add
Browse files- .gitattributes +1 -0
- data/en_token_list/bpe_unigram500/bpe.model +3 -0
- exp/asr_stats_raw_en_bpe500_sp/train/feats_stats.npz +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/RESULTS.md +35 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/config.yaml +680 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/acc.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/backward_time.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/cer.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/cer_ctc.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/forward_time.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/gpu_max_cached_mem_GB.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/iter_time.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss_att.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss_ctc.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/optim0_lr0.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/optim_step_time.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/train_time.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/wer.png +0 -0
- exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/valid.acc.ave_10best.pth +3 -0
- exp/lm_train_lm_en_bpe500/19epoch.pth +3 -0
- exp/lm_train_lm_en_bpe500/config.yaml +611 -0
- exp/lm_train_lm_en_bpe500/images/backward_time.png +0 -0
- exp/lm_train_lm_en_bpe500/images/forward_time.png +0 -0
- exp/lm_train_lm_en_bpe500/images/gpu_max_cached_mem_GB.png +0 -0
- exp/lm_train_lm_en_bpe500/images/iter_time.png +0 -0
- exp/lm_train_lm_en_bpe500/images/loss.png +0 -0
- exp/lm_train_lm_en_bpe500/images/optim0_lr0.png +0 -0
- exp/lm_train_lm_en_bpe500/images/optim_step_time.png +0 -0
- exp/lm_train_lm_en_bpe500/images/train_time.png +0 -0
- exp/lm_train_lm_en_bpe500/perplexity_test/ppl +1 -0
- meta.yaml +10 -0
.gitattributes
CHANGED
@@ -25,3 +25,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
25 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
26 |
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
27 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
25 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
26 |
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
27 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
28 |
+
exp/ filter=lfs diff=lfs merge=lfs -text
|
data/en_token_list/bpe_unigram500/bpe.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1715c2ba8f90e3f660424685a88940b31c31d31acd896dbae677a089e4db9154
|
3 |
+
size 245040
|
exp/asr_stats_raw_en_bpe500_sp/train/feats_stats.npz
ADDED
Binary file (1.4 kB). View file
|
|
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/RESULTS.md
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Thu Nov 11 09:45:45 CST 2021`
|
5 |
+
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 0.9.8`
|
7 |
+
- pytorch version: `pytorch 1.5.1`
|
8 |
+
- Git hash: `456e6517a47ef71d1b569cfa38b107538d9ef581`
|
9 |
+
- Commit date: `Thu Aug 19 00:48:13 2021 +0800`
|
10 |
+
|
11 |
+
## asr_train_asr_streaming_transformer_raw_en_bpe500_sp
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|466|14671|90.3|7.5|2.3|1.7|11.4|82.4|
|
17 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|1155|27500|90.6|6.7|2.8|1.4|10.8|77.5|
|
18 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|1155|27500|89.1|7.6|3.3|1.6|12.4|80.8|
|
19 |
+
|
20 |
+
### CER
|
21 |
+
|
22 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
23 |
+
|---|---|---|---|---|---|---|---|---|
|
24 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|466|78259|96.1|1.6|2.3|1.5|5.4|82.4|
|
25 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|1155|145066|95.9|1.5|2.6|1.2|5.3|77.5|
|
26 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|1155|145066|95.1|1.7|3.2|1.4|6.3|80.8|
|
27 |
+
|
28 |
+
### TER
|
29 |
+
|
30 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
31 |
+
|---|---|---|---|---|---|---|---|---|
|
