eric102004
commited on
Commit
·
7f1571e
1
Parent(s):
2658ec6
Update model
Browse files- README.md +402 -3
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/RESULTS.md +64 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/config.yaml +264 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/acc.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/backward_time.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/cer.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/cer_ctc.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/clip.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/forward_time.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/gpu_max_alloc_mem_GB.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/gpu_max_cached_mem_GB.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/grad_norm.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/iter_time.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_att.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_ctc.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_scale.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/optim0_lr0.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/optim_step_time.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/train_time.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/wer.png +0 -0
- exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/valid.cer.ave_10best.pth +3 -0
- meta.yaml +8 -0
README.md
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+
---
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tags:
|
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+
- espnet
|
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- audio
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- automatic-speech-recognition
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language: en
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datasets:
|
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- myst_ogi_cmu_kids
|
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license: cc-by-4.0
|
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---
|
11 |
+
|
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## ESPnet2 ASR model
|
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+
|
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### `espnet/myst_ogi_cmu_kids_wavlm_aed`
|
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|
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This model was trained by eric102004 using myst_ogi_cmu_kids recipe in [espnet](https://github.com/espnet/espnet/).
|
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+
|
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### Demo: How to use in ESPnet2
|
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|
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Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
|
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if you haven't done that already.
|
22 |
+
|
23 |
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```bash
|
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cd espnet
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git checkout 6f722aee1f9593572d5eddfd8cac7075b07cf9ca
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pip install -e .
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cd egs2/myst_ogi_cmu_kids/asr1
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./run.sh --skip_data_prep false --skip_train true --download_model espnet/myst_ogi_cmu_kids_wavlm_aed
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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: `Tue Feb 18 10:11:23 CST 2025`
|
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- python version: `3.12.3 | packaged by Anaconda, Inc. | (main, May 6 2024, 19:46:43) [GCC 11.2.0]`
|
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- espnet version: `espnet 202412`
|
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- pytorch version: `pytorch 2.4.0`
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- Git hash: `6f722aee1f9593572d5eddfd8cac7075b07cf9ca`
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- Commit date: `Thu Feb 6 22:32:07 2025 -0600`
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|
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## exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/decode_asr_asr_model_valid.cer.ave_10best
|
42 |
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### WER
|
43 |
+
|
44 |
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
45 |
+
|---|---|---|---|---|---|---|---|---|
|
46 |
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|data_cmu/dev|237|2170|91.7|6.5|1.8|2.5|10.9|45.1|
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47 |
