Commit
•
a4366c5
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Parent(s):
8d1b051
Update model
Browse files- README.md +368 -0
- meta.yaml +10 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/12epoch.pth +3 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/config.yaml +189 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/backward_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/forward_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/gpu_max_cached_mem_GB.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/iter_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/loss.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/optim0_lr0.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/optim_step_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/train_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/perplexity_test/ppl +1 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/data/nlsyms.txt +3 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/RESULTS.md +49 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/RESULTS_enh.md +19 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/config.yaml +250 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/acc.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/backward_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/cer.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/cer_ctc.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/forward_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/gpu_max_cached_mem_GB.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/iter_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_att.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_ctc.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_enh.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/optim0_lr0.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/optim_step_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/train_time.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/wer.png +0 -0
- ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/valid.acc.ave_10best.pth +3 -0
README.md
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1 |
+
---
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2 |
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tags:
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- espnet
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- audio
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- speech-enhancement-recognition
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language: en
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datasets:
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- chime4
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license: cc-by-4.0
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---
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## ESPnet2 EnhS2T model
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### `espnet/simpleoier_chime4_enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char`
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This model was trained by simpleoier using chime4 recipe in [espnet](https://github.com/espnet/espnet/).
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### Demo: How to use in ESPnet2
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```bash
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cd espnet
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git checkout 44971ff962aae30c962226f1ba3d87de057ac00e
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pip install -e .
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cd egs2/chime4/enh_asr1
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./run.sh --skip_data_prep false --skip_train true --download_model espnet/simpleoier_chime4_enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char
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```
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<!-- Generated by scripts/utils/show_asr_result.sh -->
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# RESULTS
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## Environments
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- date: `Thu Apr 28 00:09:17 EDT 2022`
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- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
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- espnet version: `espnet 202204`
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- pytorch version: `pytorch 1.8.1`
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- Git hash: ``
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- Commit date: ``
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## enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char
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### WER
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|
41 |
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
42 |
+
|---|---|---|---|---|---|---|---|---|
|
43 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_2mics|1640|27119|93.0|5.2|1.8|0.6|7.7|53.3|
|
44 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_5mics|1640|27119|93.9|4.5|1.6|0.5|6.7|49.9|
|
45 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_isolated_1ch_track|1640|27119|91.8|6.0|2.2|0.8|9.0|57.7|