32 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|466|27927|92.2|5.1|2.7|1.8|9.6|82.4|
|
33 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|1155|51430|92.4|4.6|3.0|1.3|8.9|77.5|
|
34 |
+
|decode_asr_streaming_lm_lm_train_lm_en_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|1155|51430|91.0|5.3|3.7|1.5|10.5|80.8|
|
35 |
+
|
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/config.yaml
ADDED
@@ -0,0 +1,680 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
config: conf/train_asr_streaming_transformer.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
num_workers: 1
|
10 |
+
num_att_plot: 0
|
11 |
+
dist_backend: nccl
|
12 |
+
dist_init_method: env://
|
13 |
+
dist_world_size: 4
|
14 |
+
dist_rank: 0
|
15 |
+
local_rank: 0
|
16 |
+
dist_master_addr: localhost
|
17 |
+
dist_master_port: 49721
|
18 |
+
dist_launcher: null
|
19 |
+
multiprocessing_distributed: true
|
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: 20
|
28 |
+
patience: 3
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- acc
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- acc
|
35 |
+
- max
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- acc
|
39 |
+
- max
|
40 |
+
keep_nbest_models: 10
|
41 |
+
grad_clip: 5
|
42 |
+
grad_clip_type: 2.0
|
43 |
+
grad_noise: false
|
44 |
+
accum_grad: 1
|
45 |
+
no_forward_run: false
|
46 |
+
resume: true
|
47 |
+
train_dtype: float32
|
48 |
+
use_amp: false
|
49 |
+
log_interval: null
|
50 |
+
use_tensorboard: true
|
51 |
+
use_wandb: false
|
52 |
+
wandb_project: null
|
53 |
+
wandb_id: null
|
54 |
+
detect_anomaly: false
|
55 |
+
pretrain_path: null
|
56 |
+
init_param: []
|
57 |
+
freeze_param: []
|
58 |
+
num_iters_per_epoch: null
|
59 |
+
batch_size: 128
|
60 |
+
valid_batch_size: null
|
61 |
+
batch_bins: 1000000
|
62 |
+
valid_batch_bins: null
|
63 |
+
train_shape_file:
|
64 |
+
- exp/asr_stats_raw_en_bpe500_sp/train/speech_shape
|
65 |
+
- exp/asr_stats_raw_en_bpe500_sp/train/text_shape.bpe
|
66 |
+
valid_shape_file:
|
67 |
+
- exp/asr_stats_raw_en_bpe500_sp/valid/speech_shape
|
68 |
+
- exp/asr_stats_raw_en_bpe500_sp/valid/text_shape.bpe
|
69 |
+
batch_type: folded
|
70 |
+
valid_batch_type: null
|
71 |
+
fold_length:
|
72 |
+
- 80000
|
73 |
+
- 150
|
74 |
+
sort_in_batch: descending
|
75 |
+
sort_batch: descending
|
76 |
+
multiple_iterator: false
|
77 |
+
chunk_length: 500
|
78 |
+
chunk_shift_ratio: 0.5
|
79 |
+
num_cache_chunks: 1024
|
80 |
+
train_data_path_and_name_and_type:
|
81 |
+
- - dump/raw/train_sp/wav.scp
|
82 |
+
- speech
|
83 |
+
- sound
|
84 |
+
- - dump/raw/train_sp/text
|
85 |
+
- text
|
86 |
+
- text
|
87 |
+
valid_data_path_and_name_and_type:
|
88 |
+
- - dump/raw/dev/wav.scp
|
89 |
+
- speech
|
90 |
+
- sound
|
91 |
+
- - dump/raw/dev/text
|
92 |
+
- text
|
93 |
+
- text
|
94 |
+
allow_variable_data_keys: false
|
95 |
+
max_cache_size: 0.0
|
96 |
+
max_cache_fd: 32
|
97 |
+
valid_max_cache_size: null
|
98 |
+
optim: adam
|
99 |
+
optim_conf:
|
100 |
+
lr: 0.001
|
101 |
+
scheduler: warmuplr
|
102 |
+
scheduler_conf:
|
103 |
+
warmup_steps: 25000
|
104 |
+
token_list:
|
105 |
+
- <blank>
|
106 |
+
- <unk>
|
107 |
+
- s
|
108 |
+
- ▁the
|
109 |
+
- t
|
110 |
+
- ▁a
|
111 |
+
- e
|
112 |
+
- ▁and
|
113 |
+
- d
|
114 |
+
- ▁to
|
115 |
+
- ▁of
|
116 |
+
- ''''
|
117 |
+
- ing
|
118 |
+
- ▁in
|
119 |
+
- ▁that
|
120 |
+
- ▁i
|
121 |
+
- m
|
122 |
+
- p
|
123 |
+
- a
|
124 |
+
- y
|
125 |
+
- n
|
126 |
+
- i
|
127 |
+
- c
|
128 |
+
- ▁it
|
129 |
+
- ▁we
|
130 |
+
- ▁you
|
131 |
+
- ed
|
132 |
+
- o
|
133 |
+
- l
|
134 |
+
- ▁is
|
135 |
+
- u
|
136 |
+
- re
|
137 |
+
- ▁
|
138 |
+
- g
|
139 |
+
- r
|
140 |
+
- ▁this
|
141 |
+
- ar
|
142 |
+
- er
|
143 |
+
- b
|
144 |
+
- ▁so
|
145 |
+
- al
|
146 |
+
- in
|
147 |
+
- or
|
148 |
+
- ▁s
|
149 |
+
- h
|
150 |
+
- ▁for
|
151 |
+
- ▁f
|
152 |
+
- ▁be
|
153 |
+
- k
|
154 |
+
- ▁c
|
155 |
+
- ▁do
|
156 |
+
- le
|
157 |
+
- ▁t
|
158 |
+
- ▁re
|
159 |
+
- ▁w
|
160 |
