
+
rnn_type: lstm
|
579 |
+
bidirectional: true
|
580 |
+
use_projection: true
|
581 |
+
num_layers: 4
|
582 |
+
hidden_size: 1024
|
583 |
+
output_size: 1024
|
584 |
+
postencoder: null
|
585 |
+
postencoder_conf: {}
|
586 |
+
decoder: rnn
|
587 |
+
decoder_conf:
|
588 |
+
num_layers: 2
|
589 |
+
hidden_size: 1024
|
590 |
+
sampling_probability: 0
|
591 |
+
att_conf:
|
592 |
+
atype: location
|
593 |
+
adim: 1024
|
594 |
+
aconv_chans: 10
|
595 |
+
aconv_filts: 100
|
596 |
+
required:
|
597 |
+
- output_dir
|
598 |
+
- token_list
|
599 |
+
version: 0.10.6a1
|
600 |
+
distributed: false
|
601 |
+
```
|
602 |
+
|
603 |
+
</details>
|
604 |
+
|
605 |
+
|
606 |
+
|
607 |
+
### Citing ESPnet
|
608 |
+
|
609 |
+
```BibTex
|
610 |
+
@inproceedings{watanabe2018espnet,
|
611 |
+
author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
|
612 |
+
title={{ESPnet}: End-to-End Speech Processing Toolkit},
|
613 |
+
year={2018},
|
614 |
+
booktitle={Proceedings of Interspeech},
|
615 |
+
pages={2207--2211},
|
616 |
+
doi={10.21437/Interspeech.2018-1456},
|
617 |
+
url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
|
618 |
+
}
|
619 |
+
|
620 |
+
|
621 |
+
|
622 |
+
|
623 |
+
```
|
624 |
+
|
625 |
+
or arXiv:
|
626 |
+
|
627 |
+
```bibtex
|
628 |
+
@misc{watanabe2018espnet,
|
629 |
+
title={ESPnet: End-to-End Speech Processing Toolkit},
|
630 |
+
author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
|
631 |
+
year={2018},
|
632 |
+
eprint={1804.00015},
|
633 |
+
archivePrefix={arXiv},
|
634 |
+
primaryClass={cs.CL}
|
635 |
+
}
|
636 |
+
```
|
data/fr_token_list/bpe_unigram350/bpe.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a04833c85d60af6b34afba74ca201dcb689c126996dc669069a1f839f07ed4ce
|
3 |
+
size 241595
|
exp/asr_stats_raw_fr_bpe350_sp/train/feats_stats.npz
ADDED
Binary file (1.4 kB). View file
|
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/4epoch.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:44c5190ecfeb14c51aebedf244b3c14e49a2c7b45a8cdd926c6fb8e045a93e83
|
3 |
+
size 450440626
|
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/RESULTS.md
ADDED
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Fri Apr 29 17:20:37 EDT 2022`
|
5 |
+
- python version: `3.9.5 (default, Jun 4 2021, 12:28:51) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 0.10.6a1`
|
7 |
+
- pytorch version: `pytorch 1.8.1+cu102`
|
8 |
+
- Git hash: `716eb8f92e19708acfd08ba3bd39d40890d3a84b`
|
9 |
+
- Commit date: `Thu Apr 28 19:50:59 2022 -0400`
|
10 |
+
|
11 |
+
## asr_train_asr_rnn_raw_fr_bpe350_sp
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|151227|75.1|22.6|2.3|2.3|27.2|81.0|
|
17 |
+
|
18 |
+
### CER
|
19 |
+
|
20 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
21 |
+
|---|---|---|---|---|---|---|---|---|
|
22 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|952803|92.9|3.6|3.5|2.0|9.1|81.0|
|
23 |
+
|
24 |
+
### TER
|
25 |
+
|
26 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
27 |
+
|---|---|---|---|---|---|---|---|---|
|
28 |
+
|decode_rnn_asr_model_valid.acc.best/test_fr|15621|730898|89.9|6.5|3.6|1.9|12.0|81.0|
|
29 |
+
|
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/config.yaml
ADDED
@@ -0,0 +1,539 @@
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|
|
|
1 |
+