|
46 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_2mics|1640|27120|92.2|6.0|1.9|0.7|8.6|55.5|
|
47 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_5mics|1640|27120|93.6|4.9|1.5|0.6|7.1|51.6|
|
48 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_isolated_1ch_track|1640|27120|89.9|7.6|2.4|1.0|11.1|59.7|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_2mics|1320|21409|86.7|9.7|3.5|1.3|14.5|64.7|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_5mics|1320|21409|89.2|7.9|2.9|1.0|11.8|61.2|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_isolated_1ch_track|1320|21409|84.6|11.4|4.0|1.5|17.0|69.4|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_2mics|1320|21416|86.0|10.5|3.5|1.5|15.5|67.5|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_5mics|1320|21416|88.1|8.9|3.1|1.2|13.1|64.8|
|
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+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_isolated_1ch_track|1320|21416|82.8|13.1|4.1|1.9|19.1|69.4|
|
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+
|
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### CER
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
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|---|---|---|---|---|---|---|---|---|
|
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|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_2mics|1640|160390|96.6|1.4|2.0|0.6|4.0|53.3|
|
61 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_5mics|1640|160390|97.1|1.1|1.8|0.5|3.4|49.9|
|
62 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_isolated_1ch_track|1640|160390|95.9|1.7|2.3|0.8|4.8|57.7|
|
63 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_2mics|1640|160400|95.9|1.7|2.3|0.7|4.8|55.5|
|
64 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_5mics|1640|160400|96.8|1.4|1.9|0.6|3.8|51.6|
|
65 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_isolated_1ch_track|1640|160400|94.7|2.5|2.9|1.0|6.3|59.7|
|
66 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_2mics|1320|126796|92.8|3.2|4.0|1.2|8.4|64.7|
|
67 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_5mics|1320|126796|94.3|2.4|3.3|1.0|6.6|61.2|
|
68 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_isolated_1ch_track|1320|126796|91.5|3.8|4.6|1.6|10.0|69.4|
|
69 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_2mics|1320|126812|92.2|3.5|4.2|1.7|9.5|67.5|
|
70 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_5mics|1320|126812|93.7|2.7|3.5|1.4|7.7|64.8|
|
71 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_isolated_1ch_track|1320|126812|90.3|4.8|4.9|2.2|11.9|69.4|
|
72 |
+
|
73 |
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### TER
|
74 |
+
|
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
76 |
+
|---|---|---|---|---|---|---|---|---|
|
77 |
+
|
78 |
+
## EnhS2T config
|
79 |
+
|
80 |
+
<details><summary>expand</summary>
|
81 |
+
|
82 |
+
```
|
83 |
+
config: conf/train_enh_asr_convtasnet_fbank_transformer.yaml
|
84 |
+
print_config: false
|
85 |
+
log_level: INFO
|
86 |
+
dry_run: false
|
87 |
+
iterator_type: sequence
|
88 |
+
output_dir: exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char
|
89 |
+
ngpu: 1
|
90 |
+
seed: 0
|
91 |
+
num_workers: 1
|
92 |
+
num_att_plot: 0
|
93 |
+
dist_backend: nccl
|
94 |
+
dist_init_method: env://
|
95 |
+
dist_world_size: null
|
96 |
+
dist_rank: null
|
97 |
+
local_rank: 0
|
98 |
+
dist_master_addr: null
|
99 |
+
dist_master_port: null
|
100 |
+
dist_launcher: null
|
101 |
+
multiprocessing_distributed: false
|
102 |
+
unused_parameters: false
|
103 |
+
sharded_ddp: false
|
104 |
+
cudnn_enabled: true
|
105 |
+
cudnn_benchmark: false
|
106 |
+
cudnn_deterministic: true
|
107 |
+
collect_stats: false
|
108 |
+
write_collected_feats: false
|
109 |
+
max_epoch: 50
|
110 |
+
patience: 5
|
111 |
+
val_scheduler_criterion:
|
112 |
+
- valid
|
113 |
+
- loss
|
114 |
+
early_stopping_criterion:
|
115 |
+
- valid
|
116 |
+
- loss
|
117 |
+
- min
|
118 |
+
best_model_criterion:
|
119 |
+
- - valid
|
120 |
+
- acc
|
121 |
+
- max
|
122 |
+
- - train
|
123 |
+
- loss
|
124 |
+
- min
|
125 |
+
keep_nbest_models: 10
|
126 |
+
nbest_averaging_interval: 0
|
127 |
+
grad_clip: 5
|
128 |
+
grad_clip_type: 2.0
|
129 |
+
grad_noise: false
|
130 |
+
accum_grad: 2
|
131 |
+
no_forward_run: false
|
132 |
+
resume: true
|
133 |
+
train_dtype: float32
|
134 |
+
use_amp: false
|
135 |
+
log_interval: null
|
136 |
+
use_matplotlib: true
|
137 |
+
use_tensorboard: true
|
138 |
+
use_wandb: false
|
139 |
+
wandb_project: null
|
140 |
+
wandb_id: null
|
141 |
+
wandb_entity: null
|
142 |
+
wandb_name: null
|
143 |
+
wandb_model_log_interval: -1
|
144 |
+
detect_anomaly: false
|
145 |
+
pretrain_path: null
|
146 |
+
init_param: []
|
147 |
+
ignore_init_mismatch: false
|
148 |
+
freeze_param: []
|
149 |
+
num_iters_per_epoch: null
|
150 |
+
batch_size: 16
|
151 |
+
valid_batch_size: null
|
152 |
+
batch_bins: 1000000
|
153 |
+
valid_batch_bins: null
|
154 |
+
train_shape_file:
|
155 |
+
- exp/enh_asr_stats_raw_en_char/train/speech_shape
|
156 |
+
- exp/enh_asr_stats_raw_en_char/train/speech_ref1_shape
|
157 |
+
- exp/enh_asr_stats_raw_en_char/train/text_shape.char
|
158 |
+
valid_shape_file:
|
159 |
+
- exp/enh_asr_stats_raw_en_char/valid/speech_shape
|
160 |
+
- exp/enh_asr_stats_raw_en_char/valid/speech_ref1_shape