+
- ve
|
161 |
+
- f
|
162 |
+
- es
|
163 |
+
- it
|
164 |
+
- w
|
165 |
+
- ▁was
|
166 |
+
- ▁e
|
167 |
+
- ▁they
|
168 |
+
- ic
|
169 |
+
- ▁on
|
170 |
+
- ly
|
171 |
+
- ▁are
|
172 |
+
- ra
|
173 |
+
- ▁have
|
174 |
+
- ▁p
|
175 |
+
- ▁what
|
176 |
+
- ▁with
|
177 |
+
- ▁m
|
178 |
+
- ent
|
179 |
+
- ▁can
|
180 |
+
- 'on'
|
181 |
+
- an
|
182 |
+
- ▁but
|
183 |
+
- en
|
184 |
+
- ll
|
185 |
+
- v
|
186 |
+
- at
|
187 |
+
- ri
|
188 |
+
- ▁st
|
189 |
+
- th
|
190 |
+
- ur
|
191 |
+
- ▁one
|
192 |
+
- ▁he
|
193 |
+
- il
|
194 |
+
- ce
|
195 |
+
- ▁about
|
196 |
+
- ▁me
|
197 |
+
- ▁de
|
198 |
+
- ▁all
|
199 |
+
- ▁not
|
200 |
+
- ▁g
|
201 |
+
- ▁ma
|
202 |
+
- ch
|
203 |
+
- ▁there
|
204 |
+
- ter
|
205 |
+
- ▁at
|
206 |
+
- ation
|
207 |
+
- ▁my
|
208 |
+
- ▁as
|
209 |
+
- ▁n
|
210 |
+
- ▁mo
|
211 |
+
- el
|
212 |
+
- ▁like
|
213 |
+
- ▁people
|
214 |
+
- ▁con
|
215 |
+
- ▁an
|
216 |
+
- ▁or
|
217 |
+
- ▁if
|
218 |
+
- ro
|
219 |
+
- ▁from
|
220 |
+
- ▁co
|
221 |
+
- ate
|
222 |
+
- ▁d
|
223 |
+
- ver
|
224 |
+
- ▁these
|
225 |
+
- ▁now
|
226 |
+
- ▁out
|
227 |
+
- ▁our
|
228 |
+
- ▁know
|
229 |
+
- ▁see
|
230 |
+
- ▁su
|
231 |
+
- ion
|
232 |
+
- ▁just
|
233 |
+
- ▁ch
|
234 |
+
- us
|
235 |
+
- ol
|
236 |
+
- ▁ex
|
237 |
+
- ect
|
238 |
+
- ne
|
239 |
+
- ▁when
|
240 |
+
- ▁o
|
241 |
+
- ul
|
242 |
+
- ▁b
|
243 |
+
- te
|
244 |
+
- ▁very
|
245 |
+
- ▁go
|
246 |
+
- ies
|
247 |
+
- ▁think
|
248 |
+
- ▁because
|
249 |
+
- om
|
250 |
+
- ▁who
|
251 |
+
- ▁up
|
252 |
+
- un
|
253 |
+
- tion
|
254 |
+
- ▁us
|
255 |
+
- ▁le
|
256 |
+
- ir
|
257 |
+
- ity
|
258 |
+
- ▁get
|
259 |
+
- ▁pa
|
260 |
+
- ▁how
|
261 |
+
- as
|
262 |
+
- ive
|
263 |
+
- ▁by
|
264 |
+
- et
|
265 |
+
- ▁bo
|
266 |
+
- ▁se
|
267 |
+
- ▁ca
|
268 |
+
- ▁which
|
269 |
+
- ▁some
|
270 |
+
- ▁no
|
271 |
+
- ▁going
|
272 |
+
- ▁pro
|
273 |
+
- ▁po
|
274 |
+
- lo
|
275 |
+
- ng
|
276 |
+
- ▁look
|
277 |
+
- ▁time
|
278 |
+
- ▁more
|
279 |
+
- ▁had
|
280 |
+
- ▁would
|
281 |
+
- ▁here
|
282 |
+
- am
|
283 |
+
- ment
|
284 |
+
- ▁really
|
285 |
+
- la
|
286 |
+
- is
|
287 |
+
- ▁your
|
288 |
+
- x
|
289 |
+
- ▁ho
|
290 |
+
- ▁k
|
291 |
+
- ge
|
292 |
+
- ist
|
293 |
+
- ▁them
|
294 |
+
- ry
|
295 |
+
- ▁two
|
296 |
+
- id
|
297 |
+
- ck
|
298 |
+
- ▁fa
|
299 |
+
- ▁world
|
300 |
+
- ▁sp
|
301 |
+
- ure
|
302 |
+
- ▁way
|
303 |
+
- ide
|
304 |
+
- ▁don
|
305 |
+
- ▁want
|
306 |
+
- ▁work
|
307 |
+
- ▁lo
|
308 |
+
- ▁were
|
309 |
+
- ru
|
310 |
+
- est
|
311 |
+
- ers
|
312 |
+
- ▁their
|
313 |
+
- age
|
314 |
+
- ▁li
|
315 |
+
- ut
|
316 |
+
- ▁ba
|
317 |
+
- ▁en
|
318 |
+
- ▁other
|
319 |
+
- ine
|
320 |
+
- ow
|
321 |
+
- ▁actually
|
322 |
+
- ▁sh
|
323 |
+
- able
|
324 |
+
- ▁make
|
325 |
+
- ▁un
|
326 |
+
- ac
|
327 |
+
- ▁la
|
328 |
+
- op
|
329 |
+
- ▁into
|
330 |
+
- ▁where
|
331 |
+
- ▁could
|
332 |
+
- ▁has
|
333 |
+
- z
|
334 |
+
- vi
|
335 |
+
- ous
|
336 |
+
- ▁will
|
337 |
+
- ▁di
|
338 |
+
- ight
|
339 |
+
- ▁things
|
340 |
+
- ally
|
341 |
+
- ▁ro
|
342 |
+
- ▁say
|
343 |
+
- ▁vi
|
344 |
+
- ▁years
|
345 |
+
- ▁ra
|
346 |
+
- ▁than
|
347 |
+
- ▁br
|
348 |
+
- ther
|
349 |
+
- ical
|
350 |
+
- ▁ha
|
351 |
+
- ▁comp
|
352 |
+
- ▁did
|
353 |
+
- ▁then
|
354 |
+
- ok
|
355 |
+
- ▁new
|
356 |
+
- ▁any
|
357 |
+
- ound
|
358 |
+
- ▁well
|
359 |
+
- ▁she
|
360 |
+
- um
|
361 |
+
- ▁been
|
362 |
+
- ▁need
|
363 |
+
- ▁right
|
364 |
+
- ▁thousand
|
365 |
+
- ▁take
|
366 |
+
- ▁start
|
367 |
+
- ▁something
|
368 |
+
- ta
|
369 |
+
- ▁over
|
370 |
+
- he
|
371 |
+
- ▁hundred
|
372 |
+
- ▁com
|
373 |
+
- ▁kind
|
374 |
+
- j
|
375 |
+
- ▁first
|
376 |
+
- ▁those
|
377 |
+
- ▁pre
|
378 |
+
- ▁said
|
379 |
+
- ize
|
380 |
+
- tic
|
381 |
+
- ▁thing
|
382 |
+
- ▁even
|
383 |
+
- ▁fi
|
384 |
+
- ia
|
385 |
+
- ▁back
|
386 |
+
- ▁every
|
387 |
+
- ▁little
|
388 |
+
- nce
|
389 |
+
- ▁car
|
390 |
+
- ▁sc
|
391 |
+
- ▁much
|
392 |
+
- ▁life
|
393 |
+
- ▁also
|
394 |
+
- ▁hi
|
395 |
+
- ▁bi
|
396 |
+
- if
|
