Update model
Browse files- README.md +306 -1
- data/en_token_list/bpe_unigram30/bpe.model +3 -0
- exp/asr_stats_raw_en_bpe30_sp/train/feats_stats.npz +3 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/RESULTS.md +32 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/config.yaml +205 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/acc.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/backward_time.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/cer.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/cer_ctc.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/forward_time.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/gpu_max_cached_mem_GB.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/iter_time.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss_att.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss_ctc.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/optim0_lr0.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/optim_step_time.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/train_time.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/wer.png +0 -0
- exp/asr_train_asr_transformer_raw_en_bpe30_sp/valid.acc.ave_10best.pth +3 -0
- exp/lm_train_lm_en_bpe30/23epoch.pth +3 -0
- exp/lm_train_lm_en_bpe30/config.yaml +149 -0
- exp/lm_train_lm_en_bpe30/images/backward_time.png +0 -0
- exp/lm_train_lm_en_bpe30/images/forward_time.png +0 -0
- exp/lm_train_lm_en_bpe30/images/gpu_max_cached_mem_GB.png +0 -0
- exp/lm_train_lm_en_bpe30/images/iter_time.png +0 -0
- exp/lm_train_lm_en_bpe30/images/loss.png +0 -0
- exp/lm_train_lm_en_bpe30/images/optim0_lr0.png +0 -0
- exp/lm_train_lm_en_bpe30/images/optim_step_time.png +0 -0
- exp/lm_train_lm_en_bpe30/images/train_time.png +0 -0
- exp/lm_train_lm_en_bpe30/perplexity_test/ppl +1 -0
- meta.yaml +10 -0
README.md
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---
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+
tags:
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- espnet
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- audio
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- automatic-speech-recognition
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language: en
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datasets:
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- an4
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license: cc-by-4.0
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---
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## ESPnet2 ASR model
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### `jkang/espnet2_an4_transformer`
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This model was trained by jaekookang using an4 recipe in [espnet](https://github.com/espnet/espnet/).
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### Demo: How to use in ESPnet2
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Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
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if you haven't done that already.
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```bash
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cd espnet
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git checkout c8f11ef7f5c571fbcc34d53da449353bd75037ce
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pip install -e .
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cd egs2/an4/asr1
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./run.sh --skip_data_prep false --skip_train true --download_model jkang/espnet2_an4_transformer
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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: `Fri Aug 19 17:38:46 KST 2022`
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- python version: `3.9.12 (main, Apr 5 2022, 06:56:58) [GCC 7.5.0]`
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- espnet version: `espnet 202207`
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- pytorch version: `pytorch 1.10.1`
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- Git hash: `c8f11ef7f5c571fbcc34d53da449353bd75037ce`
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- Commit date: `Fri Aug 19 17:20:13 2022 +0900`
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## asr_train_asr_transformer_raw_en_bpe30_sp