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|data_cmu/test|475|4287|90.2|7.5|2.3|2.0|11.8|47.8|
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48 |
+
|data_jibo/dev|853|853|29.8|70.2|0.0|189.4|259.7|88.0|
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49 |
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|data_jibo/test|1044|1043|29.4|70.6|0.0|259.6|330.2|86.6|
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+
|data_myst/dev|9037|153273|90.8|6.1|3.1|2.5|11.7|62.7|
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|data_myst/test|10311|182712|88.7|6.8|4.5|3.0|14.2|61.9|
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+
|data_ogi_scripted/dev|5426|15375|93.1|5.8|1.1|0.5|7.4|13.2|
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|data_ogi_scripted/test|15945|45419|90.8|7.9|1.3|1.2|10.4|17.7|
|
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+
|data_ogi_spon/dev|349|13561|82.3|10.7|7.1|3.5|21.3|95.4|
|
55 |
+
|data_ogi_spon/test|1095|38811|83.4|10.5|6.1|4.3|20.9|95.5|
|
56 |
+
|
57 |
+
### CER
|
58 |
+
|
59 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
60 |
+
|---|---|---|---|---|---|---|---|---|
|
61 |
+
|data_cmu/dev|237|11449|96.8|1.2|2.0|2.4|5.6|45.1|
|
62 |
+
|data_cmu/test|475|22664|95.7|1.3|3.0|2.0|6.4|47.8|
|
63 |
+
|data_jibo/dev|853|2014|65.7|31.6|2.7|423.9|458.2|88.0|
|
64 |
+
|data_jibo/test|1044|2767|69.1|27.9|3.0|516.7|547.6|86.6|
|
65 |
+
|data_myst/dev|9037|763728|95.7|1.3|3.0|2.4|6.8|62.7|
|
66 |
+
|data_myst/test|10311|911898|94.0|1.6|4.4|3.0|8.9|61.9|
|
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+
|data_ogi_scripted/dev|5426|83141|96.6|1.8|1.7|0.9|4.3|13.2|
|
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+
|data_ogi_scripted/test|15945|244467|95.4|2.4|2.2|1.6|6.2|17.7|
|
69 |
+
|data_ogi_spon/dev|349|58255|89.1|3.1|7.8|4.4|15.3|95.4|
|
70 |
+
|data_ogi_spon/test|1095|165977|90.6|2.9|6.6|5.0|14.5|95.5|
|
71 |
+
|
72 |
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### TER
|
73 |
+
|
74 |
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
75 |
+
|---|---|---|---|---|---|---|---|---|
|
76 |
+
## exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/decode_asr_jibo_asr_model_valid.cer.ave_10best
|
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### WER
|
78 |
+
|
79 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
80 |
+
|---|---|---|---|---|---|---|---|---|
|
81 |
+
|data_jibo/dev|853|853|12.3|87.7|0.0|1.1|88.7|88.3|
|
82 |
+
|data_jibo/test|1044|1043|10.6|89.4|0.0|1.7|91.1|90.3|
|
83 |
+
|
84 |
+
### CER
|
85 |
+
|
86 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
87 |
+
|---|---|---|---|---|---|---|---|---|
|
88 |
+
|data_jibo/dev|853|2014|22.1|22.7|55.2|1.4|79.3|88.3|
|
89 |
+
|data_jibo/test|1044|2767|21.3|20.6|58.1|2.1|80.8|90.3|
|
90 |
+
|
91 |
+
### TER
|
92 |
+
|
93 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
94 |
+
|---|---|---|---|---|---|---|---|---|
|
95 |
+
|
96 |
+
## ASR config
|
97 |
+
|
98 |
+
<details><summary>expand</summary>
|
99 |
+
|
100 |
+
```
|
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config: conf/tuning/wavlm/train_asr_wavlm_transformer_lr03.yaml
|
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+
print_config: false
|
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+
log_level: INFO
|
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+
drop_last_iter: false
|
105 |
+
dry_run: false
|
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+
iterator_type: sequence
|
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+
valid_iterator_type: null
|
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+
output_dir: exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter
|
109 |
+
ngpu: 1
|
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+
seed: 2022
|
111 |
+
num_workers: 4
|
112 |
+
num_att_plot: 0
|
113 |
+
dist_backend: nccl
|
114 |
+
dist_init_method: env://
|
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+
dist_world_size: null
|
116 |
+
dist_rank: null
|
117 |
+
local_rank: 0
|
118 |
+
dist_master_addr: null
|
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+
dist_master_port: null
|
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+
dist_launcher: null
|
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+
multiprocessing_distributed: false
|
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+
unused_parameters: false
|
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+
sharded_ddp: false
|
124 |
+
use_deepspeed: false
|
125 |
+
deepspeed_config: null
|
126 |
+
static_graph: false
|
127 |
+
gradient_as_bucket_view: false
|
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+
broadcast_buffers: true
|
129 |
+
bucket_cap_mb: 25
|
130 |
+
compress_gradients: false
|
131 |
+
cudnn_enabled: true
|
132 |
+
cudnn_benchmark: false