397 |
+
- ▁most
|
398 |
+
- os
|
399 |
+
- ▁three
|
400 |
+
- ▁lot
|
401 |
+
- ▁got
|
402 |
+
- ▁sa
|
403 |
+
- ▁come
|
404 |
+
- ▁talk
|
405 |
+
- iv
|
406 |
+
- ▁te
|
407 |
+
- ▁inter
|
408 |
+
- ▁per
|
409 |
+
- ▁use
|
410 |
+
- ant
|
411 |
+
- ▁bu
|
412 |
+
- ▁part
|
413 |
+
- ▁his
|
414 |
+
- ▁happen
|
415 |
+
- ance
|
416 |
+
- ▁mean
|
417 |
+
- ish
|
418 |
+
- ▁dr
|
419 |
+
- ▁day
|
420 |
+
- ▁only
|
421 |
+
- ▁many
|
422 |
+
- ▁different
|
423 |
+
- ten
|
424 |
+
- ▁show
|
425 |
+
- ▁down
|
426 |
+
- ▁dis
|
427 |
+
- ful
|
428 |
+
- ▁good
|
429 |
+
- ated
|
430 |
+
- ▁idea
|
431 |
+
- ▁around
|
432 |
+
- ▁ga
|
433 |
+
- ▁human
|
434 |
+
- ▁five
|
435 |
+
- ▁put
|
436 |
+
- ▁through
|
437 |
+
- ▁why
|
438 |
+
- ▁real
|
439 |
+
- ▁change
|
440 |
+
- ff
|
441 |
+
- ▁let
|
442 |
+
- ible
|
443 |
+
- ▁fact
|
444 |
+
- ▁same
|
445 |
+
- ▁jo
|
446 |
+
- ▁her
|
447 |
+
- ▁problem
|
448 |
+
- ▁live
|
449 |
+
- ▁four
|
450 |
+
- ▁year
|
451 |
+
- ▁give
|
452 |
+
- ▁ri
|
453 |
+
- ick
|
454 |
+
- ▁though
|
455 |
+
- ▁big
|
456 |
+
- ▁tell
|
457 |
+
- ▁great
|
458 |
+
- ▁ta
|
459 |
+
- ▁va
|
460 |
+
- ition
|
461 |
+
- ian
|
462 |
+
- ▁system
|
463 |
+
- ▁six
|
464 |
+
- ▁plan
|
465 |
+
- ▁place
|
466 |
+
- ▁build
|
467 |
+
- ▁called
|
468 |
+
- ▁point
|
469 |
+
- ▁again
|
470 |
+
- ▁twenty
|
471 |
+
- ▁percent
|
472 |
+
- port
|
473 |
+
- ▁ten
|
474 |
+
- ▁find
|
475 |
+
- ▁after
|
476 |
+
- ▁app
|
477 |
+
- ▁nine
|
478 |
+
- ▁qu
|
479 |
+
- ▁fl
|
480 |
+
- ▁long
|
481 |
+
- ▁eight
|
482 |
+
- ▁gene
|
483 |
+
- ▁design
|
484 |
+
- ▁today
|
485 |
+
- ▁made
|
486 |
+
- ▁imp
|
487 |
+
- ▁should
|
488 |
+
- ▁came
|
489 |
+
- ▁last
|
490 |
+
- ▁learn
|
491 |
+
- ▁own
|
492 |
+
- ▁turn
|
493 |
+
- ▁seven
|
494 |
+
- ▁high
|
495 |
+
- ▁question
|
496 |
+
- ▁person
|
497 |
+
- ▁another
|
498 |
+
- ▁brain
|
499 |
+
- ▁important
|
500 |
+
- ▁create
|
501 |
+
- ▁act
|
502 |
+
- ▁trans
|
503 |
+
- ▁hu
|
504 |
+
- ▁power
|
505 |
+
- ness
|
506 |
+
- land
|
507 |
+
- ▁play
|
508 |
+
- ▁sort
|
509 |
+
- ▁old
|
510 |
+
- ▁course
|
511 |
+
- ▁before
|
512 |
+
- ▁feel
|
513 |
+
- ▁understand
|
514 |
+
- q
|
515 |
+
- ▁each
|
516 |
+
- ▁million
|
517 |
+
- ▁together
|
518 |
+
- ▁better
|
519 |
+
- ▁ago
|
520 |
+
- ▁example
|
521 |
+
- ▁help
|
522 |
+
- ▁story
|
523 |
+
- ▁next
|
524 |
+
- ▁hand
|
525 |
+
- ▁school
|
526 |
+
- ▁develop
|
527 |
+
- ▁technology
|
528 |
+
- ▁under
|
529 |
+
- form
|
530 |
+
- ▁second
|
531 |
+
- que
|
532 |
+
- ▁grow
|
533 |
+
- ▁still
|
534 |
+
- ▁believe
|
535 |
+
- ▁cell
|
536 |
+
- ▁light
|
537 |
+
- ▁number
|
538 |
+
- ▁small
|
539 |
+
- ▁between
|
540 |
+
- ▁become
|
541 |
+
- ▁america
|
542 |
+
- ▁maybe
|
543 |
+
- ▁space
|
544 |
+
- ▁project
|
545 |
+
- ▁organ
|
546 |
+
- ▁vo
|
547 |
+
- ▁home
|
548 |
+
- ▁children
|
549 |
+
- graph
|
550 |
+
- ▁picture
|
551 |
+
- ▁fifty
|
552 |
+
- ▁africa
|
553 |
+
- ▁thirty
|
554 |
+
- ▁reason
|
555 |
+
- ▁health
|
556 |
+
- ▁large
|
557 |
+
- ▁hard
|
558 |
+
- ▁sense
|
559 |
+
- ▁computer
|
560 |
+
- ▁always
|
561 |
+
- ▁women
|
562 |
+
- ▁money
|
563 |
+
- ▁everything
|
564 |
+
- ▁information
|
565 |
+
- ▁country
|
566 |
+
- ▁teach
|
567 |
+
- ▁energy
|
568 |
+
- ▁run
|
569 |
+
- ▁experience
|
570 |
+
- ▁food
|
571 |
+
- ▁process
|
572 |
+
- ▁quite
|
573 |
+
- qua
|
574 |
+
- ▁future
|
575 |
+
- ▁interesting
|
576 |
+
- ization
|
577 |
+
- ▁enough
|
578 |
+
- ▁science
|
579 |
+
- ▁stuff
|
580 |
+
- ▁social
|
581 |
+
- ▁probably
|
582 |
+
- ▁friend
|
583 |
+
- ▁ja
|
584 |
+
- ▁half
|
585 |
+
- ability
|
586 |
+
- ▁group
|
587 |
+
- ▁animal
|
588 |
+
- ▁wonder
|
589 |
+
- ▁product
|
590 |
+
- ▁close
|
591 |
+
- ▁simple
|
592 |
+
- ▁piece
|
593 |
+
- ▁billion
|
594 |
+
- ▁control
|
595 |
+
- ▁sign
|
596 |
+
- ▁environment
|
597 |
+
- ▁global
|
598 |
+
- ▁imagine
|
599 |
+
- ▁basically
|
600 |
+
- ▁answer
|
601 |
+
- ō
|
602 |
+
- ă
|
603 |
+
- ť
|
604 |
+
- <sos/eos>
|
605 |
+
init: null
|
606 |
+
input_size: null
