William Chen
commited on
Commit
•
e04352b
1
Parent(s):
a8254c4
init
Browse files- .gitattributes +1 -0
- exp/kmeans_iter2_hubert_train_60k_portion0.1/km_500.mdl +3 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/5epoch.pth +3 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/config.yaml +671 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/acc_m.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/acc_u.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/backward_time.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/correct_m.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/correct_u.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/count_m.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/count_u.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/forward_time.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/gpu_max_cached_mem_GB.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/iter_time.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/loss.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/optim0_lr0.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/optim_step_time.png +0 -0
- exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/train_time.png +0 -0
- meta.yaml +8 -0
.gitattributes
CHANGED
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exp/kmeans_iter2_hubert_train_60k_portion0.1/km_500.mdl filter=lfs diff=lfs merge=lfs -text
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exp/kmeans_iter2_hubert_train_60k_portion0.1/km_500.mdl
ADDED
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exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/5epoch.pth
ADDED
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exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/config.yaml
ADDED
@@ -0,0 +1,671 @@
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1 |
+
config: conf/tuning/train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont.yaml
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print_config: false
|
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log_level: INFO
|
4 |
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dry_run: false
|
5 |
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iterator_type: sequence
|
6 |
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output_dir: exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
num_workers: 4
|
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+
num_att_plot: 3
|
11 |
+
dist_backend: nccl
|
12 |
+
dist_init_method: file:///scratch/bbjs/chen26/espnet_01_23/egs2/librispeech/ssl1/exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/.dist_init_108cd26e-f481-47f8-9379-d40ef1cae7ad
|
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dist_world_size: 32
|
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dist_rank: 0
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local_rank: 0
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dist_master_addr: null
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dist_master_port: null
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dist_launcher: slurm
|
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multiprocessing_distributed: true
|
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+
unused_parameters: true
|
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sharded_ddp: false
|
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cudnn_enabled: true
|
23 |
+
cudnn_benchmark: false
|
24 |
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cudnn_deterministic: true
|
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+
collect_stats: false
|
26 |
+
write_collected_feats: false
|
27 |
+
max_epoch: 59
|
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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
|
44 |
+
grad_noise: false
|
45 |
+
accum_grad: 4
|
46 |
+
no_forward_run: false
|
47 |
+
resume: true
|
48 |
+
train_dtype: float32
|
49 |
+
use_amp: true
|
50 |
+
drop_last: true
|
51 |
+
debug_grad: false
|
52 |
+
log_interval: null
|
53 |
+
use_matplotlib: true
|
54 |
+
use_tensorboard: true
|
55 |
+
create_graph_in_tensorboard: false
|
56 |
+
use_wandb: false
|
57 |
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wandb_project: null
|
58 |
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wandb_id: null
|
59 |
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wandb_entity: null
|
60 |
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wandb_name: null
|
61 |
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wandb_model_log_interval: -1
|
62 |
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detect_anomaly: false
|
63 |
+
pretrain_path: null
|
64 |
+
init_param:
|
65 |
+
- /scratch/bbjs/chen26/espnet_01_23/egs2/librispeech/ssl1/exp/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_raw_layer_9/valid.loss.ave.pth
|
66 |
+
ignore_init_mismatch: false
|
67 |
+
freeze_param: []
|
68 |
+
num_iters_per_epoch: 20000
|
69 |
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batch_size: 20
|
70 |
+
valid_batch_size: null
|
71 |
+
batch_bins: 100000
|
72 |
+
valid_batch_bins: null
|
73 |
+
train_shape_file:
|
74 |
+
- exp_li/hubert_iter2_stats_raw/splits16/speech_shape
|
75 |
+
- exp_li/hubert_iter2_stats_raw/splits16/text_shape.word
|
76 |
+
valid_shape_file:
|
77 |
+
- exp_li/hubert_iter2_stats_raw/valid/speech_shape
|
78 |
+
- exp_li/hubert_iter2_stats_raw/valid/text_shape.word
|
79 |
+
batch_type: numel
|
80 |
+
valid_batch_type: null
|
81 |
+
fold_length:
|
82 |
+
- 80000
|
83 |
+
- 400
|
84 |
+
sort_in_batch: descending
|
85 |
+
sort_batch: descending
|
86 |
+
multiple_iterator: true
|
87 |
+
chunk_length: 500
|
88 |
+
chunk_shift_ratio: 0.5
|
89 |
+
num_cache_chunks: 1024
|
90 |
+
train_data_path_and_name_and_type:
|
91 |
+
- - exp_li/hubert_iter2_stats_raw/splits16/wav.scp
|
92 |
+
- speech
|
93 |
+
- kaldi_ark
|
94 |
+
- - exp_li/hubert_iter2_stats_raw/splits16/text.km.kmeans_iter2_hubert_train_li110_lid_portion0.1
|
95 |
+
- text
|
96 |
+
- text
|
97 |
+
valid_data_path_and_name_and_type:
|
98 |
+
- - dump/raw/dev_all_li/wav.scp
|
99 |
+
- speech
|
100 |
+
- kaldi_ark
|
101 |
+
- - dump/raw/dev_all_li/text.km.kmeans_iter2_hubert_train_li110_lid_portion0.1
|
102 |
+
- text
|
103 |
+
- text
|
104 |
+
allow_variable_data_keys: false
|
105 |
+
max_cache_size: 0.0
|
106 |
+
max_cache_fd: 32
|
107 |
+
valid_max_cache_size: null
|
108 |
+
optim: adam
|
109 |
+
optim_conf:
|
110 |
+
lr: 0.00035
|
111 |
+
scheduler: warmuplr
|
112 |
+
scheduler_conf:
|
113 |
+
warmup_steps: 32000
|
114 |
+
token_list:
|
115 |
+
- '55'
|
116 |
+
- '477'
|
117 |
+
- '43'
|
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- '405'
|
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- '468'
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120 |
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121 |
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122 |
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123 |
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124 |
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125 |
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126 |
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127 |
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128 |
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129 |
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130 |
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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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136 |
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137 |
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138 |
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139 |
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140 |
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141 |
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142 |
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143 |
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144 |
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145 |
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146 |
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|
147 |
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148 |
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149 |
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150 |
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151 |
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152 |
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153 |
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154 |
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155 |
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156 |
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157 |
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158 |
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159 |
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160 |
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|
161 |
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|
162 |
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|
163 |
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|
164 |
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|
165 |
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166 |
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|
167 |
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|
168 |
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169 |
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|
170 |
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171 |