config: conf/tuning/train_asr_rnn.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/asr_train_asr_rnn_raw_fr_bpe350_sp
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
num_workers: 1
|
10 |
+
num_att_plot: 3
|
11 |
+
dist_backend: nccl
|
12 |
+
dist_init_method: env://
|
13 |
+
dist_world_size: null
|
14 |
+
dist_rank: null
|
15 |
+
local_rank: 0
|
16 |
+
dist_master_addr: null
|
17 |
+
dist_master_port: null
|
18 |
+
dist_launcher: null
|
19 |
+
multiprocessing_distributed: false
|
20 |
+
unused_parameters: false
|
21 |
+
sharded_ddp: false
|
22 |
+
cudnn_enabled: true
|
23 |
+
cudnn_benchmark: false
|
24 |
+
cudnn_deterministic: true
|
25 |
+
collect_stats: false
|
26 |
+
write_collected_feats: false
|
27 |
+
max_epoch: 15
|
28 |
+
patience: 3
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - train
|
38 |
+
- loss
|
39 |
+
- min
|
40 |
+
- - valid
|
41 |
+
- loss
|
42 |
+
- min
|
43 |
+
- - train
|
44 |
+
- acc
|
45 |
+
- max
|
46 |
+
- - valid
|
47 |
+
- acc
|
48 |
+
- max
|
49 |
+
keep_nbest_models:
|
50 |
+
- 10
|
51 |
+
nbest_averaging_interval: 0
|
52 |
+
grad_clip: 5.0
|
53 |
+
grad_clip_type: 2.0
|
54 |
+
grad_noise: false
|
55 |
+
accum_grad: 1
|
56 |
+
no_forward_run: false
|
57 |
+
resume: true
|
58 |
+
train_dtype: float32
|
59 |
+
use_amp: false
|
60 |
+
log_interval: null
|
61 |
+
use_matplotlib: true
|
62 |
+
use_tensorboard: true
|
63 |
+
use_wandb: false
|
64 |
+
wandb_project: null
|
65 |
+
wandb_id: null
|
66 |
+
wandb_entity: null
|
67 |
+
wandb_name: null
|
68 |
+
wandb_model_log_interval: -1
|
69 |
+
detect_anomaly: false
|
70 |
+
pretrain_path: null
|
71 |
+
init_param: []
|
72 |
+
ignore_init_mismatch: false
|
73 |
+
freeze_param: []
|
74 |
+
num_iters_per_epoch: null
|
75 |
+
batch_size: 30
|
76 |
+
valid_batch_size: null
|
77 |
+
batch_bins: 1000000
|
78 |
+
valid_batch_bins: null
|
79 |
+
train_shape_file:
|
80 |
+
- exp/asr_stats_raw_fr_bpe350_sp/train/speech_shape
|
81 |
+
- exp/asr_stats_raw_fr_bpe350_sp/train/text_shape.bpe
|
82 |
+
valid_shape_file:
|
83 |
+
- exp/asr_stats_raw_fr_bpe350_sp/valid/speech_shape
|
84 |
+
- exp/asr_stats_raw_fr_bpe350_sp/valid/text_shape.bpe
|
85 |
+
batch_type: folded
|
86 |
+
valid_batch_type: null
|
87 |
+
fold_length:
|
88 |
+
- 80000
|
89 |
+
- 150
|
90 |
+
sort_in_batch: descending
|
91 |
+
sort_batch: descending
|
92 |
+
multiple_iterator: false
|
93 |
+
chunk_length: 500
|
94 |
+
chunk_shift_ratio: 0.5
|
95 |
+
num_cache_chunks: 1024
|
96 |
+
train_data_path_and_name_and_type:
|
97 |
+
- - dump/raw/train_fr_sp/wav.scp
|
98 |
+
- speech
|
99 |
+
- sound
|
100 |
+
- - dump/raw/train_fr_sp/text
|
101 |
+
- text
|
102 |
+
- text
|
103 |
+
valid_data_path_and_name_and_type:
|
104 |
+
- - dump/raw/dev_fr/wav.scp
|
105 |
+
- speech
|
106 |
+
- sound
|
107 |
+
- - dump/raw/dev_fr/text
|
108 |
+
- text
|
109 |
+
- text
|
110 |
+
allow_variable_data_keys: false
|
111 |
+
max_cache_size: 0.0
|
112 |
+
max_cache_fd: 32
|
113 |
+
valid_max_cache_size: null
|
114 |
+
optim: adadelta
|
115 |
+
optim_conf:
|
116 |
+
lr: 0.1
|
117 |
+
scheduler: null
|
118 |
+
scheduler_conf: {}
|
119 |
+
token_list:
|
120 |
+
- <blank>
|
121 |
+
- <unk>
|
122 |
+
- S
|
123 |
+
- ▁
|
124 |
+
- E
|
125 |
+
- I
|
126 |
+
- T
|
127 |
+
- A
|
128 |
+
- U
|
129 |
+
- O
|
130 |
+
- .