|
607 |
+
ctc_conf:
|
608 |
+
dropout_rate: 0.0
|
609 |
+
ctc_type: builtin
|
610 |
+
reduce: true
|
611 |
+
ignore_nan_grad: false
|
612 |
+
model_conf:
|
613 |
+
ctc_weight: 0.3
|
614 |
+
lsm_weight: 0.1
|
615 |
+
length_normalized_loss: false
|
616 |
+
use_preprocessor: true
|
617 |
+
token_type: bpe
|
618 |
+
bpemodel: data/en_token_list/bpe_unigram500/bpe.model
|
619 |
+
non_linguistic_symbols: null
|
620 |
+
cleaner: null
|
621 |
+
g2p: null
|
622 |
+
speech_volume_normalize: null
|
623 |
+
rir_scp: null
|
624 |
+
rir_apply_prob: 1.0
|
625 |
+
noise_scp: null
|
626 |
+
noise_apply_prob: 1.0
|
627 |
+
noise_db_range: '13_15'
|
628 |
+
frontend: default
|
629 |
+
frontend_conf:
|
630 |
+
fs: 16k
|
631 |
+
specaug: specaug
|
632 |
+
specaug_conf:
|
633 |
+
apply_time_warp: true
|
634 |
+
time_warp_window: 5
|
635 |
+
time_warp_mode: bicubic
|
636 |
+
apply_freq_mask: true
|
637 |
+
freq_mask_width_range:
|
638 |
+
- 0
|
639 |
+
- 30
|
640 |
+
num_freq_mask: 2
|
641 |
+
apply_time_mask: true
|
642 |
+
time_mask_width_range:
|
643 |
+
- 0
|
644 |
+
- 40
|
645 |
+
num_time_mask: 2
|
646 |
+
normalize: global_mvn
|
647 |
+
normalize_conf:
|
648 |
+
stats_file: exp/asr_stats_raw_en_bpe500_sp/train/feats_stats.npz
|
649 |
+
preencoder: null
|
650 |
+
preencoder_conf: {}
|
651 |
+
encoder: contextual_block_transformer
|
652 |
+
encoder_conf:
|
653 |
+
output_size: 256
|
654 |
+
attention_heads: 4
|
655 |
+
linear_units: 2048
|
656 |
+
num_blocks: 12
|
657 |
+
dropout_rate: 0.1
|
658 |
+
positional_dropout_rate: 0.1
|
659 |
+
attention_dropout_rate: 0.0
|
660 |
+
input_layer: conv2d
|
661 |
+
normalize_before: true
|
662 |
+
block_size: 40
|
663 |
+
hop_size: 16
|
664 |
+
look_ahead: 16
|
665 |
+
init_average: true
|
666 |
+
ctx_pos_enc: true
|
667 |
+
decoder: transformer
|
668 |
+
decoder_conf:
|
669 |
+
attention_heads: 4
|
670 |
+
linear_units: 2048
|
671 |
+
num_blocks: 6
|
672 |
+
dropout_rate: 0.1
|
673 |
+
positional_dropout_rate: 0.1
|
674 |
+
self_attention_dropout_rate: 0.0
|
675 |
+
src_attention_dropout_rate: 0.0
|
676 |
+
required:
|
677 |
+
- output_dir
|
678 |
+
- token_list
|
679 |
+
version: 0.9.8
|
680 |
+
distributed: true
|
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/acc.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/backward_time.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/cer.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/cer_ctc.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/forward_time.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/gpu_max_cached_mem_GB.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/iter_time.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss_att.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/loss_ctc.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/optim0_lr0.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/optim_step_time.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/train_time.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/images/wer.png
ADDED
![]() |
exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/valid.acc.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8eef0f947cfd9af0f70343e7200ea8c4db49ad28cf8c5effc3b0026573cbfcf1
|
3 |
+
size 110072816
|
exp/lm_train_lm_en_bpe500/19epoch.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bbc4d06746443b60b203e246ab397f9694a3486675f1ffdb74e0df5deec5b003
|
3 |
+
size 29685311
|
exp/lm_train_lm_en_bpe500/config.yaml
ADDED
@@ -0,0 +1,611 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
config: conf/train_lm.yaml
|
2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/lm_train_lm_en_bpe500
|
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: 20
|
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 |
+
- - valid
|
38 |
+
- loss
|
39 |
+
- min
|
40 |
+
keep_nbest_models: 1
|
41 |
+
grad_clip: 5.0
|
42 |
+
grad_clip_type: 2.0
|
43 |
+
grad_noise: false
|
44 |
+