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### WER
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
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|---|---|---|---|---|---|---|---|---|
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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|773|92.0|5.8|2.2|0.4|8.4|33.1|
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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|591|89.5|7.3|3.2|0.5|11.0|41.0|
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### CER
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|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
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|---|---|---|---|---|---|---|---|---|
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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|2565|96.3|1.1|2.6|0.6|4.3|33.1|
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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|1915|94.1|1.9|4.0|0.4|6.3|41.0|
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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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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|2695|96.4|1.1|2.5|0.6|4.1|33.1|
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|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|2015|94.4|1.8|3.8|0.3|6.0|41.0|
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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_en_bpe30_sp
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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: 4
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dist_rank: 0
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local_rank: 0
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dist_master_addr: localhost
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dist_master_port: 43015
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dist_launcher: null
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multiprocessing_distributed: true
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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: 200
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patience: null
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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: 1
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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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ignore_init_mismatch: false
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freeze_param: []
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num_iters_per_epoch: null
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batch_size: 64
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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_en_bpe30_sp/train/speech_shape
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- exp/asr_stats_raw_en_bpe30_sp/train/text_shape.bpe
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valid_shape_file:
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- exp/asr_stats_raw_en_bpe30_sp/valid/speech_shape
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- exp/asr_stats_raw_en_bpe30_sp/valid/text_shape.bpe
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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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train_data_path_and_name_and_type:
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- - dump/raw/train_nodev_sp/wav.scp
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- speech
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- sound
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- - dump/raw/train_nodev_sp/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/train_dev/wav.scp
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- speech
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- sound
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- - dump/raw/train_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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optim: adam
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optim_conf:
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lr: 0.001
