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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1.log

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+# python3 -m espnet2.bin.mt_train --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.1.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.1.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml 
+# Started at Tue Sep 24 23:27:25 CST 2024
+#
+/home/stan/miniconda3/envs/espnet_codec/bin/python3 /mnt/data/stan/codec_espnet/espnet2/bin/mt_train.py --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.1.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.1.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,316 (abs_task:1323) INFO: Skipping model building in collect_stats stage.
+[rootroot-desktop] 2024-09-24 23:27:34,316 (abs_task:1411) INFO: Saving the configuration in exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/config.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,326 (abs_task:1422) INFO: Namespace(config='conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml', print_config=False, log_level='INFO', drop_last_iter=False, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1', ngpu=0, seed=0, num_workers=1, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=True, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=400, patience=10, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=['valid', 'acc', 'max'], best_model_criterion=[['valid', 'acc', 'max']], keep_nbest_models=5, nbest_averaging_interval=0, grad_clip=5.0, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=False, max_loss_scale=10000000000.0, log_interval=1000, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=None, batch_size=20, valid_batch_size=None, batch_bins=100000000, valid_batch_bins=None, train_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.1.scp'], valid_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.1.scp'], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, train_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec', 'src_text', 'kaldi_ark')], valid_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec', 'src_text', 'kaldi_ark')], multi_task_dataset=False, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adam', optim_conf={'lr': 5e-05}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 25000}, token_list='data/en_token_list/char/tgt_tokens.txt', src_token_list='data/en_token_list/null_codec/src_tokens.txt', init='xavier_uniform', input_size=None, ctc_conf={'dropout_rate': 0.0, 'ctc_type': 'builtin', 'reduce': True, 'ignore_nan_grad': None, 'zero_infinity': True, 'brctc_risk_strategy': 'exp', 'brctc_group_strategy': 'end', 'brctc_risk_factor': 0.0}, use_preprocessor=True, token_type='char', src_token_type=None, bpemodel=None, src_bpemodel=None, non_linguistic_symbols=None, cleaner=None, g2p=None, tokenizer_encode_conf=None, src_tokenizer_encode_conf=None, frontend='codec', frontend_conf={'token_bias': 2, 'patch_size': 8, 'positional_dropout_rate': 0.1, 'codec_choice': 'ESPnet', 'codec_fs': 16000, 'hf_model_tag': 'espnet/mls-audioset_encodec_16k_360epoch'}, specaug='specaug', specaug_conf={'apply_time_warp': True, 'time_warp_window': 5, 'time_warp_mode': 'bicubic', 'apply_freq_mask': True, 'freq_mask_width_range': [0, 30], 'num_freq_mask': 2, 'apply_time_mask': True, 'time_mask_width_range': [0, 40], 'num_time_mask': 2}, preencoder=None, preencoder_conf={}, encoder='e_branchformer', encoder_conf={'output_size': 256, 'attention_heads': 4, 'attention_layer_type': 'rel_selfattn', 'pos_enc_layer_type': 'rel_pos', 'rel_pos_type': 'latest', 'cgmlp_linear_units': 1024, 'cgmlp_conv_kernel': 31, 'use_linear_after_conv': False, 'gate_activation': 'identity', 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'attention_dropout_rate': 0.1, 'input_layer': 'conv1d2', 'layer_drop_rate': 0.0, 'linear_units': 1024, 'positionwise_layer_type': 'linear', 'use_ffn': True, 'macaron_ffn': True, 'merge_conv_kernel': 31}, postencoder=None, postencoder_conf={}, decoder='transformer', decoder_conf={'attention_heads': 8, 'linear_units': 1024, 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'self_attention_dropout_rate': 0.0, 'src_attention_dropout_rate': 0.0}, model='discrete_asr', model_conf={'ctc_weight': 0.3, 'lsm_weight': 0.1, 'patch_size': 8, 'length_normalized_loss': False, 'share_decoder_input_output_embed': False, 'share_encoder_decoder_input_embed': False, 'extract_feats_in_collect_stats': False}, required=['output_dir', 'src_token_list', 'token_list'], version='202402', distributed=False)
+[rootroot-desktop] 2024-09-24 23:28:38,124 (collect_stats:107) INFO: Niter: 1000
+[rootroot-desktop] 2024-09-24 23:29:39,617 (collect_stats:107) INFO: Niter: 2000
+# Accounting: time=138 threads=1
+# Ended (code 0) at Tue Sep 24 23:29:43 CST 2024, elapsed time 138 seconds