accum_grad: 1
|
45 |
+
no_forward_run: false
|
46 |
+
resume: true
|
47 |
+
train_dtype: float32
|
48 |
+
use_amp: false
|
49 |
+
log_interval: null
|
50 |
+
use_tensorboard: true
|
51 |
+
use_wandb: false
|
52 |
+
wandb_project: null
|
53 |
+
wandb_id: null
|
54 |
+
detect_anomaly: false
|
55 |
+
pretrain_path: null
|
56 |
+
init_param: []
|
57 |
+
freeze_param: []
|
58 |
+
num_iters_per_epoch: null
|
59 |
+
batch_size: 64
|
60 |
+
valid_batch_size: null
|
61 |
+
batch_bins: 1000000
|
62 |
+
valid_batch_bins: null
|
63 |
+
train_shape_file:
|
64 |
+
- exp/lm_stats_en_bpe500/train/text_shape.bpe
|
65 |
+
valid_shape_file:
|
66 |
+
- exp/lm_stats_en_bpe500/valid/text_shape.bpe
|
67 |
+
batch_type: folded
|
68 |
+
valid_batch_type: null
|
69 |
+
fold_length:
|
70 |
+
- 150
|
71 |
+
sort_in_batch: descending
|
72 |
+
sort_batch: descending
|
73 |
+
multiple_iterator: false
|
74 |
+
chunk_length: 500
|
75 |
+
chunk_shift_ratio: 0.5
|
76 |
+
num_cache_chunks: 1024
|
77 |
+
train_data_path_and_name_and_type:
|
78 |
+
- - dump/raw/lm_train.txt
|
79 |
+
- text
|
80 |
+
- text
|
81 |
+
valid_data_path_and_name_and_type:
|
82 |
+
- - dump/raw/dev/text
|
83 |
+
- text
|
84 |
+
- text
|
85 |
+
allow_variable_data_keys: false
|
86 |
+
max_cache_size: 0.0
|
87 |
+
max_cache_fd: 32
|
88 |
+
valid_max_cache_size: null
|
89 |
+
optim: sgd
|
90 |
+
optim_conf: {}
|
91 |
+
scheduler: null
|
92 |
+
scheduler_conf: {}
|
93 |
+
token_list:
|
94 |
+
- <blank>
|
95 |
+
- <unk>
|
96 |
+
- s
|
97 |
+
- ▁the
|
98 |
+
- t
|
99 |
+
- ▁a
|
100 |
+
- e
|
101 |
+
- ▁and
|
102 |
+
- d
|
103 |
+
- ▁to
|
104 |
+
- ▁of
|
105 |
+
- ''''
|
106 |
+
- ing
|
107 |
+
- ▁in
|
108 |
+
- ▁that
|
109 |
+
- ▁i
|
110 |
+
- m
|
111 |
+
- p
|
112 |
+
- a
|
113 |
+
- y
|
114 |
+
- n
|
115 |
+
- i
|
116 |
+
- c
|
117 |
+
- ▁it
|
118 |
+
- ▁we
|
119 |
+
- ▁you
|
120 |
+
- ed
|
121 |
+
- o
|
122 |
+
- l
|
123 |
+
- ▁is
|
124 |
+
- u
|
125 |
+
- re
|
126 |
+
- ▁
|
127 |
+
- g
|
128 |
+
- r
|
129 |
+
- ▁this
|
130 |
+
- ar
|
131 |
+
- er
|
132 |
+
- b
|
133 |
+
- ▁so
|
134 |
+
- al
|
135 |
+
- in
|
136 |
+
- or
|
137 |
+
- ▁s
|
138 |
+
- h
|
139 |
+
- ▁for
|
140 |
+
- ▁f
|
141 |
+
- ▁be
|
142 |
+
- k
|
143 |
+
- ▁c
|
144 |
+
- ▁do
|
145 |
+
- le
|
146 |
+
- ▁t
|
147 |
+
- ▁re
|
148 |
+
- ▁w
|
149 |
+
- ve
|
150 |
+
- f
|
151 |
+
- es
|
152 |
+
- it
|
153 |
+
- w
|
154 |
+
- ▁was
|
155 |
+
- ▁e
|
156 |
+
- ▁they
|
157 |
+
- ic
|
158 |
+
- ▁on
|
159 |
+
- ly
|
160 |
+
- ▁are
|
161 |
+
- ra
|
162 |
+
- ▁have
|
163 |
+
- ▁p
|
164 |
+
- ▁what
|
165 |
+
- ▁with
|
166 |
+
- ▁m
|
167 |
+
- ent
|
168 |
+
- ▁can
|
169 |
+
- 'on'
|
170 |
+
- an
|
171 |
+
- ▁but
|
172 |
+
- en
|
173 |
+
- ll
|
174 |
+
- v
|
175 |
+
- at
|
176 |
+
- ri
|
177 |
+
- ▁st
|
178 |
+
- th
|
179 |
+
- ur
|
180 |
+
- ▁one
|
181 |
+
- ▁he
|
182 |
+
- il
|
183 |
+
- ce
|
184 |
+
- ▁about
|
185 |
+
- ▁me
|
186 |
+
- ▁de
|
187 |
+
- ▁all
|
188 |
+
- ▁not
|
189 |
+
- ▁g
|
190 |
+
- ▁ma
|
191 |
+
- ch
|
192 |
+
- ▁there
|
193 |
+
- ter
|
194 |
+
- ▁at
|
195 |
+
- ation
|
196 |
+
- ▁my
|
197 |
+
- ▁as
|
198 |
+
- ▁n
|
199 |
+
- ▁mo
|
200 |
+
- el
|
201 |
+
- ▁like
|
202 |
+
- ▁people
|
203 |
+
- ▁con
|
204 |
+
- ▁an
|
205 |
+
- ▁or
|
206 |
+
- ▁if
|
207 |
+
- ro
|
208 |
+
- ▁from
|
209 |
+
- ▁co
|
210 |
+
- ate
|
211 |
+
- ▁d
|
212 |
+
- ver
|
213 |
+
- ▁these
|
214 |
+
- ▁now
|
215 |
+
- ▁out
|
216 |
+
- ▁our
|
217 |
+
- ▁know
|
218 |
+
- ▁see
|
219 |
+
- ▁su
|
220 |
+
- ion
|
221 |
+
- ▁just
|
222 |
+
- ▁ch
|
223 |
+
- us
|
224 |
+
- ol
|
225 |
+
- ▁ex
|
226 |
+
- ect
|
227 |
+
- ne
|
228 |
+
- ▁when
|
229 |
+
- ▁o
|
230 |
+
- ul
|
231 |
+
- ▁b
|
232 |
+
- te
|
233 |
+
- ▁very
|
234 |
+
- ▁go
|
235 |
+
- ies
|
236 |
+
- ▁think
|
237 |
+
- ▁because
|
238 |
+
- om
|
239 |
+
- ▁who
|
240 |
+
- ▁up
|
241 |
+
- un
|
242 |
+
- tion
|
243 |
+
- ▁us
|
244 |
+
- ▁le
|
245 |
+
- ir
|
246 |
+
- ity
|
247 |
+
- ▁get
|
248 |
+
- ▁pa
|
249 |
+
- ▁how
|
250 |
+
- as
|
251 |
+