|
161 |
+
- exp/enh_asr_stats_raw_en_char/valid/text_shape.char
|
162 |
+
batch_type: folded
|
163 |
+
valid_batch_type: null
|
164 |
+
fold_length:
|
165 |
+
- 80000
|
166 |
+
- 80000
|
167 |
+
- 150
|
168 |
+
sort_in_batch: descending
|
169 |
+
sort_batch: descending
|
170 |
+
multiple_iterator: false
|
171 |
+
chunk_length: 500
|
172 |
+
chunk_shift_ratio: 0.5
|
173 |
+
num_cache_chunks: 1024
|
174 |
+
train_data_path_and_name_and_type:
|
175 |
+
- - dump/raw/tr05_multi_noisy_si284/wav.scp
|
176 |
+
- speech
|
177 |
+
- sound
|
178 |
+
- - dump/raw/tr05_multi_noisy_si284/spk1.scp
|
179 |
+
- speech_ref1
|
180 |
+
- sound
|
181 |
+
- - dump/raw/tr05_multi_noisy_si284/text
|
182 |
+
- text
|
183 |
+
- text
|
184 |
+
valid_data_path_and_name_and_type:
|
185 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/wav.scp
|
186 |
+
- speech
|
187 |
+
- sound
|
188 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/spk1.scp
|
189 |
+
- speech_ref1
|
190 |
+
- sound
|
191 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/text
|
192 |
+
- text
|
193 |
+
- text
|
194 |
+
allow_variable_data_keys: false
|
195 |
+
max_cache_size: 0.0
|
196 |
+
max_cache_fd: 32
|
197 |
+
valid_max_cache_size: null
|
198 |
+
optim: adam
|
199 |
+
optim_conf:
|
200 |
+
lr: 0.002
|
201 |
+
scheduler: warmuplr
|
202 |
+
scheduler_conf:
|
203 |
+
warmup_steps: 20000
|
204 |
+
token_list: data/en_token_list/char/tokens.txt
|
205 |
+
src_token_list: null
|
206 |
+
init: xavier_uniform
|
207 |
+
input_size: null
|
208 |
+
ctc_conf:
|
209 |
+
dropout_rate: 0.0
|
210 |
+
ctc_type: builtin
|
211 |
+
reduce: true
|
212 |
+
ignore_nan_grad: true
|
213 |
+
enh_criterions:
|
214 |
+
- name: si_snr
|
215 |
+
conf:
|
216 |
+
eps: 1e-7
|
217 |
+
wrapper: fixed_order
|
218 |
+
wrapper_conf:
|
219 |
+
weight: 1.0
|
220 |
+
enh_model_conf:
|
221 |
+
stft_consistency: false
|
222 |
+
loss_type: mask_mse
|
223 |
+
mask_type: null
|
224 |
+
asr_model_conf:
|
225 |
+
ctc_weight: 0.3
|
226 |
+
lsm_weight: 0.1
|
227 |
+
length_normalized_loss: false
|
228 |
+
extract_feats_in_collect_stats: false
|
229 |
+
st_model_conf:
|
230 |
+
stft_consistency: false
|
231 |
+
loss_type: mask_mse
|
232 |
+
mask_type: null
|
233 |
+
subtask_series:
|
234 |
+
- enh
|
235 |
+
- asr
|
236 |
+
model_conf:
|
237 |
+
bypass_enh_prob: 0.0
|
238 |
+
use_preprocessor: true
|
239 |
+
token_type: char
|
240 |
+
bpemodel: null
|
241 |
+
src_token_type: bpe
|
242 |
+
src_bpemodel: null
|
243 |
+
non_linguistic_symbols: data/nlsyms.txt
|
244 |
+
cleaner: null
|
245 |
+
g2p: null
|
246 |
+
enh_encoder: conv
|
247 |
+
enh_encoder_conf:
|
248 |
+
channel: 256
|
249 |
+
kernel_size: 40
|
250 |
+
stride: 20
|
251 |
+
enh_separator: tcn
|
252 |
+
enh_separator_conf:
|
253 |
+
num_spk: 1
|
254 |
+
layer: 4
|
255 |
+
stack: 2
|
256 |
+
bottleneck_dim: 256
|
257 |
+
hidden_dim: 512
|
258 |
+
kernel: 3
|
259 |
+
causal: false
|
260 |
+
norm_type: gLN
|
261 |
+
nonlinear: relu
|
262 |
+
enh_decoder: conv
|
263 |
+
enh_decoder_conf:
|
264 |
+
channel: 256
|
265 |
+
kernel_size: 40
|
266 |
+
stride: 20
|
267 |
+
frontend: default
|
268 |
+
frontend_conf:
|
269 |
+
fs: 16k
|
270 |
+
n_fft: 512
|
271 |
+
win_length: 400
|
272 |
+
hop_length: 160
|
273 |
+
frontend_conf: null
|
274 |
+
apply_stft: true
|
275 |
+
specaug: specaug
|
276 |
+
specaug_conf:
|
277 |
+
apply_time_warp: true
|
278 |
+
time_warp_window: 5
|
279 |
+
time_warp_mode: bicubic
|
280 |
+
apply_freq_mask: true
|
281 |
+
freq_mask_width_range:
|
282 |
+
- 0
|
283 |
+
- 30
|
284 |
+
num_freq_mask: 2
|
285 |
+
apply_time_mask: true
|
286 |
+
time_mask_width_range:
|
287 |
+
- 0
|
288 |
+
- 40
|
289 |
+
num_time_mask: 2
|
290 |
+
normalize: utterance_mvn
|
291 |
+
normalize_conf: {}
|
292 |
+
asr_preencoder: null
|
293 |
+
asr_preencoder_conf: {}
|
294 |
+
asr_encoder: transformer
|
295 |
+
asr_encoder_conf:
|
296 |
+
output_size: 256
|
297 |
+
attention_heads: 4
|
298 |
+
linear_units: 2048
|
299 |
+
num_blocks: 12
|
300 |
+
dropout_rate: 0.1
|
301 |
+
attention_dropout_rate: 0.0
|
302 |
+
input_layer: conv2d
|
303 |
+
normalize_before: true
|
304 |
+
asr_postencoder: null
|
305 |
+
asr_postencoder_conf: {}
|
306 |
+
asr_decoder: transformer
|
307 |
+
asr_decoder_conf:
|
308 |
+
input_layer: embed
|
309 |
+
attention_heads: 4
|
310 |
+
linear_units: 2048
|
311 |
+
num_blocks: 6
|
312 |
+
dropout_rate: 0.1
|
313 |
+
positional_dropout_rate: 0.0
|
314 |
+
self_attention_dropout_rate: 0.0
|
315 |
+
src_attention_dropout_rate: 0.0
|
316 |
+
st_preencoder: null
|
317 |
+
st_preencoder_conf: {}
|
318 |
+
st_encoder: rnn
|
319 |
+
st_encoder_conf: {}
|
320 |
+
st_postencoder: null
|
321 |
+
st_postencoder_conf: {}
|
322 |
+
st_decoder: rnn
|
323 |
+
st_decoder_conf: {}
|
324 |
+
st_extra_asr_decoder: rnn
|
325 |
+
st_extra_asr_decoder_conf: {}
|
326 |
+
st_extra_mt_decoder: rnn
|
327 |
+
st_extra_mt_decoder_conf: {}
|
328 |
+
required:
|
329 |
+
- output_dir
|
330 |
+
- token_list
|
331 |
+
version: '202204'
|
332 |
+
distributed: false
|
333 |
+
```
|
334 |
+
|
335 |
+
</details>
|
336 |
+
|
337 |
+
|
338 |
+
|
339 |
+
### Citing ESPnet
|
340 |
+
|
341 |
+
```BibTex
|
342 |
+
@inproceedings{watanabe2018espnet,
|
343 |
+
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},
|
344 |
+
title={{ESPnet}: End-to-End Speech Processing Toolkit},
|
345 |
+
year={2018},