|
133 |
+
cudnn_deterministic: false
|
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+
use_tf32: false
|
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+
collect_stats: false
|
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+
write_collected_feats: false
|
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+
max_epoch: 40
|
138 |
+
patience: null
|
139 |
+
val_scheduler_criterion:
|
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+
- valid
|
141 |
+
- loss
|
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+
early_stopping_criterion:
|
143 |
+
- valid
|
144 |
+
- loss
|
145 |
+
- min
|
146 |
+
best_model_criterion:
|
147 |
+
- - valid
|
148 |
+
- cer
|
149 |
+
- min
|
150 |
+
keep_nbest_models: 10
|
151 |
+
nbest_averaging_interval: 0
|
152 |
+
grad_clip: 5.0
|
153 |
+
grad_clip_type: 2.0
|
154 |
+
grad_noise: false
|
155 |
+
accum_grad: 16
|
156 |
+
no_forward_run: false
|
157 |
+
resume: true
|
158 |
+
train_dtype: float32
|
159 |
+
use_amp: true
|
160 |
+
log_interval: 400
|
161 |
+
use_matplotlib: true
|
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+
use_tensorboard: true
|
163 |
+
create_graph_in_tensorboard: false
|
164 |
+
use_wandb: false
|
165 |
+
wandb_project: null
|
166 |
+
wandb_id: null
|
167 |
+
wandb_entity: null
|
168 |
+
wandb_name: null
|
169 |
+
wandb_model_log_interval: -1
|
170 |
+
detect_anomaly: false
|
171 |
+
use_adapter: false
|
172 |
+
adapter: lora
|
173 |
+
save_strategy: all
|
174 |
+
adapter_conf: {}
|
175 |
+
pretrain_path: null
|
176 |
+
init_param: []
|
177 |
+
ignore_init_mismatch: false
|
178 |
+
freeze_param:
|
179 |
+
- frontend.upstream
|
180 |
+
num_iters_per_epoch: null
|
181 |
+
batch_size: 20
|
182 |
+
valid_batch_size: null
|
183 |
+
batch_bins: 4000000
|
184 |
+
valid_batch_bins: null
|
185 |
+
category_sample_size: 10
|
186 |
+
train_shape_file:
|
187 |
+
- exp/asr_stats_raw_en_char/train/speech_shape
|
188 |
+
- exp/asr_stats_raw_en_char/train/text_shape.char
|
189 |
+
valid_shape_file:
|
190 |
+
- exp/asr_stats_raw_en_char/valid/speech_shape
|
191 |
+
- exp/asr_stats_raw_en_char/valid/text_shape.char
|
192 |
+
batch_type: numel
|
193 |
+
valid_batch_type: null
|
194 |
+
fold_length:
|
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+
- 80000
|
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+
- 150
|
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sort_in_batch: descending
|
198 |
+
shuffle_within_batch: false
|
199 |
+
sort_batch: descending
|
200 |
+
multiple_iterator: false
|
201 |
+
validate_each_iter_factory: true
|
202 |
+
chunk_length: 500
|
203 |
+
chunk_shift_ratio: 0.5
|
204 |
+
num_cache_chunks: 1024
|
205 |
+
chunk_excluded_key_prefixes: []
|
206 |
+
chunk_default_fs: null
|
207 |
+
chunk_max_abs_length: null
|
208 |
+
chunk_discard_short_samples: true
|
209 |
+
train_data_path_and_name_and_type:
|
210 |
+
- - dump/raw/train/wav.scp
|
211 |
+
- speech
|
212 |
+
- sound
|
213 |
+
- - dump/raw/train/text
|
214 |
+
- text
|
215 |
+
- text
|
216 |
+
valid_data_path_and_name_and_type:
|
217 |
+
- - dump/raw/dev/wav.scp
|
218 |
+
- speech
|
219 |
+
- sound
|
220 |
+
- - dump/raw/dev/text
|
221 |
+
- text
|
222 |
+
- text
|
223 |
+
multi_task_dataset: false
|
224 |
+
allow_variable_data_keys: false
|
225 |
+
max_cache_size: 0.0
|
226 |
+
max_cache_fd: 32
|
227 |
+
allow_multi_rates: false
|
228 |
+
valid_max_cache_size: null
|
229 |
+
exclude_weight_decay: false
|
230 |
+
exclude_weight_decay_conf: {}
|
231 |
+
optim: adam
|
232 |
+
optim_conf:
|
233 |
+
lr: 0.03
|
234 |
+
weight_decay: 1.0e-06
|
235 |
+
scheduler: warmuplr
|
236 |
+
scheduler_conf:
|
237 |
+
warmup_steps: 15000
|
238 |
+
token_list:
|
239 |
+
- <blank>
|
240 |
+
- <unk>
|
241 |
+
- <space>
|
242 |
+
- E
|
243 |
+
- T
|
244 |
+
- A
|
245 |
+
- O
|
246 |
+
- I
|
247 |
+
- N
|
248 |
+
- H
|
249 |
+
- S
|
250 |
+
- R
|
251 |
+
- L
|
252 |
+
- D
|
253 |
+
- U
|
254 |
+
- W
|
255 |
+
- M
|
256 |
+
- C
|
257 |
+
- G
|
258 |
+
- Y
|
259 |
+
- B
|
260 |
+
- P
|
261 |
+
- F
|
262 |
+
- K
|
263 |
+
- ''''
|
264 |
+
- V
|
265 |
+
- X
|
266 |
+
- J
|
267 |
+
- Z
|
268 |
+
- Q
|
269 |
+
- ','
|
270 |
+
- '-'
|
271 |
+
- <sos/eos>
|
272 |
+
init: null
|
273 |
+
input_size: null
|
274 |
+
ctc_conf:
|
275 |
+
dropout_rate: 0.0
|
276 |
+
ctc_type: builtin
|
277 |
+
reduce: true
|
278 |
+
ignore_nan_grad: null
|
279 |
+
zero_infinity: true
|
280 |
+
brctc_risk_strategy: exp
|
281 |
+
brctc_group_strategy: end
|
282 |
+
brctc_risk_factor: 0.0
|
283 |
+
joint_net_conf: null
|
284 |
+
use_preprocessor: true
|
285 |
+
use_lang_prompt: false
|
286 |
+
use_nlp_prompt: false
|
287 |
+
token_type: char
|
288 |
+
bpemodel: null
|
289 |
+
non_linguistic_symbols: null
|
290 |
+
cleaner: null
|
291 |
+
g2p: null
|
292 |
+
speech_volume_normalize: null
|
293 |