- ive
|
252 |
+
- ▁by
|
253 |
+
- et
|
254 |
+
- ▁bo
|
255 |
+
- ▁se
|
256 |
+
- ▁ca
|
257 |
+
- ▁which
|
258 |
+
- ▁some
|
259 |
+
- ▁no
|
260 |
+
- ▁going
|
261 |
+
- ▁pro
|
262 |
+
- ▁po
|
263 |
+
- lo
|
264 |
+
- ng
|
265 |
+
- ▁look
|
266 |
+
- ▁time
|
267 |
+
- ▁more
|
268 |
+
- ▁had
|
269 |
+
- ▁would
|
270 |
+
- ▁here
|
271 |
+
- am
|
272 |
+
- ment
|
273 |
+
- ▁really
|
274 |
+
- la
|
275 |
+
- is
|
276 |
+
- ▁your
|
277 |
+
- x
|
278 |
+
- ▁ho
|
279 |
+
- ▁k
|
280 |
+
- ge
|
281 |
+
- ist
|
282 |
+
- ▁them
|
283 |
+
- ry
|
284 |
+
- ▁two
|
285 |
+
- id
|
286 |
+
- ck
|
287 |
+
- ▁fa
|
288 |
+
- ▁world
|
289 |
+
- ▁sp
|
290 |
+
- ure
|
291 |
+
- ▁way
|
292 |
+
- ide
|
293 |
+
- ▁don
|
294 |
+
- ▁want
|
295 |
+
- ▁work
|
296 |
+
- ▁lo
|
297 |
+
- ▁were
|
298 |
+
- ru
|
299 |
+
- est
|
300 |
+
- ers
|
301 |
+
- ▁their
|
302 |
+
- age
|
303 |
+
- ▁li
|
304 |
+
- ut
|
305 |
+
- ▁ba
|
306 |
+
- ▁en
|
307 |
+
- ▁other
|
308 |
+
- ine
|
309 |
+
- ow
|
310 |
+
- ▁actually
|
311 |
+
- ▁sh
|
312 |
+
- able
|
313 |
+
- ▁make
|
314 |
+
- ▁un
|
315 |
+
- ac
|
316 |
+
- ▁la
|
317 |
+
- op
|
318 |
+
- ▁into
|
319 |
+
- ▁where
|
320 |
+
- ▁could
|
321 |
+
- ▁has
|
322 |
+
- z
|
323 |
+
- vi
|
324 |
+
- ous
|
325 |
+
- ▁will
|
326 |
+
- ▁di
|
327 |
+
- ight
|
328 |
+
- ▁things
|
329 |
+
- ally
|
330 |
+
- ▁ro
|
331 |
+
- ▁say
|
332 |
+
- ▁vi
|
333 |
+
- ▁years
|
334 |
+
- ▁ra
|
335 |
+
- ▁than
|
336 |
+
- ▁br
|
337 |
+
- ther
|
338 |
+
- ical
|
339 |
+
- ▁ha
|
340 |
+
- ▁comp
|
341 |
+
- ▁did
|
342 |
+
- ▁then
|
343 |
+
- ok
|
344 |
+
- ▁new
|
345 |
+
- ▁any
|
346 |
+
- ound
|
347 |
+
- ▁well
|
348 |
+
- ▁she
|
349 |
+
- um
|
350 |
+
- ▁been
|
351 |
+
- ▁need
|
352 |
+
- ▁right
|
353 |
+
- ▁thousand
|
354 |
+
- ▁take
|
355 |
+
- ▁start
|
356 |
+
- ▁something
|
357 |
+
- ta
|
358 |
+
- ▁over
|
359 |
+
- he
|
360 |
+
- ▁hundred
|
361 |
+
- ▁com
|
362 |
+
- ▁kind
|
363 |
+
- j
|
364 |
+
- ▁first
|
365 |
+
- ▁those
|
366 |
+
- ▁pre
|
367 |
+
- ▁said
|
368 |
+
- ize
|
369 |
+
- tic
|
370 |
+
- ▁thing
|
371 |
+
- ▁even
|
372 |
+
- ▁fi
|
373 |
+
- ia
|
374 |
+
- ▁back
|
375 |
+
- ▁every
|
376 |
+
- ▁little
|
377 |
+
- nce
|
378 |
+
- ▁car
|
379 |
+
- ▁sc
|
380 |
+
- ▁much
|
381 |
+
- ▁life
|
382 |
+
- ▁also
|
383 |
+
- ▁hi
|
384 |
+
- ▁bi
|
385 |
+
- if
|
386 |
+
- ▁most
|
387 |
+
- os
|
388 |
+
- ▁three
|
389 |
+
- ▁lot
|
390 |
+
- ▁got
|
391 |
+
- ▁sa
|
392 |
+
- ▁come
|
393 |
+
- ▁talk
|
394 |
+
- iv
|
395 |
+
- ▁te
|
396 |
+
- ▁inter
|
397 |
+
- ▁per
|
398 |
+
- ▁use
|
399 |
+
- ant
|
400 |
+
- ▁bu
|
401 |
+
- ▁part
|
402 |
+
- ▁his
|
403 |
+
- ▁happen
|
404 |
+
- ance
|
405 |
+
- ▁mean
|
406 |
+
- ish
|
407 |
+
- ▁dr
|
408 |
+
- ▁day
|
409 |
+
- ▁only
|
410 |
+
- ▁many
|
411 |
+
- ▁different
|
412 |
+
- ten
|
413 |
+
- ▁show
|
414 |
+
- ▁down
|
415 |
+
- ▁dis
|
416 |
+
- ful
|
417 |
+
- ▁good
|
418 |
+
- ated
|
419 |
+
- ▁idea
|
420 |
+
- ▁around
|
421 |
+
- ▁ga
|
422 |
+
- ▁human
|
423 |
+
- ▁five
|
424 |
+
- ▁put
|
425 |
+
- ▁through
|
426 |
+
- ▁why
|
427 |
+
- ▁real
|
428 |
+
- ▁change
|
429 |
+
- ff
|
430 |
+
- ▁let
|
431 |
+
- ible
|
432 |
+
- ▁fact
|
433 |
+
- ▁same
|
434 |
+
- ▁jo
|
435 |
+
- ▁her
|
436 |
+
- ▁problem
|
437 |
+
- ▁live
|
438 |
+
- ▁four
|
439 |
+
- ▁year
|
440 |
+
- ▁give
|
441 |
+
- ▁ri
|
442 |
+
- ick
|
443 |
+
- ▁though
|
444 |
+
- ▁big
|
445 |
+
- ▁tell
|
446 |
+
- ▁great
|
447 |
+
- ▁ta
|
448 |
+
- ▁va
|
449 |
+
- ition
|
450 |
+
- ian
|
451 |
+
- ▁system
|
452 |
+
- ▁six
|
453 |
+
- ▁plan
|
454 |
+
- ▁place
|
455 |
+
- ▁build
|
456 |
+
- ▁called
|
457 |
+
- ▁point
|
458 |
+
- ▁again
|
459 |
+
- ▁twenty
|
460 |
+
- ▁percent
|
461 |
+
- port
|
462 |
+
- ▁ten
|
463 |
+
- ▁find
|
464 |
+
- ▁after
|
465 |
+
- ▁app
|
466 |
+
- ▁nine
|
467 |
+
- ▁qu
|
468 |
+
- ▁fl
|
469 |
+
- ▁long
|
470 |
+
- ▁eight
|
471 |
+
- ▁gene
|
472 |
+
- ▁design
|
473 |
+
- ▁today
|
474 |
+
- ▁made
|
475 |
+
- ▁imp
|
476 |
+
- ▁should
|
477 |
+
- ▁came
|
478 |
+
- ▁last
|