|
346 |
+
booktitle={Proceedings of Interspeech},
|
347 |
+
pages={2207--2211},
|
348 |
+
doi={10.21437/Interspeech.2018-1456},
|
349 |
+
url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
|
350 |
+
}
|
351 |
+
|
352 |
+
|
353 |
+
|
354 |
+
|
355 |
+
```
|
356 |
+
|
357 |
+
or arXiv:
|
358 |
+
|
359 |
+
```bibtex
|
360 |
+
@misc{watanabe2018espnet,
|
361 |
+
title={ESPnet: End-to-End Speech Processing Toolkit},
|
362 |
+
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},
|
363 |
+
year={2018},
|
364 |
+
eprint={1804.00015},
|
365 |
+
archivePrefix={arXiv},
|
366 |
+
primaryClass={cs.CL}
|
367 |
+
}
|
368 |
+
```
|
meta.yaml
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
espnet: '202204'
|
2 |
+
files:
|
3 |
+
enh_s2t_model_file: /ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/valid.acc.ave_10best.pth
|
4 |
+
lm_file: /ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/12epoch.pth
|
5 |
+
python: "3.7.13 (default, Mar 29 2022, 02:18:16) \n[GCC 7.5.0]"
|
6 |
+
timestamp: 1651121468.056503
|
7 |
+
torch: 1.8.1
|
8 |
+
yaml_files:
|
9 |
+
enh_s2t_train_config: /ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/config.yaml
|
10 |
+
lm_train_config: /ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/config.yaml
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/12epoch.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:13dc5af025af5be3560922587402820207a78d258eb78fe1d47553a62b4b5895
|
3 |
+
size 202293743
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/config.yaml
ADDED
@@ -0,0 +1,189 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
config: conf/train_lm_transformer.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp_real2/lm_train_lm_transformer_en_char
|
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: 30
|
28 |
+
patience: null
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- loss
|
39 |
+
- min
|
40 |
+
keep_nbest_models: 10
|
41 |
+
nbest_averaging_interval: 0
|
42 |
+
grad_clip: 5.0
|
43 |
+
grad_clip_type: 2.0
|
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+
grad_noise: false
|
45 |
+
accum_grad: 4
|
46 |
+
no_forward_run: false
|
47 |
+
resume: true
|
48 |
+
train_dtype: float32
|
49 |
+
use_amp: false
|
50 |
+
log_interval: null
|
51 |
+
use_matplotlib: true
|
52 |
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use_tensorboard: true
|
53 |
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use_wandb: false
|
54 |
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wandb_project: null
|
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wandb_id: null
|
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wandb_entity: null
|
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wandb_name: null
|
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wandb_model_log_interval: -1
|
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detect_anomaly: false
|
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pretrain_path: null
|
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init_param: []
|
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ignore_init_mismatch: false
|
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freeze_param: []
|
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num_iters_per_epoch: null
|
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batch_size: 20
|
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valid_batch_size: null
|
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batch_bins: 150000
|
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valid_batch_bins: null
|
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train_shape_file:
|
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- exp_real2/lm_stats_en_char/train/text_shape.char
|
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valid_shape_file:
|
72 |
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- exp_real2/lm_stats_en_char/valid/text_shape.char
|
73 |
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batch_type: numel
|
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valid_batch_type: null
|
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fold_length:
|
76 |
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- 150
|
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sort_in_batch: descending
|
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sort_batch: descending
|
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multiple_iterator: false
|
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chunk_length: 500
|
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chunk_shift_ratio: 0.5
|
82 |
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num_cache_chunks: 1024
|
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train_data_path_and_name_and_type:
|
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+
- - dump/raw/lm_train.txt
|
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+
- text
|
86 |
+
- text
|
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+
valid_data_path_and_name_and_type:
|
88 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/text
|
89 |
+
- text
|
90 |
+
- text
|
91 |
+
allow_variable_data_keys: false
|
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+
max_cache_size: 0.0
|
93 |
+
max_cache_fd: 32
|
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+