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/config.yaml

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+config: conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: true
+sharded_ddp: false
+use_fsdp: false
+min_num_params_fsdp: 30000000.0
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: true
+write_collected_feats: false
+max_epoch: 400
+patience: 10
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- acc
+- max
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: false
+train_dtype: float32
+use_amp: false
+max_loss_scale: 10000000000.0
+log_interval: 1000
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 100000000
+valid_batch_bins: null
+train_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.1.scp
+valid_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.1.scp
+batch_type: numel
+valid_batch_type: null
+fold_length: []
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec
+    - src_text
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec
+    - src_text
+    - kaldi_ark
+multi_task_dataset: false
+sharded_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 5.0e-05
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list: data/en_token_list/char/tgt_tokens.txt
+src_token_list: data/en_token_list/null_codec/src_tokens.txt
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+use_preprocessor: true
+token_type: char
+src_token_type: null
+bpemodel: null
+src_bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+tokenizer_encode_conf: null
+src_tokenizer_encode_conf: null
+frontend: codec
+frontend_conf:
+    token_bias: 2
+    patch_size: 8
+    positional_dropout_rate: 0.1
+    codec_choice: ESPnet
+    codec_fs: 16000
+    hf_model_tag: espnet/mls-audioset_encodec_16k_360epoch
+specaug: specaug
+specaug_conf:
+    apply_time_warp: true
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv1d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    linear_units: 1024
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+model: discrete_asr
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    patch_size: 8
+    length_normalized_loss: false
+    share_decoder_input_output_embed: false
+    share_encoder_decoder_input_embed: false
+    extract_feats_in_collect_stats: false
+required:
+- output_dir
+- src_token_list
+- token_list
+version: '202402'
+distributed: false

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/train/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/train/stats_keys

@@ -0,0 +1 @@
+

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/valid/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.1/valid/src_text_shape

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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2.log

@@ -0,0 +1,11 @@
+# python3 -m espnet2.bin.mt_train --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.2.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.2.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml 
+# Started at Tue Sep 24 23:27:25 CST 2024
+#
+/home/stan/miniconda3/envs/espnet_codec/bin/python3 /mnt/data/stan/codec_espnet/espnet2/bin/mt_train.py --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.2.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.2.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+[rootroot-desktop] 2024-09-24 23:27:35,011 (abs_task:1323) INFO: Skipping model building in collect_stats stage.
+[rootroot-desktop] 2024-09-24 23:27:35,012 (abs_task:1411) INFO: Saving the configuration in exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2/config.yaml
+[rootroot-desktop] 2024-09-24 23:27:35,021 (abs_task:1422) INFO: Namespace(config='conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml', print_config=False, log_level='INFO', drop_last_iter=False, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2', ngpu=0, seed=0, num_workers=1, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=True, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=400, patience=10, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=['valid', 'acc', 'max'], best_model_criterion=[['valid', 'acc', 'max']], keep_nbest_models=5, nbest_averaging_interval=0, grad_clip=5.0, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=False, max_loss_scale=10000000000.0, log_interval=1000, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=None, batch_size=20, valid_batch_size=None, batch_bins=100000000, valid_batch_bins=None, train_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.2.scp'], valid_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.2.scp'], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, train_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec', 'src_text', 'kaldi_ark')], valid_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec', 'src_text', 'kaldi_ark')], multi_task_dataset=False, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adam', optim_conf={'lr': 5e-05}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 25000}, token_list='data/en_token_list/char/tgt_tokens.txt', src_token_list='data/en_token_list/null_codec/src_tokens.txt', init='xavier_uniform', input_size=None, ctc_conf={'dropout_rate': 0.0, 'ctc_type': 'builtin', 'reduce': True, 'ignore_nan_grad': None, 'zero_infinity': True, 'brctc_risk_strategy': 'exp', 'brctc_group_strategy': 'end', 'brctc_risk_factor': 0.0}, use_preprocessor=True, token_type='char', src_token_type=None, bpemodel=None, src_bpemodel=None, non_linguistic_symbols=None, cleaner=None, g2p=None, tokenizer_encode_conf=None, src_tokenizer_encode_conf=None, frontend='codec', frontend_conf={'token_bias': 2, 'patch_size': 8, 'positional_dropout_rate': 0.1, 'codec_choice': 'ESPnet', 'codec_fs': 16000, 'hf_model_tag': 'espnet/mls-audioset_encodec_16k_360epoch'}, specaug='specaug', specaug_conf={'apply_time_warp': True, 'time_warp_window': 5, 'time_warp_mode': 'bicubic', 'apply_freq_mask': True, 'freq_mask_width_range': [0, 30], 'num_freq_mask': 2, 'apply_time_mask': True, 'time_mask_width_range': [0, 40], 'num_time_mask': 2}, preencoder=None, preencoder_conf={}, encoder='e_branchformer', encoder_conf={'output_size': 256, 'attention_heads': 4, 'attention_layer_type': 'rel_selfattn', 'pos_enc_layer_type': 'rel_pos', 'rel_pos_type': 'latest', 'cgmlp_linear_units': 1024, 'cgmlp_conv_kernel': 31, 'use_linear_after_conv': False, 'gate_activation': 'identity', 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'attention_dropout_rate': 0.1, 'input_layer': 'conv1d2', 'layer_drop_rate': 0.0, 'linear_units': 1024, 'positionwise_layer_type': 'linear', 'use_ffn': True, 'macaron_ffn': True, 'merge_conv_kernel': 31}, postencoder=None, postencoder_conf={}, decoder='transformer', decoder_conf={'attention_heads': 8, 'linear_units': 1024, 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'self_attention_dropout_rate': 0.0, 'src_attention_dropout_rate': 0.0}, model='discrete_asr', model_conf={'ctc_weight': 0.3, 'lsm_weight': 0.1, 'patch_size': 8, 'length_normalized_loss': False, 'share_decoder_input_output_embed': False, 'share_encoder_decoder_input_embed': False, 'extract_feats_in_collect_stats': False}, required=['output_dir', 'src_token_list', 'token_list'], version='202402', distributed=False)
+[rootroot-desktop] 2024-09-24 23:28:37,623 (collect_stats:107) INFO: Niter: 1000
+[rootroot-desktop] 2024-09-24 23:29:38,286 (collect_stats:107) INFO: Niter: 2000
+# Accounting: time=137 threads=1
+# Ended (code 0) at Tue Sep 24 23:29:42 CST 2024, elapsed time 137 seconds