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scheduler: warmuplr
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scheduler_conf:
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warmup_steps: 2500
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token_list:
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- <blank>
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- <unk>
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- ▁
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- T
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- E
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- O
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- R
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- Y
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- A
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- H
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- U
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- S
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- I
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- F
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- B
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- L
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- P
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- D
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- G
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- M
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- C
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- V
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- X
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- J
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- K
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- Z
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- W
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- N
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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: bpe
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bpemodel: data/en_token_list/bpe_unigram30/bpe.model
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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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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_en_bpe30_sp/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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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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263 |
+
num_blocks: 6
|
264 |
+
dropout_rate: 0.1
|
265 |
+
positional_dropout_rate: 0.1
|
266 |
+
self_attention_dropout_rate: 0.0
|
267 |
+
src_attention_dropout_rate: 0.0
|
268 |
+
required:
|
269 |
+
- output_dir
|
270 |
+
- token_list
|
271 |
+
version: '202207'
|
272 |
+
distributed: true
|
273 |
+
```
|
274 |
+
|
275 |
+
</details>
|
276 |
+
|
277 |
+
|
278 |
+
|
279 |
+
### Citing ESPnet
|
280 |
+
|
281 |
+
```BibTex
|
282 |
+
@inproceedings{watanabe2018espnet,
|
283 |
+
author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
|
284 |
+
title={{ESPnet}: End-to-End Speech Processing Toolkit},
|
285 |
+
year={2018},
|
286 |
+
booktitle={Proceedings of Interspeech},
|
287 |
+
pages={2207--2211},
|
288 |
+
doi={10.21437/Interspeech.2018-1456},
|
289 |
+
url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
|
290 |
+
}
|
291 |
+
|
292 |
+
|
293 |
+
|
294 |
+
|
295 |
+
```
|
296 |
+
|
297 |
+
or arXiv:
|
298 |
+
|
299 |
+
```bibtex
|
300 |
+
@misc{watanabe2018espnet,
|
301 |
+
title={ESPnet: End-to-End Speech Processing Toolkit},
|
302 |
+
author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
|
303 |
+
year={2018},
|
304 |
+
eprint={1804.00015},
|
305 |
+
archivePrefix={arXiv},
|
306 |
+
primaryClass={cs.CL}
|
307 |
+
}
|
308 |
+
```
|
data/en_token_list/bpe_unigram30/bpe.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
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|
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+
version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:711fda202c8a36a6b2b7e2dfd9eea0b414397420cbd29ec7dafd107f62f5a0e9
|
3 |
+
size 237994
|
exp/asr_stats_raw_en_bpe30_sp/train/feats_stats.npz
ADDED
@@ -0,0 +1,3 @@
|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
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+