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172 |
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|
173 |
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174 |
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175 |
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176 |
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177 |
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178 |
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179 |
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180 |
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181 |
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182 |
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183 |
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184 |
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185 |
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186 |
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|
187 |
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188 |
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189 |
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190 |
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|
191 |
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|
192 |
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|
193 |
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|
194 |
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195 |
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196 |
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197 |
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198 |
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199 |
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200 |
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201 |
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202 |
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203 |
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204 |
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|
205 |
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206 |
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207 |
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208 |
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209 |
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210 |
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211 |
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212 |
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213 |
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214 |
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215 |
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216 |
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217 |
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218 |
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219 |
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220 |
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221 |
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222 |
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223 |
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224 |
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225 |
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226 |
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227 |
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228 |
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229 |
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230 |
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231 |
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232 |
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233 |
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234 |
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235 |
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236 |
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237 |
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238 |
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239 |
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240 |
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241 |
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242 |
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243 |
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244 |
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245 |
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|
246 |
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247 |
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|
248 |
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249 |
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250 |
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251 |
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252 |
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253 |
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254 |
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255 |
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|
256 |
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257 |
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258 |
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259 |
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260 |
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261 |
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262 |
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|
263 |
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264 |
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|
265 |
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266 |
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|
267 |
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268 |
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|
269 |
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|
270 |
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|
271 |
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|
272 |
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|
273 |
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|
274 |
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|
275 |
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|
276 |
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|
277 |
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|
278 |
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|
279 |
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|
280 |
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|
281 |
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|
282 |
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|
283 |
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|
284 |
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|
285 |
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|
286 |
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|
287 |
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|
288 |
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|
289 |
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290 |
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291 |
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|
292 |
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|
293 |
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|
294 |
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|
295 |
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|
296 |
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|
297 |
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298 |
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|
299 |
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300 |
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301 |
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|
302 |
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|
303 |
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|
304 |
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305 |
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306 |
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307 |
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308 |
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309 |
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310 |
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|
311 |
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312 |
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313 |
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314 |
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315 |
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|
316 |
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317 |
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|
318 |
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319 |
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|
320 |
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|
321 |
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322 |
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323 |
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324 |
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325 |
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326 |
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|
327 |
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|
328 |
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329 |
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330 |
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331 |
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332 |
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333 |