479 |
+
- ▁learn
|
480 |
+
- ▁own
|
481 |
+
- ▁turn
|
482 |
+
- ▁seven
|
483 |
+
- ▁high
|
484 |
+
- ▁question
|
485 |
+
- ▁person
|
486 |
+
- ▁another
|
487 |
+
- ▁brain
|
488 |
+
- ▁important
|
489 |
+
- ▁create
|
490 |
+
- ▁act
|
491 |
+
- ▁trans
|
492 |
+
- ▁hu
|
493 |
+
- ▁power
|
494 |
+
- ness
|
495 |
+
- land
|
496 |
+
- ▁play
|
497 |
+
- ▁sort
|
498 |
+
- ▁old
|
499 |
+
- ▁course
|
500 |
+
- ▁before
|
501 |
+
- ▁feel
|
502 |
+
- ▁understand
|
503 |
+
- q
|
504 |
+
- ▁each
|
505 |
+
- ▁million
|
506 |
+
- ▁together
|
507 |
+
- ▁better
|
508 |
+
- ▁ago
|
509 |
+
- ▁example
|
510 |
+
- ▁help
|
511 |
+
- ▁story
|
512 |
+
- ▁next
|
513 |
+
- ▁hand
|
514 |
+
- ▁school
|
515 |
+
- ▁develop
|
516 |
+
- ▁technology
|
517 |
+
- ▁under
|
518 |
+
- form
|
519 |
+
- ▁second
|
520 |
+
- que
|
521 |
+
- ▁grow
|
522 |
+
- ▁still
|
523 |
+
- ▁believe
|
524 |
+
- ▁cell
|
525 |
+
- ▁light
|
526 |
+
- ▁number
|
527 |
+
- ▁small
|
528 |
+
- ▁between
|
529 |
+
- ▁become
|
530 |
+
- ▁america
|
531 |
+
- ▁maybe
|
532 |
+
- ▁space
|
533 |
+
- ▁project
|
534 |
+
- ▁organ
|
535 |
+
- ▁vo
|
536 |
+
- ▁home
|
537 |
+
- ▁children
|
538 |
+
- graph
|
539 |
+
- ▁picture
|
540 |
+
- ▁fifty
|
541 |
+
- ▁africa
|
542 |
+
- ▁thirty
|
543 |
+
- ▁reason
|
544 |
+
- ▁health
|
545 |
+
- ▁large
|
546 |
+
- ▁hard
|
547 |
+
- ▁sense
|
548 |
+
- ▁computer
|
549 |
+
- ▁always
|
550 |
+
- ▁women
|
551 |
+
- ▁money
|
552 |
+
- ▁everything
|
553 |
+
- ▁information
|
554 |
+
- ▁country
|
555 |
+
- ▁teach
|
556 |
+
- ▁energy
|
557 |
+
- ▁run
|
558 |
+
- ▁experience
|
559 |
+
- ▁food
|
560 |
+
- ▁process
|
561 |
+
- ▁quite
|
562 |
+
- qua
|
563 |
+
- ▁future
|
564 |
+
- ▁interesting
|
565 |
+
- ization
|
566 |
+
- ▁enough
|
567 |
+
- ▁science
|
568 |
+
- ▁stuff
|
569 |
+
- ▁social
|
570 |
+
- ▁probably
|
571 |
+
- ▁friend
|
572 |
+
- ▁ja
|
573 |
+
- ▁half
|
574 |
+
- ability
|
575 |
+
- ▁group
|
576 |
+
- ▁animal
|
577 |
+
- ▁wonder
|
578 |
+
- ▁product
|
579 |
+
- ▁close
|
580 |
+
- ▁simple
|
581 |
+
- ▁piece
|
582 |
+
- ▁billion
|
583 |
+
- ▁control
|
584 |
+
- ▁sign
|
585 |
+
- ▁environment
|
586 |
+
- ▁global
|
587 |
+
- ▁imagine
|
588 |
+
- ▁basically
|
589 |
+
- ▁answer
|
590 |
+
- ō
|
591 |
+
- ă
|
592 |
+
- ť
|
593 |
+
- <sos/eos>
|
594 |
+
init: null
|
595 |
+
model_conf:
|
596 |
+
ignore_id: 0
|
597 |
+
use_preprocessor: true
|
598 |
+
token_type: bpe
|
599 |
+
bpemodel: data/en_token_list/bpe_unigram500/bpe.model
|
600 |
+
non_linguistic_symbols: null
|
601 |
+
cleaner: null
|
602 |
+
g2p: null
|
603 |
+
lm: seq_rnn
|
604 |
+
lm_conf:
|
605 |
+
unit: 650
|
606 |
+
nlayers: 2
|
607 |
+
required:
|
608 |
+
- output_dir
|
609 |
+
- token_list
|
610 |
+
version: 0.9.8
|
611 |
+
distributed: false
|
exp/lm_train_lm_en_bpe500/images/backward_time.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/forward_time.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/gpu_max_cached_mem_GB.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/iter_time.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/loss.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/optim0_lr0.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/optim_step_time.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/images/train_time.png
ADDED
![]() |
exp/lm_train_lm_en_bpe500/perplexity_test/ppl
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
22.910754869384046
|
meta.yaml
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
espnet: 0.9.8
|
2 |
+
files:
|
3 |
+
asr_model_file: exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/valid.acc.ave_10best.pth
|
4 |
+
lm_file: exp/lm_train_lm_en_bpe500/19epoch.pth
|
5 |
+
python: "3.7.11 (default, Jul 27 2021, 14:32:16) \n[GCC 7.5.0]"
|
6 |
+
timestamp: 1636877168.750594
|
7 |
+
torch: 1.5.1
|
8 |
+
yaml_files:
|
9 |
+
asr_train_config: exp/asr_train_asr_streaming_transformer_raw_en_bpe500_sp/config.yaml
|
10 |
+
lm_train_config: exp/lm_train_lm_en_bpe500/config.yaml
|