valid_max_cache_size: null
|
95 |
+
optim: adam
|
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optim_conf:
|
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+
lr: 0.001
|
98 |
+
scheduler: warmuplr
|
99 |
+
scheduler_conf:
|
100 |
+
warmup_steps: 25000
|
101 |
+
token_list:
|
102 |
+
- <blank>
|
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+
- <unk>
|
104 |
+
- <space>
|
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+
- E
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+
- T
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+
- A
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+
- N
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+
- I
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- O
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- S
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+
- R
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+
- H
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- L
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- D
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- C
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- U
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- M
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- P
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- F
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- G
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+
- Y
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+
- W
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+
- B
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+
- V
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+
- K
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+
- .
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- X
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- ''''
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- J
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- Q
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+
- Z
|
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+
- ','
|
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- '-'
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- '"'
|
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+
- <NOISE>
|
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+
- '*'
|
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+
- ':'
|
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+
- (
|
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- )
|
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- '?'
|
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- '&'
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- ;
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- '!'
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- /
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+
- '{'
|
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- '}'
|
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- '1'
|
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- '2'
|
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- '0'
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- $
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- '8'
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- '9'
|
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- '6'
|
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- '3'
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- '5'
|
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- '7'
|
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- '4'
|
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- '~'
|
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- '`'
|
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+
- _
|
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+
- <*IN*>
|
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+
- <*MR.*>
|
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- \
|
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- ^
|
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- <sos/eos>
|
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init: null
|
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+
model_conf:
|
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+
ignore_id: 0
|
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+
use_preprocessor: true
|
171 |
+
token_type: char
|
172 |
+
bpemodel: null
|
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+
non_linguistic_symbols: data/nlsyms.txt
|
174 |
+
cleaner: null
|
175 |
+
g2p: null
|
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+
lm: transformer
|
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+
lm_conf:
|
178 |
+
pos_enc: null
|
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+
embed_unit: 128
|
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+
att_unit: 512
|
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+
head: 8
|
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+
unit: 2048
|
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+
layer: 16
|
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+
dropout_rate: 0.1
|
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+
required:
|
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+
- output_dir
|
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+