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334 |
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|
335 |
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336 |
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337 |
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338 |
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339 |
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340 |
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341 |
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|
342 |
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343 |
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344 |
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345 |
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|
346 |
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|
347 |
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|
348 |
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|
349 |
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|
350 |
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|
351 |
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|
352 |
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|
353 |
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|
354 |
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|
355 |
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|
356 |
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|
357 |
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|
358 |
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|
359 |
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|
360 |
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|
361 |
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|
362 |
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|
363 |
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|
364 |
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|
365 |
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|
366 |
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|
367 |
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|
368 |
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|
369 |
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|
370 |
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|
371 |
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|
372 |
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|
373 |
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|
374 |
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|
375 |
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|
376 |
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|
377 |
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378 |
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|
379 |
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|
380 |
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|
381 |
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|
382 |
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|
383 |
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|
384 |
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|
385 |
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|
386 |
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|
387 |
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388 |
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|
389 |
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|
390 |
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|
391 |
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|
392 |
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393 |
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|
394 |
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|
395 |
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396 |
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397 |
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398 |
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399 |
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400 |
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|
401 |
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402 |
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403 |
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404 |
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405 |
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|
406 |
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407 |
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408 |
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409 |
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410 |
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411 |
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412 |
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413 |
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414 |
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415 |
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416 |
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417 |
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418 |
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419 |
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420 |
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421 |
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422 |
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423 |
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424 |
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425 |
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426 |
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427 |
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428 |
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429 |
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|
430 |
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431 |
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432 |
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433 |
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434 |
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435 |
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436 |
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437 |
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438 |
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439 |
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440 |
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|
441 |
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|
442 |
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|
443 |
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|
444 |
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|
445 |
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|
446 |
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|
447 |
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|
448 |
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|
449 |
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|
450 |
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|
451 |
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|
452 |
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|
453 |
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|
454 |
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|
455 |
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|
456 |
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|
457 |
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|
458 |
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|
459 |
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|
460 |
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|
461 |
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- '466'
|
462 |
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- '150'
|
463 |
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|
464 |
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- '62'
|
465 |
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- '421'
|
466 |
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- '252'
|
467 |
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- '104'
|
468 |
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|
469 |
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- '232'
|
470 |
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- '108'
|
471 |
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- '307'
|
472 |
+
- '219'
|
473 |
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- '228'
|
474 |
+
- '322'
|
475 |
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- '455'
|
476 |
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- '370'
|
477 |
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- '39'
|
478 |
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|
479 |
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|
480 |
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|
481 |
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- '137'
|
482 |
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- '179'
|
483 |
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- '162'
|
484 |
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- '406'
|
485 |
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- '168'
|
486 |
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- '368'
|
487 |
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- '473'
|
488 |
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- '75'
|
489 |
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- '441'
|
490 |
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- '266'
|
491 |
+
- '442'
|
492 |