+
rir_scp: null
|
294 |
+
rir_apply_prob: 1.0
|
295 |
+
noise_scp: null
|
296 |
+
noise_apply_prob: 1.0
|
297 |
+
noise_db_range: '13_15'
|
298 |
+
short_noise_thres: 0.5
|
299 |
+
aux_ctc_tasks: []
|
300 |
+
frontend: s3prl
|
301 |
+
frontend_conf:
|
302 |
+
frontend_conf:
|
303 |
+
upstream: wavlm_large
|
304 |
+
download_dir: ./hub
|
305 |
+
multilayer_feature: true
|
306 |
+
fs: 16k
|
307 |
+
specaug: specaug
|
308 |
+
specaug_conf:
|
309 |
+
apply_time_warp: true
|
310 |
+
time_warp_window: 5
|
311 |
+
time_warp_mode: bicubic
|
312 |
+
apply_freq_mask: true
|
313 |
+
freq_mask_width_range:
|
314 |
+
- 0
|
315 |
+
- 27
|
316 |
+
num_freq_mask: 2
|
317 |
+
apply_time_mask: true
|
318 |
+
time_mask_width_ratio_range:
|
319 |
+
- 0.0
|
320 |
+
- 0.05
|
321 |
+
num_time_mask: 5
|
322 |
+
normalize: utterance_mvn
|
323 |
+
normalize_conf: {}
|
324 |
+
model: espnet
|
325 |
+
model_conf:
|
326 |
+
ctc_weight: 0.3
|
327 |
+
lsm_weight: 0.1
|
328 |
+
length_normalized_loss: false
|
329 |
+
extract_feats_in_collect_stats: false
|
330 |
+
preencoder: linear
|
331 |
+
preencoder_conf:
|
332 |
+
input_size: 1024
|
333 |
+
output_size: 80
|
334 |
+
encoder: transformer
|
335 |
+
encoder_conf:
|
336 |
+
output_size: 256
|
337 |
+
attention_heads: 4
|
338 |
+
linear_units: 1024
|
339 |
+
num_blocks: 12
|
340 |
+
dropout_rate: 0.1
|
341 |
+
positional_dropout_rate: 0.1
|
342 |
+
attention_dropout_rate: 0.1
|
343 |
+
input_layer: conv2d2
|
344 |
+
normalize_before: true
|
345 |
+
postencoder: null
|
346 |
+
postencoder_conf: {}
|
347 |
+
decoder: transformer
|
348 |
+
decoder_conf:
|
349 |
+
attention_heads: 4
|
350 |
+
linear_units: 2048
|
351 |
+
num_blocks: 6
|
352 |
+
dropout_rate: 0.1
|
353 |
+
positional_dropout_rate: 0.1
|
354 |
+
self_attention_dropout_rate: 0.1
|
355 |
+
src_attention_dropout_rate: 0.1
|
356 |
+
preprocessor: default
|
357 |
+
preprocessor_conf: {}
|
358 |
+
masker: null
|
359 |
+
masker_conf: {}
|
360 |
+
required:
|
361 |
+
- output_dir
|
362 |
+
- token_list
|
363 |
+
version: '202412'
|
364 |
+
distributed: false
|
365 |
+
```
|
366 |
+
|
367 |
+
</details>
|
368 |
+
|
369 |
+
|
370 |
+
|
371 |
+
### Citing ESPnet
|
372 |
+
|
373 |
+
```BibTex
|
374 |
+
@inproceedings{watanabe2018espnet,
|
375 |
+
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},
|
376 |
+
title={{ESPnet}: End-to-End Speech Processing Toolkit},
|
377 |
+
year={2018},
|
378 |
+
booktitle={Proceedings of Interspeech},
|
379 |
+
pages={2207--2211},
|
380 |
+
doi={10.21437/Interspeech.2018-1456},
|
381 |
+
url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
|
382 |
+
}
|
383 |
+
|
384 |
+
|
385 |
+
|
386 |
+
|
387 |
+
|
388 |
+
|
389 |
+
```
|
390 |
+
|
391 |
+
or arXiv:
|
392 |
+
|
393 |
+
```bibtex
|
394 |
+
@misc{watanabe2018espnet,
|
395 |
+
title={ESPnet: End-to-End Speech Processing Toolkit},
|
396 |
+
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},
|
397 |
+
year={2018},
|
398 |
+
eprint={1804.00015},
|
399 |
+
archivePrefix={arXiv},
|
400 |
+
primaryClass={cs.CL}
|
401 |
+
}
|
402 |
+
```
|
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/RESULTS.md
ADDED
@@ -0,0 +1,64 @@
|
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|
|
1 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Tue Feb 18 10:11:23 CST 2025`
|
5 |
+
- python version: `3.12.3 | packaged by Anaconda, Inc. | (main, May 6 2024, 19:46:43) [GCC 11.2.0]`
|
6 |
+
- espnet version: `espnet 202412`
|
7 |
+
- pytorch version: `pytorch 2.4.0`
|
8 |
+
- Git hash: `6f722aee1f9593572d5eddfd8cac7075b07cf9ca`
|
9 |
+
- Commit date: `Thu Feb 6 22:32:07 2025 -0600`
|
10 |
+
|
11 |
+
## exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/decode_asr_asr_model_valid.cer.ave_10best
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|data_cmu/dev|237|2170|91.7|6.5|1.8|2.5|10.9|45.1|
|
17 |
+
|data_cmu/test|475|4287|90.2|7.5|2.3|2.0|11.8|47.8|
|
18 |
+
|data_jibo/dev|853|853|29.8|70.2|0.0|189.4|259.7|88.0|
|
19 |
+
|data_jibo/test|1044|1043|29.4|70.6|0.0|259.6|330.2|86.6|
|
20 |
+
|data_myst/dev|9037|153273|90.8|6.1|3.1|2.5|11.7|62.7|
|
21 |
+
|data_myst/test|10311|182712|88.7|6.8|4.5|3.0|14.2|61.9|
|
22 |
+
|data_ogi_scripted/dev|5426|15375|93.1|5.8|1.1|0.5|7.4|13.2|
|
23 |
+
|data_ogi_scripted/test|15945|45419|90.8|7.9|1.3|1.2|10.4|17.7|
|
24 |
+
|data_ogi_spon/dev|349|13561|82.3|10.7|7.1|3.5|21.3|95.4|
|
25 |
+
|data_ogi_spon/test|1095|38811|83.4|10.5|6.1|4.3|20.9|95.5|
|
26 |
+
|
27 |
+
### CER
|
28 |
+
|
29 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
30 |
+
|---|---|---|---|---|---|---|---|---|
|
31 |
+
|data_cmu/dev|237|11449|96.8|1.2|2.0|2.4|5.6|45.1|
|
32 |
+
|data_cmu/test|475|22664|95.7|1.3|3.0|2.0|6.4|47.8|
|
33 |
+
|data_jibo/dev|853|2014|65.7|31.6|2.7|423.9|458.2|88.0|
|
34 |
+
|data_jibo/test|1044|2767|69.1|27.9|3.0|516.7|547.6|86.6|