- token_list
|
188 |
+
version: 0.10.7a1
|
189 |
+
distributed: false
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/backward_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/forward_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/gpu_max_cached_mem_GB.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/iter_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/loss.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/optim0_lr0.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/optim_step_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/images/train_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/asr1/exp/lm_train_lm_transformer_en_char/perplexity_test/ppl
ADDED
@@ -0,0 +1 @@
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|
1 |
+
1.8016810278173603
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/data/nlsyms.txt
ADDED
@@ -0,0 +1,3 @@
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+
<*IN*>
|
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<*MR.*>
|
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<NOISE>
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/RESULTS.md
ADDED
@@ -0,0 +1,49 @@
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|
1 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Thu Apr 28 00:09:17 EDT 2022`
|
5 |
+
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 202204`
|
7 |
+
- pytorch version: `pytorch 1.8.1`
|
8 |
+
- Git hash: ``
|
9 |
+
- Commit date: ``
|
10 |
+
|
11 |
+
## enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_2mics|1640|27119|93.0|5.2|1.8|0.6|7.7|53.3|
|
17 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_5mics|1640|27119|93.9|4.5|1.6|0.5|6.7|49.9|
|
18 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_isolated_1ch_track|1640|27119|91.8|6.0|2.2|0.8|9.0|57.7|
|
19 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_2mics|1640|27120|92.2|6.0|1.9|0.7|8.6|55.5|
|
20 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_5mics|1640|27120|93.6|4.9|1.5|0.6|7.1|51.6|
|
21 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_isolated_1ch_track|1640|27120|89.9|7.6|2.4|1.0|11.1|59.7|
|
22 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_2mics|1320|21409|86.7|9.7|3.5|1.3|14.5|64.7|
|
23 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_5mics|1320|21409|89.2|7.9|2.9|1.0|11.8|61.2|
|
24 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_isolated_1ch_track|1320|21409|84.6|11.4|4.0|1.5|17.0|69.4|
|
25 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_2mics|1320|21416|86.0|10.5|3.5|1.5|15.5|67.5|
|
26 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_5mics|1320|21416|88.1|8.9|3.1|1.2|13.1|64.8|
|
27 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_isolated_1ch_track|1320|21416|82.8|13.1|4.1|1.9|19.1|69.4|
|
28 |
+
|
29 |
+
### CER
|
30 |
+
|
31 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
32 |
+
|---|---|---|---|---|---|---|---|---|
|
33 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_2mics|1640|160390|96.6|1.4|2.0|0.6|4.0|53.3|
|
34 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_beamformit_5mics|1640|160390|97.1|1.1|1.8|0.5|3.4|49.9|
|
35 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_real_isolated_1ch_track|1640|160390|95.9|1.7|2.3|0.8|4.8|57.7|
|
36 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_2mics|1640|160400|95.9|1.7|2.3|0.7|4.8|55.5|
|
37 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_beamformit_5mics|1640|160400|96.8|1.4|1.9|0.6|3.8|51.6|
|
38 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/dt05_simu_isolated_1ch_track|1640|160400|94.7|2.5|2.9|1.0|6.3|59.7|
|
39 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_2mics|1320|126796|92.8|3.2|4.0|1.2|8.4|64.7|
|
40 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_beamformit_5mics|1320|126796|94.3|2.4|3.3|1.0|6.6|61.2|
|
41 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_real_isolated_1ch_track|1320|126796|91.5|3.8|4.6|1.6|10.0|69.4|
|
42 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_2mics|1320|126812|92.2|3.5|4.2|1.7|9.5|67.5|
|
43 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_beamformit_5mics|1320|126812|93.7|2.7|3.5|1.4|7.7|64.8|
|
44 |
+
|decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave/et05_simu_isolated_1ch_track|1320|126812|90.3|4.8|4.9|2.2|11.9|69.4|
|
45 |
+
|
46 |
+
### TER
|
47 |
+
|
48 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
49 |
+
|---|---|---|---|---|---|---|---|---|
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/RESULTS_enh.md
ADDED
@@ -0,0 +1,19 @@
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|
1 |
+
<!-- Generated by ./scripts/utils/show_enh_score.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Thu Apr 28 00:34:37 EDT 2022`
|
5 |
+
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 0.10.7a1`
|
7 |
+
- pytorch version: `pytorch 1.10.1`
|
8 |
+
- Git hash: ``
|
9 |
+
- Commit date: ``
|
10 |
+
|
11 |
+
|
12 |
+
## decode_asr_transformer_normalize_output_wavtrue_lm_lm_train_lm_transformer_en_char_valid.loss.ave_enh_asr_model_valid.acc.ave
|
13 |
+
|
14 |
+
|
15 |
+
|dataset|STOI|SAR|SDR|SIR|SI_SNR|
|
16 |
+
|---|---|---|---|---|---|
|
17 |
+
|dt05_simu_isolated_1ch_track|0.87|7.14|7.14|0.00|4.51|
|
18 |
+
|et05_simu_isolated_1ch_track|0.85|7.47|7.47|0.00|3.02|
|
19 |
+
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/config.yaml