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2/config.yaml

@@ -0,0 +1,220 @@
+config: conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: true
+sharded_ddp: false
+use_fsdp: false
+min_num_params_fsdp: 30000000.0
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: true
+write_collected_feats: false
+max_epoch: 400
+patience: 10
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- acc
+- max
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: false
+train_dtype: float32
+use_amp: false
+max_loss_scale: 10000000000.0
+log_interval: 1000
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 100000000
+valid_batch_bins: null
+train_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.2.scp
+valid_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.2.scp
+batch_type: numel
+valid_batch_type: null
+fold_length: []
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec
+    - src_text
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec
+    - src_text
+    - kaldi_ark
+multi_task_dataset: false
+sharded_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 5.0e-05
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list: data/en_token_list/char/tgt_tokens.txt
+src_token_list: data/en_token_list/null_codec/src_tokens.txt
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+use_preprocessor: true
+token_type: char
+src_token_type: null
+bpemodel: null
+src_bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+tokenizer_encode_conf: null
+src_tokenizer_encode_conf: null
+frontend: codec
+frontend_conf:
+    token_bias: 2
+    patch_size: 8
+    positional_dropout_rate: 0.1
+    codec_choice: ESPnet
+    codec_fs: 16000
+    hf_model_tag: espnet/mls-audioset_encodec_16k_360epoch
+specaug: specaug
+specaug_conf:
+    apply_time_warp: true
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv1d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    linear_units: 1024
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+model: discrete_asr
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    patch_size: 8
+    length_normalized_loss: false
+    share_decoder_input_output_embed: false
+    share_encoder_decoder_input_embed: false
+    extract_feats_in_collect_stats: false
+required:
+- output_dir
+- src_token_list
+- token_list
+version: '202402'
+distributed: false

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2/train/batch_keys

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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2/train/stats_keys

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+

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.2/valid/batch_keys

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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3.log