oid sha256:3a09378a62d433d3db78f20ed9f1cc3189aa381fb84756c161d2fb9731976412
|
3 |
+
size 1402
|
exp/asr_train_asr_transformer_raw_en_bpe30_sp/RESULTS.md
ADDED
@@ -0,0 +1,32 @@
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+
<!-- Generated by scripts/utils/show_asr_result.sh -->
|
2 |
+
# RESULTS
|
3 |
+
## Environments
|
4 |
+
- date: `Fri Aug 19 17:38:46 KST 2022`
|
5 |
+
- python version: `3.9.12 (main, Apr 5 2022, 06:56:58) [GCC 7.5.0]`
|
6 |
+
- espnet version: `espnet 202207`
|
7 |
+
- pytorch version: `pytorch 1.10.1`
|
8 |
+
- Git hash: `c8f11ef7f5c571fbcc34d53da449353bd75037ce`
|
9 |
+
- Commit date: `Fri Aug 19 17:20:13 2022 +0900`
|
10 |
+
|
11 |
+
## asr_train_asr_transformer_raw_en_bpe30_sp
|
12 |
+
### WER
|
13 |
+
|
14 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
15 |
+
|---|---|---|---|---|---|---|---|---|
|
16 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|773|92.0|5.8|2.2|0.4|8.4|33.1|
|
17 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|591|89.5|7.3|3.2|0.5|11.0|41.0|
|
18 |
+
|
19 |
+
### CER
|
20 |
+
|
21 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
22 |
+
|---|---|---|---|---|---|---|---|---|
|
23 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|2565|96.3|1.1|2.6|0.6|4.3|33.1|
|
24 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|1915|94.1|1.9|4.0|0.4|6.3|41.0|
|
25 |
+
|
26 |
+
### TER
|
27 |
+
|
28 |
+
|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|
29 |
+
|---|---|---|---|---|---|---|---|---|
|
30 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/test|130|2695|96.4|1.1|2.5|0.6|4.1|33.1|
|
31 |
+
|decode_asr_lm_lm_train_lm_en_bpe30_valid.loss.ave_asr_model_valid.acc.ave/train_dev|100|2015|94.4|1.8|3.8|0.3|6.0|41.0|
|
32 |
+
|
exp/asr_train_asr_transformer_raw_en_bpe30_sp/config.yaml
ADDED
@@ -0,0 +1,205 @@
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|
1 |
+
config: conf/train_asr_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_transformer_raw_en_bpe30_sp
|
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: 4
|
14 |
+
dist_rank: 0
|
15 |
+
local_rank: 0
|
16 |
+
dist_master_addr: localhost
|
17 |
+
dist_master_port: 43015
|
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: 200
|
28 |
+
patience: null
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- acc
|
39 |
+
- max
|
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: 1
|
46 |
+
no_forward_run: false
|
47 |
+
resume: true
|
48 |
+
train_dtype: float32
|
49 |
+
use_amp: false
|
50 |
+
log_interval: null
|
51 |
+
use_matplotlib: true
|
52 |
+
use_tensorboard: true
|
53 |
+
create_graph_in_tensorboard: false
|
54 |
+
use_wandb: false
|
55 |
+
wandb_project: null
|
56 |
+
wandb_id: null
|
57 |
+
wandb_entity: null
|
58 |
+
wandb_name: null
|
59 |
+
wandb_model_log_interval: -1
|
60 |
+
detect_anomaly: false
|
61 |
+
pretrain_path: null
|
62 |
+
init_param: []
|
63 |
+
ignore_init_mismatch: false
|
64 |
+
freeze_param: []
|
65 |
+
num_iters_per_epoch: null
|
66 |
+
batch_size: 64
|
67 |
+
valid_batch_size: null
|
68 |
+
batch_bins: 1000000
|
69 |
+
valid_batch_bins: null
|
70 |
+
train_shape_file:
|
71 |
+
- exp/asr_stats_raw_en_bpe30_sp/train/speech_shape
|
72 |
+
- exp/asr_stats_raw_en_bpe30_sp/train/text_shape.bpe
|
73 |
+
valid_shape_file:
|
74 |
+
- exp/asr_stats_raw_en_bpe30_sp/valid/speech_shape
|
75 |
+
- exp/asr_stats_raw_en_bpe30_sp/valid/text_shape.bpe
|
76 |
+
batch_type: folded
|
77 |
+
valid_batch_type: null
|
78 |
+
fold_length:
|
79 |
+
- 80000
|
80 |
+
- 150
|
81 |
+
sort_in_batch: descending
|
82 |
+
sort_batch: descending
|
83 |
+
multiple_iterator: false
|
84 |
+
chunk_length: 500
|
85 |
+
chunk_shift_ratio: 0.5
|
86 |
+
num_cache_chunks: 1024
|
87 |
+
train_data_path_and_name_and_type:
|
88 |
+
- - dump/raw/train_nodev_sp/wav.scp
|
89 |
+
- speech
|
90 |
+
- sound
|
91 |
+
- - dump/raw/train_nodev_sp/text
|
92 |
+
- text
|
93 |
+
- text
|
94 |
+
valid_data_path_and_name_and_type:
|
95 |
+
- - dump/raw/train_dev/wav.scp
|
96 |
+
- speech
|
97 |
+
- sound
|
98 |
+
- - dump/raw/train_dev/text
|
99 |
+
- text
|
100 |
+
- text
|
101 |
+
allow_variable_data_keys: false
|
102 |
+
max_cache_size: 0.0
|
103 |
+
max_cache_fd: 32
|
104 |
+
valid_max_cache_size: null
|
105 |
+
optim: adam
|
106 |
+
optim_conf:
|
107 |
+
lr: 0.001
|
108 |
+
scheduler: warmuplr
|
109 |
+
scheduler_conf:
|
110 |
+
warmup_steps: 2500
|
111 |