ADDED
@@ -0,0 +1,250 @@
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|
1 |
+
config: conf/train_enh_asr_convtasnet_fbank_transformer.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
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dry_run: false
|
5 |
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iterator_type: sequence
|
6 |
+
output_dir: exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char
|
7 |
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ngpu: 1
|
8 |
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seed: 0
|
9 |
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num_workers: 1
|
10 |
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num_att_plot: 0
|
11 |
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dist_backend: nccl
|
12 |
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dist_init_method: env://
|
13 |
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dist_world_size: null
|
14 |
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dist_rank: null
|
15 |
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local_rank: 0
|
16 |
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dist_master_addr: null
|
17 |
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dist_master_port: null
|
18 |
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dist_launcher: null
|
19 |
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multiprocessing_distributed: false
|
20 |
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unused_parameters: false
|
21 |
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sharded_ddp: false
|
22 |
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cudnn_enabled: true
|
23 |
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cudnn_benchmark: false
|
24 |
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cudnn_deterministic: true
|
25 |
+
collect_stats: false
|
26 |
+
write_collected_feats: false
|
27 |
+
max_epoch: 50
|
28 |
+
patience: 5
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- acc
|
39 |
+
- max
|
40 |
+
- - train
|
41 |
+
- loss
|
42 |
+
- min
|
43 |
+
keep_nbest_models: 10
|
44 |
+
nbest_averaging_interval: 0
|
45 |
+
grad_clip: 5
|
46 |
+
grad_clip_type: 2.0
|
47 |
+
grad_noise: false
|
48 |
+
accum_grad: 2
|
49 |
+
no_forward_run: false
|
50 |
+
resume: true
|
51 |
+
train_dtype: float32
|
52 |
+
use_amp: false
|
53 |
+
log_interval: null
|
54 |
+
use_matplotlib: true
|
55 |
+
use_tensorboard: true
|
56 |
+
use_wandb: false
|
57 |
+
wandb_project: null
|
58 |
+
wandb_id: null
|
59 |
+
wandb_entity: null
|
60 |
+
wandb_name: null
|
61 |
+
wandb_model_log_interval: -1
|
62 |
+
detect_anomaly: false
|
63 |
+
pretrain_path: null
|
64 |
+
init_param: []
|
65 |
+
ignore_init_mismatch: false
|
66 |
+
freeze_param: []
|
67 |
+
num_iters_per_epoch: null
|
68 |
+
batch_size: 16
|
69 |
+
valid_batch_size: null
|
70 |
+
batch_bins: 1000000
|
71 |
+
valid_batch_bins: null
|
72 |
+
train_shape_file:
|
73 |
+
- exp/enh_asr_stats_raw_en_char/train/speech_shape
|
74 |
+
- exp/enh_asr_stats_raw_en_char/train/speech_ref1_shape
|
75 |
+
- exp/enh_asr_stats_raw_en_char/train/text_shape.char
|
76 |
+
valid_shape_file:
|
77 |
+
- exp/enh_asr_stats_raw_en_char/valid/speech_shape
|
78 |
+
- exp/enh_asr_stats_raw_en_char/valid/speech_ref1_shape
|
79 |
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- exp/enh_asr_stats_raw_en_char/valid/text_shape.char
|
80 |
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batch_type: folded
|
81 |
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valid_batch_type: null
|
82 |
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fold_length:
|
83 |
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- 80000
|
84 |
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- 80000
|
85 |
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- 150
|
86 |
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sort_in_batch: descending
|
87 |
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sort_batch: descending
|
88 |
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multiple_iterator: false
|
89 |
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chunk_length: 500
|
90 |
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chunk_shift_ratio: 0.5
|
91 |
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num_cache_chunks: 1024
|
92 |
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train_data_path_and_name_and_type:
|
93 |
+
- - dump/raw/tr05_multi_noisy_si284/wav.scp
|
94 |
+
- speech
|
95 |
+
- sound
|
96 |
+
- - dump/raw/tr05_multi_noisy_si284/spk1.scp
|
97 |
+
- speech_ref1
|
98 |
+
- sound
|
99 |
+
- - dump/raw/tr05_multi_noisy_si284/text
|
100 |
+
- text
|
101 |
+
- text
|
102 |
+
valid_data_path_and_name_and_type:
|
103 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/wav.scp
|
104 |
+
- speech
|
105 |
+
- sound
|
106 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/spk1.scp
|
107 |
+
- speech_ref1
|
108 |
+
- sound
|
109 |
+
- - dump/raw/dt05_multi_isolated_1ch_track/text
|
110 |
+
- text
|
111 |
+
- text
|
112 |
+
allow_variable_data_keys: false
|
113 |
+
max_cache_size: 0.0
|
114 |
+
max_cache_fd: 32
|
115 |
+
valid_max_cache_size: null
|
116 |
+
optim: adam
|
117 |
+
optim_conf:
|
118 |
+
lr: 0.002
|
119 |
+
scheduler: warmuplr
|
120 |
+
scheduler_conf:
|