@@ -0,0 +1,11 @@
+# python3 -m espnet2.bin.mt_train --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.3.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.3.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml 
+# Started at Tue Sep 24 23:27:25 CST 2024
+#
+/home/stan/miniconda3/envs/espnet_codec/bin/python3 /mnt/data/stan/codec_espnet/espnet2/bin/mt_train.py --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.3.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.3.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,859 (abs_task:1323) INFO: Skipping model building in collect_stats stage.
+[rootroot-desktop] 2024-09-24 23:27:34,859 (abs_task:1411) INFO: Saving the configuration in exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/config.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,869 (abs_task:1422) INFO: Namespace(config='conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml', print_config=False, log_level='INFO', drop_last_iter=False, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3', ngpu=0, seed=0, num_workers=1, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=True, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=400, patience=10, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=['valid', 'acc', 'max'], best_model_criterion=[['valid', 'acc', 'max']], keep_nbest_models=5, nbest_averaging_interval=0, grad_clip=5.0, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=False, max_loss_scale=10000000000.0, log_interval=1000, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=None, batch_size=20, valid_batch_size=None, batch_bins=100000000, valid_batch_bins=None, train_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.3.scp'], valid_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.3.scp'], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, train_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec', 'src_text', 'kaldi_ark')], valid_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec', 'src_text', 'kaldi_ark')], multi_task_dataset=False, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adam', optim_conf={'lr': 5e-05}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 25000}, token_list='data/en_token_list/char/tgt_tokens.txt', src_token_list='data/en_token_list/null_codec/src_tokens.txt', init='xavier_uniform', input_size=None, ctc_conf={'dropout_rate': 0.0, 'ctc_type': 'builtin', 'reduce': True, 'ignore_nan_grad': None, 'zero_infinity': True, 'brctc_risk_strategy': 'exp', 'brctc_group_strategy': 'end', 'brctc_risk_factor': 0.0}, use_preprocessor=True, token_type='char', src_token_type=None, bpemodel=None, src_bpemodel=None, non_linguistic_symbols=None, cleaner=None, g2p=None, tokenizer_encode_conf=None, src_tokenizer_encode_conf=None, frontend='codec', frontend_conf={'token_bias': 2, 'patch_size': 8, 'positional_dropout_rate': 0.1, 'codec_choice': 'ESPnet', 'codec_fs': 16000, 'hf_model_tag': 'espnet/mls-audioset_encodec_16k_360epoch'}, specaug='specaug', specaug_conf={'apply_time_warp': True, 'time_warp_window': 5, 'time_warp_mode': 'bicubic', 'apply_freq_mask': True, 'freq_mask_width_range': [0, 30], 'num_freq_mask': 2, 'apply_time_mask': True, 'time_mask_width_range': [0, 40], 'num_time_mask': 2}, preencoder=None, preencoder_conf={}, encoder='e_branchformer', encoder_conf={'output_size': 256, 'attention_heads': 4, 'attention_layer_type': 'rel_selfattn', 'pos_enc_layer_type': 'rel_pos', 'rel_pos_type': 'latest', 'cgmlp_linear_units': 1024, 'cgmlp_conv_kernel': 31, 'use_linear_after_conv': False, 'gate_activation': 'identity', 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'attention_dropout_rate': 0.1, 'input_layer': 'conv1d2', 'layer_drop_rate': 0.0, 'linear_units': 1024, 'positionwise_layer_type': 'linear', 'use_ffn': True, 'macaron_ffn': True, 'merge_conv_kernel': 31}, postencoder=None, postencoder_conf={}, decoder='transformer', decoder_conf={'attention_heads': 8, 'linear_units': 1024, 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'self_attention_dropout_rate': 0.0, 'src_attention_dropout_rate': 0.0}, model='discrete_asr', model_conf={'ctc_weight': 0.3, 'lsm_weight': 0.1, 'patch_size': 8, 'length_normalized_loss': False, 'share_decoder_input_output_embed': False, 'share_encoder_decoder_input_embed': False, 'extract_feats_in_collect_stats': False}, required=['output_dir', 'src_token_list', 'token_list'], version='202402', distributed=False)
+[rootroot-desktop] 2024-09-24 23:28:37,926 (collect_stats:107) INFO: Niter: 1000
+[rootroot-desktop] 2024-09-24 23:29:38,909 (collect_stats:107) INFO: Niter: 2000
+# Accounting: time=138 threads=1
+# Ended (code 0) at Tue Sep 24 23:29:43 CST 2024, elapsed time 138 seconds

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/config.yaml

@@ -0,0 +1,220 @@
+config: conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
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+- loss
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+- valid
+- acc
+- max
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+-   - valid
+    - acc
+    - max
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+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.3.scp
+valid_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.3.scp
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+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec
+    - src_text
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec
+    - src_text
+    - kaldi_ark
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+    - 0
+    - 30
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+    - 0
+    - 40
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+    attention_layer_type: rel_selfattn
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+    rel_pos_type: latest
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+    input_layer: conv1d2
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+model: discrete_asr
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+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    patch_size: 8
+    length_normalized_loss: false
+    share_decoder_input_output_embed: false
+    share_encoder_decoder_input_embed: false
+    extract_feats_in_collect_stats: false
+required:
+- output_dir
+- src_token_list
+- token_list
+version: '202402'
+distributed: false