|
131 |
+
- L
|
132 |
+
- R
|
133 |
+
- é
|
134 |
+
- P
|
135 |
+
- C
|
136 |
+
- V
|
137 |
+
- 'ON'
|
138 |
+
- M
|
139 |
+
- ▁DE
|
140 |
+
- ','
|
141 |
+
- N
|
142 |
+
- ▁S
|
143 |
+
- D
|
144 |
+
- IN
|
145 |
+
- ''''
|
146 |
+
- OU
|
147 |
+
- ▁D
|
148 |
+
- G
|
149 |
+
- IS
|
150 |
+
- ▁P
|
151 |
+
- ER
|
152 |
+
- ▁C
|
153 |
+
- ▁L
|
154 |
+
- ▁LA
|
155 |
+
- B
|
156 |
+
- ▁"
|
157 |
+
- ▁A
|
158 |
+
- RE
|
159 |
+
- AN
|
160 |
+
- ."
|
161 |
+
- ▁M
|
162 |
+
- ▁F
|
163 |
+
- '-'
|
164 |
+
- F
|
165 |
+
- ▁T
|
166 |
+
- ES
|
167 |
+
- ENT
|
168 |
+
- ▁LE
|
169 |
+
- EN
|
170 |
+
- IT
|
171 |
+
- LE
|
172 |
+
- ▁N
|
173 |
+
- è
|
174 |
+
- H
|
175 |
+
- ’
|
176 |
+
- Y
|
177 |
+
- X
|
178 |
+
- Z
|
179 |
+
- K
|
180 |
+
- J
|
181 |
+
- ê
|
182 |
+
- '?'
|
183 |
+
- '!'
|
184 |
+
- É
|
185 |
+
- ç
|
186 |
+
- W
|
187 |
+
- à
|
188 |
+
- ô
|
189 |
+
- â
|
190 |
+
- Q
|
191 |
+
- î
|
192 |
+
- À
|
193 |
+
- '"'
|
194 |
+
- œ
|
195 |
+
- û
|
196 |
+
- ù
|
197 |
+
- ï
|
198 |
+
- ':'
|
199 |
+
- ;
|
200 |
+
- —
|
201 |
+
- È
|
202 |
+
- «
|
203 |
+
- »
|
204 |
+
- Ç
|
205 |
+
- Ê
|
206 |
+
- ë
|
207 |
+
- á
|
208 |
+
- ü
|
209 |
+
- í
|
210 |
+
- ö
|
211 |
+
- ó
|
212 |
+
- )
|
213 |
+
- Î
|
214 |
+
- Â
|
215 |
+
- ō
|
216 |
+
- ä
|
217 |
+
- –
|
218 |
+
- Ô
|
219 |
+
- ć
|
220 |
+
- š
|
221 |
+
- '&'
|
222 |
+
- ñ
|
223 |
+
- '='
|
224 |
+
- ł
|
225 |
+
- č
|
226 |
+
- Û
|
227 |
+
- ú
|
228 |
+
- ū
|
229 |
+
- ø
|
230 |
+
- ā
|
231 |
+
- ã
|
232 |
+
- ă
|
233 |
+
- /
|
234 |
+
- ń
|
235 |
+
- _
|
236 |
+
- ș
|
237 |
+
- å
|
238 |
+
- æ
|
239 |
+
- °
|
240 |
+
- ß
|
241 |
+
- “
|
242 |
+
- ”
|
243 |
+
- ž
|
244 |
+
- ı
|
245 |
+
- Œ
|
246 |
+
- Ö
|
247 |
+
- ř
|
248 |
+
- Š
|
249 |
+
- ý
|
250 |
+
- Ō
|
251 |
+
- ‘
|
252 |
+
- ş
|
253 |
+
- ·
|
254 |
+
- o
|
255 |
+
- ę
|
256 |
+
- ÿ
|
257 |
+
- Å
|
258 |
+
- ą
|
259 |
+
- ð
|
260 |
+
- ī
|
261 |
+
- ò
|
262 |
+
- ż
|
263 |
+
- ě
|
264 |
+
- ś
|
265 |
+
- '`'
|
266 |
+
- Ë
|
267 |
+
- ì
|
268 |
+
- ē
|
269 |
+
- ğ
|
270 |
+
- İ
|
271 |
+
- '*'
|
272 |
+
- Í
|
273 |
+
- ė
|
274 |
+
- Ó
|
275 |
+
- ő
|
276 |
+
- đ
|
277 |
+
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- <sos/eos>
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init: null
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471 |
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input_size: null
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ctc_conf:
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473 |
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dropout_rate: 0.0
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474 |
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ctc_type: builtin
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475 |
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reduce: true
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476 |
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ignore_nan_grad: true
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477 |
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joint_net_conf: null
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478 |
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model_conf:
|
479 |
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ctc_weight: 0.5
|
480 |
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use_preprocessor: true
|
481 |
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token_type: bpe
|
482 |
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bpemodel: data/fr_token_list/bpe_unigram350/bpe.model
|
483 |
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non_linguistic_symbols: null
|
484 |
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cleaner: null
|
485 |
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g2p: null
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486 |
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speech_volume_normalize: null
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487 |
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rir_scp: null
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488 |
