siuze
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Commit
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3c38b0b
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Parent(s):
e91aca8
Update model
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README.md
CHANGED
@@ -28,14 +28,261 @@ cd egs2/foc-can/foc
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./run.sh --skip_data_prep false --skip_train true --download_model siuze/FOC-yngping
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```
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## ASR config
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<details><summary>expand</summary>
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```
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-
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```
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</details>
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./run.sh --skip_data_prep false --skip_train true --download_model siuze/FOC-yngping
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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: `Sun Apr 23 18:36:51 CST 2023`
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- python version: `3.8.16 | packaged by conda-forge | (default, Feb 1 2023, 16:01:55) [GCC 11.3.0]`
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- espnet version: `espnet 202301`
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- pytorch version: `pytorch 1.10.0`
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- Git hash: `52160d6ed337e9dec74dd59695fec1548042e0b2`
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- Commit date: `Thu Mar 16 21:37:39 2023 +0000`
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## exp/asr_train_asr_transformer_raw_foc_char
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### WER
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+
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
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+
|---|---|---|---|---|---|---|---|---|
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+
|inference_asr_model_valid.acc.ave/test|51|91|51.6|47.3|1.1|1.1|49.5|68.6|
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+
|inference_asr_model_valid.acc.ave标准测试/test|500|1083|72.7|26.9|0.5|0.6|27.9|45.2|
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+
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+
### CER
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+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
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+
|---|---|---|---|---|---|---|---|---|
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+
|inference_asr_model_valid.acc.ave/test|51|549|86.2|9.3|4.6|2.7|16.6|68.6|
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|inference_asr_model_valid.acc.ave标准测试/test|500|6377|93.4|4.7|1.9|2.2|8.8|45.2|
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+
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### TER
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
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|---|---|---|---|---|---|---|---|---|
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## ASR config
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<details><summary>expand</summary>
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```
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config: conf/train_asr_transformer.yaml
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print_config: false
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log_level: INFO
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dry_run: false
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iterator_type: sequence
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output_dir: exp/asr_train_asr_transformer_raw_foc_char
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+
ngpu: 1
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seed: 0
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num_workers: 1
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num_att_plot: 3
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dist_backend: nccl
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dist_init_method: env://
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dist_world_size: null
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dist_rank: null
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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: null
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multiprocessing_distributed: false
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unused_parameters: false
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sharded_ddp: false
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cudnn_enabled: true
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cudnn_benchmark: false
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cudnn_deterministic: true
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collect_stats: false
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write_collected_feats: false
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max_epoch: 60
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patience: 5
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val_scheduler_criterion:
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- valid
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- loss
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early_stopping_criterion:
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- valid
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- loss
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- min
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best_model_criterion:
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- - valid
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- acc
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- max
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keep_nbest_models: 10
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nbest_averaging_interval: 0
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grad_clip: 5.0
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grad_clip_type: 2.0
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grad_noise: false
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accum_grad: 8
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no_forward_run: false
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resume: true
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train_dtype: float32
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use_amp: false
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log_interval: null
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use_matplotlib: true
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use_tensorboard: true
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create_graph_in_tensorboard: false
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use_wandb: false
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wandb_project: null
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wandb_id: null
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wandb_entity: null
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wandb_name: null
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wandb_model_log_interval: -1
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detect_anomaly: false
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pretrain_path: null
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init_param:
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- /home/pro-c/yewei/espnet/egs2/mini_an4/asr1/exp/asr_train_asr_transformer_raw_can_char/valid.acc.ave_10best.pth
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ignore_init_mismatch: true
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freeze_param: []
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num_iters_per_epoch: null
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batch_size: 16
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att_r2l_infer_weight: 0.5
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rescore_r2l_max: 5
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valid_batch_size: null
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batch_bins: 1000000
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valid_batch_bins: null
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train_shape_file:
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- exp/asr_stats_raw_foc_char/train/speech_shape
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- exp/asr_stats_raw_foc_char/train/text_shape.char
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valid_shape_file:
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- exp/asr_stats_raw_foc_char/valid/speech_shape
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- exp/asr_stats_raw_foc_char/valid/text_shape.char
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batch_type: folded
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valid_batch_type: null
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fold_length:
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- 80000
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- 150
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sort_in_batch: descending
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sort_batch: descending
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multiple_iterator: false
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chunk_length: 500
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chunk_shift_ratio: 0.5
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num_cache_chunks: 1024
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chunk_excluded_key_prefixes: []
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train_data_path_and_name_and_type:
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- - dump/raw/train/wav.scp
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- speech
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- sound
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- - dump/raw/train/text
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- text
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- text
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valid_data_path_and_name_and_type:
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- - dump/raw/dev/wav.scp
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- speech
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- sound
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- - dump/raw/dev/text
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- text
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- text
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allow_variable_data_keys: false
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max_cache_size: 0.0
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max_cache_fd: 32
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valid_max_cache_size: null
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exclude_weight_decay: false
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exclude_weight_decay_conf: {}
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optim: adam
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optim_conf:
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lr: 0.005
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scheduler: warmuplr
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scheduler_conf:
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warmup_steps: 30000
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token_list:
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- <blank>
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- <unk>
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- <space>
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- '3'
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- '2'
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- '5'
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- g
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- o
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- a
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- n
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- i
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- '4'
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- u
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- e
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- k
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- '1'
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- j
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- y
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- z
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- s
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- h
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- d
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- m
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- l
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- c
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- b
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- f
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- t
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- w
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- p
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- r
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- x
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- v
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- q
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- <sos/eos>
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init: xavier_uniform
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input_size: null
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ctc_conf:
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dropout_rate: 0.0
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ctc_type: builtin
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reduce: true
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ignore_nan_grad: null
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zero_infinity: true
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joint_net_conf: null
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use_preprocessor: true
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token_type: char
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bpemodel: null
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non_linguistic_symbols: null
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cleaner: null
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g2p: null
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speech_volume_normalize: null
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rir_scp: null
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rir_apply_prob: 1.0
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noise_scp: null
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noise_apply_prob: 1.0
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noise_db_range: '13_15'
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short_noise_thres: 0.5
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aux_ctc_tasks: []
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frontend: default
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frontend_conf:
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fs: 16k
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specaug: null
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specaug_conf: {}
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normalize: global_mvn
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normalize_conf:
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stats_file: exp/asr_stats_raw_foc_char/train/feats_stats.npz
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model: espnet
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model_conf:
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ctc_weight: 0.3
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lsm_weight: 0.1
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att_r2l_weight: 0.5
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length_normalized_loss: false
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preencoder: null
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preencoder_conf: {}
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encoder: transformer
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encoder_conf:
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output_size: 256
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attention_heads: 4
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linear_units: 2048
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num_blocks: 12
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dropout_rate: 0.1
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positional_dropout_rate: 0.1
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attention_dropout_rate: 0.0
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input_layer: conv2d
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normalize_before: true
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postencoder: null
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postencoder_conf: {}
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decoder: transformer
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decoder_conf:
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attention_heads: 4
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linear_units: 2048
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num_blocks: 6
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dropout_rate: 0.1
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positional_dropout_rate: 0.1
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self_attention_dropout_rate: 0.0
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src_attention_dropout_rate: 0.0
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preprocessor: default
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preprocessor_conf: {}
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required:
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- output_dir
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- token_list
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version: '202301'
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distributed: false
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```
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</details>
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