121 |
+
warmup_steps: 20000
|
122 |
+
token_list: data/en_token_list/char/tokens.txt
|
123 |
+
src_token_list: null
|
124 |
+
init: xavier_uniform
|
125 |
+
input_size: null
|
126 |
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ctc_conf:
|
127 |
+
dropout_rate: 0.0
|
128 |
+
ctc_type: builtin
|
129 |
+
reduce: true
|
130 |
+
ignore_nan_grad: true
|
131 |
+
enh_criterions:
|
132 |
+
- name: si_snr
|
133 |
+
conf:
|
134 |
+
eps: 1e-7
|
135 |
+
wrapper: fixed_order
|
136 |
+
wrapper_conf:
|
137 |
+
weight: 1.0
|
138 |
+
enh_model_conf:
|
139 |
+
stft_consistency: false
|
140 |
+
loss_type: mask_mse
|
141 |
+
mask_type: null
|
142 |
+
asr_model_conf:
|
143 |
+
ctc_weight: 0.3
|
144 |
+
lsm_weight: 0.1
|
145 |
+
length_normalized_loss: false
|
146 |
+
extract_feats_in_collect_stats: false
|
147 |
+
st_model_conf:
|
148 |
+
stft_consistency: false
|
149 |
+
loss_type: mask_mse
|
150 |
+
mask_type: null
|
151 |
+
subtask_series:
|
152 |
+
- enh
|
153 |
+
- asr
|
154 |
+
model_conf:
|
155 |
+
bypass_enh_prob: 0.0
|
156 |
+
use_preprocessor: true
|
157 |
+
token_type: char
|
158 |
+
bpemodel: null
|
159 |
+
src_token_type: bpe
|
160 |
+
src_bpemodel: null
|
161 |
+
non_linguistic_symbols: data/nlsyms.txt
|
162 |
+
cleaner: null
|
163 |
+
g2p: null
|
164 |
+
enh_encoder: conv
|
165 |
+
enh_encoder_conf:
|
166 |
+
channel: 256
|
167 |
+
kernel_size: 40
|
168 |
+
stride: 20
|
169 |
+
enh_separator: tcn
|
170 |
+
enh_separator_conf:
|
171 |
+
num_spk: 1
|
172 |
+
layer: 4
|
173 |
+
stack: 2
|
174 |
+
bottleneck_dim: 256
|
175 |
+
hidden_dim: 512
|
176 |
+
kernel: 3
|
177 |
+
causal: false
|
178 |
+
norm_type: gLN
|
179 |
+
nonlinear: relu
|
180 |
+
enh_decoder: conv
|
181 |
+
enh_decoder_conf:
|
182 |
+
channel: 256
|
183 |
+
kernel_size: 40
|
184 |
+
stride: 20
|
185 |
+
frontend: default
|
186 |
+
frontend_conf:
|
187 |
+
fs: 16k
|
188 |
+
n_fft: 512
|
189 |
+
win_length: 400
|
190 |
+
hop_length: 160
|
191 |
+
frontend_conf: null
|
192 |
+
apply_stft: true
|
193 |
+
specaug: specaug
|
194 |
+
specaug_conf:
|
195 |
+
apply_time_warp: true
|
196 |
+
time_warp_window: 5
|
197 |
+
time_warp_mode: bicubic
|
198 |
+
apply_freq_mask: true
|
199 |
+
freq_mask_width_range:
|
200 |
+
- 0
|
201 |
+
- 30
|
202 |
+
num_freq_mask: 2
|
203 |
+
apply_time_mask: true
|
204 |
+
time_mask_width_range:
|
205 |
+
- 0
|
206 |
+
- 40
|
207 |
+
num_time_mask: 2
|
208 |
+
normalize: utterance_mvn
|
209 |
+
normalize_conf: {}
|
210 |
+
asr_preencoder: null
|
211 |
+
asr_preencoder_conf: {}
|
212 |
+
asr_encoder: transformer
|
213 |
+
asr_encoder_conf:
|
214 |
+
output_size: 256
|
215 |
+
attention_heads: 4
|
216 |
+
linear_units: 2048
|
217 |
+
num_blocks: 12
|
218 |
+
dropout_rate: 0.1
|
219 |
+
attention_dropout_rate: 0.0
|
220 |
+
input_layer: conv2d
|
221 |
+
normalize_before: true
|
222 |
+
asr_postencoder: null
|
223 |
+
asr_postencoder_conf: {}
|
224 |
+
asr_decoder: transformer
|
225 |
+
asr_decoder_conf:
|
226 |
+
input_layer: embed
|
227 |
+
attention_heads: 4
|
228 |
+
linear_units: 2048
|
229 |
+
num_blocks: 6
|
230 |
+
dropout_rate: 0.1
|
231 |
+
positional_dropout_rate: 0.0
|
232 |
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self_attention_dropout_rate: 0.0
|
233 |
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src_attention_dropout_rate: 0.0
|
234 |
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st_preencoder: null
|
235 |
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st_preencoder_conf: {}
|
236 |
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st_encoder: rnn
|
237 |
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st_encoder_conf: {}
|
238 |
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st_postencoder: null
|
239 |
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st_postencoder_conf: {}
|
240 |
+
st_decoder: rnn
|
241 |
+
st_decoder_conf: {}
|
242 |
+
st_extra_asr_decoder: rnn
|
243 |
+
st_extra_asr_decoder_conf: {}
|
244 |
+
st_extra_mt_decoder: rnn
|
245 |
+
st_extra_mt_decoder_conf: {}
|
246 |
+
required:
|
247 |
+
- output_dir
|
248 |
+
- token_list
|
249 |
+
version: '202204'
|
250 |
+
distributed: false
|
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/acc.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/backward_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/cer.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/cer_ctc.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/forward_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/gpu_max_cached_mem_GB.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/iter_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_att.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_ctc.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/loss_enh.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/optim0_lr0.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/optim_step_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/train_time.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/images/wer.png
ADDED
![]() |
ocean/projects/cis210027p/xuankaic/experiments/espnet/egs2/chime4/enh_asr1/exp/enh_asr_train_enh_asr_convtasnet_fbank_transformer_raw_en_char/valid.acc.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
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size 117936909
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