|
35 |
+
|data_myst/dev|9037|763728|95.7|1.3|3.0|2.4|6.8|62.7|
|
36 |
+
|data_myst/test|10311|911898|94.0|1.6|4.4|3.0|8.9|61.9|
|
37 |
+
|data_ogi_scripted/dev|5426|83141|96.6|1.8|1.7|0.9|4.3|13.2|
|
38 |
+
|data_ogi_scripted/test|15945|244467|95.4|2.4|2.2|1.6|6.2|17.7|
|
39 |
+
|data_ogi_spon/dev|349|58255|89.1|3.1|7.8|4.4|15.3|95.4|
|
40 |
+
|data_ogi_spon/test|1095|165977|90.6|2.9|6.6|5.0|14.5|95.5|
|
41 |
+
|
42 |
+
### TER
|
43 |
+
|
44 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
45 |
+
|---|---|---|---|---|---|---|---|---|
|
46 |
+
## exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/decode_asr_jibo_asr_model_valid.cer.ave_10best
|
47 |
+
### WER
|
48 |
+
|
49 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
50 |
+
|---|---|---|---|---|---|---|---|---|
|
51 |
+
|data_jibo/dev|853|853|12.3|87.7|0.0|1.1|88.7|88.3|
|
52 |
+
|data_jibo/test|1044|1043|10.6|89.4|0.0|1.7|91.1|90.3|
|
53 |
+
|
54 |
+
### CER
|
55 |
+
|
56 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
57 |
+
|---|---|---|---|---|---|---|---|---|
|
58 |
+
|data_jibo/dev|853|2014|22.1|22.7|55.2|1.4|79.3|88.3|
|
59 |
+
|data_jibo/test|1044|2767|21.3|20.6|58.1|2.1|80.8|90.3|
|
60 |
+
|
61 |
+
### TER
|
62 |
+
|
63 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
64 |
+
|---|---|---|---|---|---|---|---|---|
|
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/config.yaml
ADDED
@@ -0,0 +1,264 @@
|
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|
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|
|
|
|
|
|
|
|
1 |
+
config: conf/tuning/wavlm/train_asr_wavlm_transformer_lr03.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
drop_last_iter: false
|
5 |
+
dry_run: false
|
6 |
+
iterator_type: sequence
|
7 |
+
valid_iterator_type: null
|
8 |
+
output_dir: exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter
|
9 |
+
ngpu: 1
|
10 |
+
seed: 2022
|
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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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|
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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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|
39 |
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val_scheduler_criterion:
|
40 |
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- valid
|
41 |
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|
42 |
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|
43 |
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|
44 |
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|
45 |
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|
46 |
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|
47 |
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|
48 |
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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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|
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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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|
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|
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|
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|
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valid_shape_file:
|
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|
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|
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|
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|
110 |
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|
111 |
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|
112 |
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|
113 |
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|
114 |
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|
115 |
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|
116 |
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valid_data_path_and_name_and_type:
|
117 |
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- - dump/raw/dev/wav.scp
|
118 |
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|
119 |
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|
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|
121 |
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|
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|
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|
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|
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|
131 |
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|
132 |
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|
133 |
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|
134 |