+
token_list:
|
112 |
+
- <blank>
|
113 |
+
- <unk>
|
114 |
+
- ▁
|
115 |
+
- T
|
116 |
+
- E
|
117 |
+
- O
|
118 |
+
- R
|
119 |
+
- Y
|
120 |
+
- A
|
121 |
+
- H
|
122 |
+
- U
|
123 |
+
- S
|
124 |
+
- I
|
125 |
+
- F
|
126 |
+
- B
|
127 |
+
- L
|
128 |
+
- P
|
129 |
+
- D
|
130 |
+
- G
|
131 |
+
- M
|
132 |
+
- C
|
133 |
+
- V
|
134 |
+
- X
|
135 |
+
- J
|
136 |
+
- K
|
137 |
+
- Z
|
138 |
+
- W
|
139 |
+
- N
|
140 |
+
- Q
|
141 |
+
- <sos/eos>
|
142 |
+
init: xavier_uniform
|
143 |
+
input_size: null
|
144 |
+
ctc_conf:
|
145 |
+
dropout_rate: 0.0
|
146 |
+
ctc_type: builtin
|
147 |
+
reduce: true
|
148 |
+
ignore_nan_grad: null
|
149 |
+
zero_infinity: true
|
150 |
+
joint_net_conf: null
|
151 |
+
use_preprocessor: true
|
152 |
+
token_type: bpe
|
153 |
+
bpemodel: data/en_token_list/bpe_unigram30/bpe.model
|
154 |
+
non_linguistic_symbols: null
|
155 |
+
cleaner: null
|
156 |
+
g2p: null
|
157 |
+
speech_volume_normalize: null
|
158 |
+
rir_scp: null
|
159 |
+
rir_apply_prob: 1.0
|
160 |
+
noise_scp: null
|
161 |
+
noise_apply_prob: 1.0
|
162 |
+
noise_db_range: '13_15'
|
163 |
+
short_noise_thres: 0.5
|
164 |
+
frontend: default
|
165 |
+
frontend_conf:
|
166 |
+
fs: 16k
|
167 |
+
specaug: null
|
168 |
+
specaug_conf: {}
|
169 |
+
normalize: global_mvn
|
170 |
+
normalize_conf:
|
171 |
+
stats_file: exp/asr_stats_raw_en_bpe30_sp/train/feats_stats.npz
|
172 |
+
model: espnet
|
173 |
+
model_conf:
|
174 |
+
ctc_weight: 0.3
|
175 |
+
lsm_weight: 0.1
|
176 |
+
length_normalized_loss: false
|
177 |
+
preencoder: null
|
178 |
+
preencoder_conf: {}
|
179 |
+
encoder: transformer
|
180 |
+
encoder_conf:
|
181 |
+
output_size: 256
|
182 |
+
attention_heads: 4
|
183 |
+
linear_units: 2048
|
184 |
+
num_blocks: 12
|
185 |
+
dropout_rate: 0.1
|
186 |
+
positional_dropout_rate: 0.1
|
187 |
+
attention_dropout_rate: 0.0
|
188 |
+
input_layer: conv2d
|
189 |
+
normalize_before: true
|
190 |
+
postencoder: null
|
191 |
+
postencoder_conf: {}
|
192 |
+
decoder: transformer
|
193 |
+
decoder_conf:
|
194 |
+
attention_heads: 4
|
195 |
+
linear_units: 2048
|
196 |
+
num_blocks: 6
|
197 |
+
dropout_rate: 0.1
|
198 |
+
positional_dropout_rate: 0.1
|
199 |
+
self_attention_dropout_rate: 0.0
|
200 |
+
src_attention_dropout_rate: 0.0
|
201 |
+
required:
|
202 |
+
- output_dir
|
203 |
+
- token_list
|
204 |
+
version: '202207'
|
205 |
+
distributed: true
|
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/acc.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/backward_time.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/cer.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/cer_ctc.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/forward_time.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/gpu_max_cached_mem_GB.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/iter_time.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss_att.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/loss_ctc.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/optim0_lr0.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/optim_step_time.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/train_time.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/images/wer.png
ADDED
exp/asr_train_asr_transformer_raw_en_bpe30_sp/valid.acc.ave_10best.pth
ADDED
@@ -0,0 +1,3 @@
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1 |
+
version https://git-lfs.github.com/spec/v1
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+
oid sha256:2fa42f575245ed4af7176e4393ec048c6cc65dc06d42c9f8441a9ad33e02959b
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+
size 108678629
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exp/lm_train_lm_en_bpe30/23epoch.pth
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:9354b3d36b3da2d2a0f54a8efe50fa6df1f696c260a80854614809d835f85fab
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+
size 27239903
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exp/lm_train_lm_en_bpe30/config.yaml
ADDED
@@ -0,0 +1,149 @@
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config: conf/train_lm.yaml
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2 |
+
print_config: false
|
3 |
+
log_level: INFO
|
4 |
+
dry_run: false
|
5 |
+
iterator_type: sequence
|
6 |
+
output_dir: exp/lm_train_lm_en_bpe30
|
7 |
+
ngpu: 1
|
8 |
+
seed: 0
|
9 |