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rir_apply_prob: 1.0
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489 |
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noise_scp: null
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490 |
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noise_apply_prob: 1.0
|
491 |
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noise_db_range: '13_15'
|
492 |
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frontend: default
|
493 |
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frontend_conf:
|
494 |
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fs: 16k
|
495 |
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specaug: specaug
|
496 |
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specaug_conf:
|
497 |
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apply_time_warp: true
|
498 |
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time_warp_window: 5
|
499 |
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time_warp_mode: bicubic
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500 |
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apply_freq_mask: true
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501 |
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freq_mask_width_range:
|
502 |
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- 0
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503 |
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- 27
|
504 |
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num_freq_mask: 2
|
505 |
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apply_time_mask: true
|
506 |
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time_mask_width_ratio_range:
|
507 |
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- 0.0
|
508 |
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- 0.05
|
509 |
+
num_time_mask: 2
|
510 |
+
normalize: global_mvn
|
511 |
+
normalize_conf:
|
512 |
+
stats_file: exp/asr_stats_raw_fr_bpe350_sp/train/feats_stats.npz
|
513 |
+
preencoder: null
|
514 |
+
preencoder_conf: {}
|
515 |
+
encoder: vgg_rnn
|
516 |
+
encoder_conf:
|
517 |
+
rnn_type: lstm
|
518 |
+
bidirectional: true
|
519 |
+
use_projection: true
|
520 |
+
num_layers: 4
|
521 |
+
hidden_size: 1024
|
522 |
+
output_size: 1024
|
523 |
+
postencoder: null
|
524 |
+
postencoder_conf: {}
|
525 |
+
decoder: rnn
|
526 |
+
decoder_conf:
|
527 |
+
num_layers: 2
|
528 |
+
hidden_size: 1024
|
529 |
+
sampling_probability: 0
|
530 |
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att_conf:
|
531 |
+
atype: location
|
532 |
+
adim: 1024
|
533 |
+
aconv_chans: 10
|
534 |
+
aconv_filts: 100
|
535 |
+
required:
|
536 |
+
- output_dir
|
537 |
+
- token_list
|
538 |
+
version: 0.10.6a1
|
539 |
+
distributed: false
|
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/acc.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/backward_time.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/cer.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/cer_ctc.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/forward_time.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/gpu_max_cached_mem_GB.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/iter_time.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss_att.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/loss_ctc.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/optim0_lr0.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/optim_step_time.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/train_time.png
ADDED
exp/asr_train_asr_rnn_raw_fr_bpe350_sp/images/wer.png
ADDED
meta.yaml
ADDED
@@ -0,0 +1,8 @@
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|
|
|
|
1 |
+
espnet: 0.10.6a1
|
2 |
+
files:
|
3 |
+
asr_model_file: exp/asr_train_asr_rnn_raw_fr_bpe350_sp/4epoch.pth
|
4 |
+
python: "3.9.5 (default, Jun 4 2021, 12:28:51) \n[GCC 7.5.0]"
|
5 |
+
timestamp: 1651267273.998803
|
6 |
+
torch: 1.8.1+cu102
|
7 |
+
yaml_files:
|
8 |
+
asr_train_config: exp/asr_train_asr_rnn_raw_fr_bpe350_sp/config.yaml
|