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|
135 |
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|
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|
137 |
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|
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|
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|
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|
198 |
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|
199 |
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|
200 |
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frontend: s3prl
|
201 |
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frontend_conf:
|
202 |
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frontend_conf:
|
203 |
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upstream: wavlm_large
|
204 |
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download_dir: ./hub
|
205 |
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multilayer_feature: true
|
206 |
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fs: 16k
|
207 |
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specaug: specaug
|
208 |
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specaug_conf:
|
209 |
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|
210 |
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|
211 |
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|
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|
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|
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|
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|
221 |
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|
222 |
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normalize: utterance_mvn
|
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|
224 |
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model: espnet
|
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|
226 |
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|
227 |
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preencoder: linear
|
231 |
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232 |
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233 |
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236 |
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|
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required:
|
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- output_dir
|
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|
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version: '202412'
|
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distributed: false
|
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/acc.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/backward_time.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/cer.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/cer_ctc.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/clip.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/forward_time.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/gpu_max_alloc_mem_GB.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/gpu_max_cached_mem_GB.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/grad_norm.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/iter_time.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_att.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_ctc.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/loss_scale.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/optim0_lr0.png
ADDED
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exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/optim_step_time.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/train_time.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/images/wer.png
ADDED
![]() |
exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/valid.cer.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
|
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|
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|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:6663816b215a750848a70baff25f1aae1d14370876f328a5693946a4e14c06b1
|
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size 1350471000
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meta.yaml
ADDED
@@ -0,0 +1,8 @@
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
espnet: '202412'
|
2 |
+
files:
|
3 |
+
asr_model_file: exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/valid.cer.ave_10best.pth
|
4 |
+
python: 3.12.3 | packaged by Anaconda, Inc. | (main, May 6 2024, 19:46:43) [GCC 11.2.0]
|
5 |
+
timestamp: 1756005750.923739
|
6 |
+
torch: 2.4.0
|
7 |
+
yaml_files:
|
8 |
+
asr_train_config: exp/asr_train_asr_wavlm_transformer_lr03_raw_en_char_dur05_filter/config.yaml
|