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- '119'
|
493 |
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- '347'
|
494 |
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- '92'
|
495 |
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- '209'
|
496 |
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- '470'
|
497 |
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- '296'
|
498 |
+
- '476'
|
499 |
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- '93'
|
500 |
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- '191'
|
501 |
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- '437'
|
502 |
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- '293'
|
503 |
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- '186'
|
504 |
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- '111'
|
505 |
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- '265'
|
506 |
+
- '183'
|
507 |
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- '145'
|
508 |
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- '394'
|
509 |
+
- '155'
|
510 |
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- '420'
|
511 |
+
- '438'
|
512 |
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- '5'
|
513 |
+
- '463'
|
514 |
+
- '431'
|
515 |
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- '334'
|
516 |
+
- '138'
|
517 |
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- '3'
|
518 |
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- '369'
|
519 |
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- '403'
|
520 |
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- '84'
|
521 |
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- '152'
|
522 |
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|
523 |
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- '18'
|
524 |
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|
525 |
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|
526 |
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|
527 |
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|
528 |
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|
529 |
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|
530 |
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- '131'
|
531 |
+
- '485'
|
532 |
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|
533 |
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|
534 |
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- '439'
|
535 |
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- '353'
|
536 |
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- '443'
|
537 |
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|
538 |
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- '16'
|
539 |
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|
540 |
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|
541 |
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- '253'
|
542 |
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- '404'
|
543 |
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|
544 |
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|
545 |
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|
546 |
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|
547 |
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|
548 |
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|
549 |
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|
550 |
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|
551 |
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|
552 |
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|
553 |
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|
554 |
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|
555 |
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|
556 |
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|
557 |
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|
558 |
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|
559 |
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|
560 |
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|
561 |
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|
562 |
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- '311'
|
563 |
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|
564 |
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- '220'
|
565 |
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- '178'
|
566 |
+
- '124'
|
567 |
+
- '244'
|
568 |
+
- '416'
|
569 |
+
- '399'
|
570 |
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|
571 |
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- '413'
|
572 |
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- '308'
|
573 |
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|
574 |
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|
575 |
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- '45'
|
576 |
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|
577 |
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|
578 |
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|
579 |
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- '241'
|
580 |
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|
581 |
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- '411'
|
582 |
+
- '461'
|
583 |
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- '237'
|
584 |
+
- '408'
|
585 |
+
- '390'
|
586 |
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- '227'
|
587 |
+
- '382'
|
588 |
+
- '10'
|
589 |
+
- '292'
|
590 |
+
- '355'
|
591 |
+
- '262'
|
592 |
+
- '418'
|
593 |
+
- '379'
|
594 |
+
- '6'
|
595 |
+
- '271'
|
596 |
+
- '380'
|
597 |
+
- '105'
|
598 |
+
- '251'
|
599 |
+
- '175'
|
600 |
+
- '239'
|
601 |
+
- '210'
|
602 |
+
- '74'
|
603 |
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- '495'
|
604 |
+
- '279'
|
605 |
+
- '457'
|
606 |
+
- '343'
|
607 |
+
- '77'
|
608 |
+
- '19'
|
609 |
+
- '391'
|
610 |
+
- '121'
|
611 |
+
- '499'
|
612 |
+
- '474'
|
613 |
+
- '484'
|
614 |
+
- '58'
|
615 |
+
- <unk>
|
616 |
+
- <sos/eos>
|
617 |
+
init: null
|
618 |
+
collate_fn_conf:
|
619 |
+
label_downsampling: 1
|
620 |
+
pad: false
|
621 |
+
rand_crop: true
|
622 |
+
input_size: 1
|
623 |
+
num_classes: 500
|
624 |
+
use_preprocessor: true
|
625 |
+
use_mixing: true
|
626 |
+
cs_aug: false
|
627 |
+
mixing_splits: 16
|
628 |
+
token_type: word
|
629 |
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bpemodel: null
|
630 |
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non_linguistic_symbols: null
|
631 |
+
cleaner: null
|
632 |
+
g2p: null
|
633 |
+
speech_volume_normalize: null
|
634 |
+
rir_scp: null
|
635 |
+
rir_apply_prob: 1.0
|
636 |
+
noise_scp: data/noise/wav.scp
|
637 |
+
noise_apply_prob: 0.2
|
638 |
+
noise_db_range: '13_15'
|
639 |
+
pred_masked_weight: 1.0
|
640 |
+
pred_nomask_weight: 0.0
|
641 |
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loss_weights: 0.0
|
642 |
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frontend: null
|
643 |
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frontend_conf: {}
|
644 |
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specaug: null
|
645 |
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specaug_conf: {}
|
646 |
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normalize: null
|
647 |
+
normalize_conf: {}
|
648 |
+
preencoder: null
|
649 |
+
preencoder_conf: {}
|
650 |
+
encoder: torchaudio_hubert
|
651 |
+
encoder_conf:
|
652 |
+
encoder_projection_dropout: 0.0
|
653 |
+
encoder_attention_dropout: 0.0
|
654 |
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encoder_ff_interm_dropout: 0.0
|
655 |
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encoder_dropout: 0.0
|
656 |
+
encoder_layer_drop: 0.0
|
657 |
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extractor_mode: layer_norm
|
658 |
+
encoder_embed_dim: 1024
|
659 |
+
encoder_num_layers: 24
|
660 |
+
encoder_num_heads: 16
|
661 |
+
encoder_ff_interm_features: 4096
|
662 |
+
encoder_layer_norm_first: true
|
663 |
+
final_dim: 768
|
664 |
+
feature_grad_mult: null
|
665 |
+
model: torchaudio
|
666 |
+
model_conf: {}
|
667 |
+
required:
|
668 |
+
- output_dir
|
669 |
+
- token_list
|
670 |
+
version: '202211'
|
671 |
+
distributed: true
|
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/acc_m.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/acc_u.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/backward_time.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/correct_m.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/correct_u.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/count_m.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/count_u.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/forward_time.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/gpu_max_cached_mem_GB.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/iter_time.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/loss.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/optim0_lr0.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/optim_step_time.png
ADDED
exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/images/train_time.png
ADDED
meta.yaml
ADDED
@@ -0,0 +1,8 @@
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|
1 |
+
espnet: '202211'
|
2 |
+
files:
|
3 |
+
model_file: exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/5epoch.pth
|
4 |
+
python: "3.8.16 (default, Jan 17 2023, 23:13:24) \n[GCC 11.2.0]"
|
5 |
+
timestamp: 1696275538.892072
|
6 |
+
torch: 2.0.1+cu117
|
7 |
+
yaml_files:
|
8 |
+
train_config: exp_li/hubert_iter2_train_ssl_torchaudiohubert_large_960h_pretrain_it2_cont_raw_layer_9/config.yaml
|