+
num_workers: 1
|
10 |
+
num_att_plot: 3
|
11 |
+
dist_backend: nccl
|
12 |
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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: 42755
|
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: 40
|
28 |
+
patience: null
|
29 |
+
val_scheduler_criterion:
|
30 |
+
- valid
|
31 |
+
- loss
|
32 |
+
early_stopping_criterion:
|
33 |
+
- valid
|
34 |
+
- loss
|
35 |
+
- min
|
36 |
+
best_model_criterion:
|
37 |
+
- - valid
|
38 |
+
- loss
|
39 |
+
- min
|
40 |
+
keep_nbest_models: 1
|
41 |
+
nbest_averaging_interval: 0
|
42 |
+
grad_clip: 5.0
|
43 |
+
grad_clip_type: 2.0
|
44 |
+
grad_noise: false
|
45 |
+
accum_grad: 1
|
46 |
+
no_forward_run: false
|
47 |
+
resume: true
|
48 |
+
train_dtype: float32
|
49 |
+
use_amp: false
|
50 |
+
log_interval: null
|
51 |
+
use_matplotlib: true
|
52 |
+
use_tensorboard: true
|
53 |
+
create_graph_in_tensorboard: false
|
54 |
+
use_wandb: false
|
55 |
+
wandb_project: null
|
56 |
+
wandb_id: null
|
57 |
+
wandb_entity: null
|
58 |
+
wandb_name: null
|
59 |
+
wandb_model_log_interval: -1
|
60 |
+
detect_anomaly: false
|
61 |
+
pretrain_path: null
|
62 |
+
init_param: []
|
63 |
+
ignore_init_mismatch: false
|
64 |
+
freeze_param: []
|
65 |
+
num_iters_per_epoch: null
|
66 |
+
batch_size: 256
|
67 |
+
valid_batch_size: null
|
68 |
+
batch_bins: 1000000
|
69 |
+
valid_batch_bins: null
|
70 |
+
train_shape_file:
|
71 |
+
- exp/lm_stats_en_bpe30/train/text_shape.bpe
|
72 |
+
valid_shape_file:
|
73 |
+
- exp/lm_stats_en_bpe30/valid/text_shape.bpe
|
74 |
+
batch_type: folded
|
75 |
+
valid_batch_type: null
|
76 |
+
fold_length:
|
77 |
+
- 150
|
78 |
+
sort_in_batch: descending
|
79 |
+
sort_batch: descending
|
80 |
+
multiple_iterator: false
|
81 |
+
chunk_length: 500
|
82 |
+
chunk_shift_ratio: 0.5
|
83 |
+
num_cache_chunks: 1024
|
84 |
+
train_data_path_and_name_and_type:
|
85 |
+
- - dump/raw/lm_train.txt
|
86 |
+
- text
|
87 |
+
- text
|
88 |
+
valid_data_path_and_name_and_type:
|
89 |
+
- - dump/raw/train_dev/text
|
90 |
+
- text
|
91 |
+
- text
|
92 |
+
allow_variable_data_keys: false
|
93 |
+
max_cache_size: 0.0
|
94 |
+
max_cache_fd: 32
|
95 |
+
valid_max_cache_size: null
|
96 |
+
optim: adam
|
97 |
+
optim_conf:
|
98 |
+
lr: 0.1
|
99 |
+
scheduler: null
|
100 |
+
scheduler_conf: {}
|
101 |
+
token_list:
|
102 |
+
- <blank>
|
103 |
+
- <unk>
|
104 |
+
- ▁
|
105 |
+
- T
|
106 |
+
- E
|
107 |
+
- O
|
108 |
+
- R
|
109 |
+
- Y
|
110 |
+
- A
|
111 |
+
- H
|
112 |
+
- U
|
113 |
+
- S
|
114 |
+
- I
|
115 |
+
- F
|
116 |
+
- B
|
117 |
+
- L
|
118 |
+
- P
|
119 |
+
- D
|
120 |
+
- G
|
121 |
+
- M
|
122 |
+
- C
|
123 |
+
- V
|
124 |
+
- X
|
125 |
+
- J
|
126 |
+
- K
|
127 |
+
- Z
|
128 |
+
- W
|
129 |
+
- N
|
130 |
+
- Q
|
131 |
+
- <sos/eos>
|
132 |
+
init: null
|
133 |
+
model_conf:
|
134 |
+
ignore_id: 0
|
135 |
+
use_preprocessor: true
|
136 |
+
token_type: bpe
|
137 |
+
bpemodel: data/en_token_list/bpe_unigram30/bpe.model
|
138 |
+
non_linguistic_symbols: null
|
139 |
+
cleaner: null
|
140 |
+
g2p: null
|
141 |
+
lm: seq_rnn
|
142 |
+
lm_conf:
|
143 |
+
unit: 650
|
144 |
+
nlayers: 2
|
145 |
+
required:
|
146 |
+
- output_dir
|
147 |
+
- token_list
|
148 |
+
version: '202207'
|
149 |
+
distributed: true
|
exp/lm_train_lm_en_bpe30/images/backward_time.png
ADDED
exp/lm_train_lm_en_bpe30/images/forward_time.png
ADDED
exp/lm_train_lm_en_bpe30/images/gpu_max_cached_mem_GB.png
ADDED
exp/lm_train_lm_en_bpe30/images/iter_time.png
ADDED
exp/lm_train_lm_en_bpe30/images/loss.png
ADDED
exp/lm_train_lm_en_bpe30/images/optim0_lr0.png
ADDED
exp/lm_train_lm_en_bpe30/images/optim_step_time.png
ADDED
exp/lm_train_lm_en_bpe30/images/train_time.png
ADDED
exp/lm_train_lm_en_bpe30/perplexity_test/ppl
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
7.336515906190722
|
meta.yaml
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
espnet: '202207'
|
2 |
+
files:
|
3 |
+
asr_model_file: exp/asr_train_asr_transformer_raw_en_bpe30_sp/valid.acc.ave_10best.pth
|
4 |
+
lm_file: exp/lm_train_lm_en_bpe30/23epoch.pth
|
5 |
+
python: "3.9.12 (main, Apr 5 2022, 06:56:58) \n[GCC 7.5.0]"
|
6 |
+
timestamp: 1660898327.418722
|
7 |
+
torch: 1.10.1
|
8 |
+
yaml_files:
|
9 |
+
asr_train_config: exp/asr_train_asr_transformer_raw_en_bpe30_sp/config.yaml
|
10 |
+
lm_train_config: exp/lm_train_lm_en_bpe30/config.yaml
|