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/train/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/train/stats_keys

@@ -0,0 +1 @@
+

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/valid/batch_keys

@@ -0,0 +1,2 @@
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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.3/valid/stats_keys

@@ -0,0 +1 @@
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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4.log

@@ -0,0 +1,11 @@
+# python3 -m espnet2.bin.mt_train --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.4.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.4.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml 
+# Started at Tue Sep 24 23:27:25 CST 2024
+#
+/home/stan/miniconda3/envs/espnet_codec/bin/python3 /mnt/data/stan/codec_espnet/espnet2/bin/mt_train.py --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.4.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.4.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+[rootroot-desktop] 2024-09-24 23:27:35,011 (abs_task:1323) INFO: Skipping model building in collect_stats stage.
+[rootroot-desktop] 2024-09-24 23:27:35,012 (abs_task:1411) INFO: Saving the configuration in exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/config.yaml
+[rootroot-desktop] 2024-09-24 23:27:35,022 (abs_task:1422) INFO: Namespace(config='conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml', print_config=False, log_level='INFO', drop_last_iter=False, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4', ngpu=0, seed=0, num_workers=1, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=True, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=400, patience=10, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=['valid', 'acc', 'max'], best_model_criterion=[['valid', 'acc', 'max']], keep_nbest_models=5, nbest_averaging_interval=0, grad_clip=5.0, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=False, max_loss_scale=10000000000.0, log_interval=1000, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=None, batch_size=20, valid_batch_size=None, batch_bins=100000000, valid_batch_bins=None, train_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.4.scp'], valid_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.4.scp'], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, train_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec', 'src_text', 'kaldi_ark')], valid_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec', 'src_text', 'kaldi_ark')], multi_task_dataset=False, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adam', optim_conf={'lr': 5e-05}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 25000}, token_list='data/en_token_list/char/tgt_tokens.txt', src_token_list='data/en_token_list/null_codec/src_tokens.txt', init='xavier_uniform', input_size=None, ctc_conf={'dropout_rate': 0.0, 'ctc_type': 'builtin', 'reduce': True, 'ignore_nan_grad': None, 'zero_infinity': True, 'brctc_risk_strategy': 'exp', 'brctc_group_strategy': 'end', 'brctc_risk_factor': 0.0}, use_preprocessor=True, token_type='char', src_token_type=None, bpemodel=None, src_bpemodel=None, non_linguistic_symbols=None, cleaner=None, g2p=None, tokenizer_encode_conf=None, src_tokenizer_encode_conf=None, frontend='codec', frontend_conf={'token_bias': 2, 'patch_size': 8, 'positional_dropout_rate': 0.1, 'codec_choice': 'ESPnet', 'codec_fs': 16000, 'hf_model_tag': 'espnet/mls-audioset_encodec_16k_360epoch'}, specaug='specaug', specaug_conf={'apply_time_warp': True, 'time_warp_window': 5, 'time_warp_mode': 'bicubic', 'apply_freq_mask': True, 'freq_mask_width_range': [0, 30], 'num_freq_mask': 2, 'apply_time_mask': True, 'time_mask_width_range': [0, 40], 'num_time_mask': 2}, preencoder=None, preencoder_conf={}, encoder='e_branchformer', encoder_conf={'output_size': 256, 'attention_heads': 4, 'attention_layer_type': 'rel_selfattn', 'pos_enc_layer_type': 'rel_pos', 'rel_pos_type': 'latest', 'cgmlp_linear_units': 1024, 'cgmlp_conv_kernel': 31, 'use_linear_after_conv': False, 'gate_activation': 'identity', 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'attention_dropout_rate': 0.1, 'input_layer': 'conv1d2', 'layer_drop_rate': 0.0, 'linear_units': 1024, 'positionwise_layer_type': 'linear', 'use_ffn': True, 'macaron_ffn': True, 'merge_conv_kernel': 31}, postencoder=None, postencoder_conf={}, decoder='transformer', decoder_conf={'attention_heads': 8, 'linear_units': 1024, 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'self_attention_dropout_rate': 0.0, 'src_attention_dropout_rate': 0.0}, model='discrete_asr', model_conf={'ctc_weight': 0.3, 'lsm_weight': 0.1, 'patch_size': 8, 'length_normalized_loss': False, 'share_decoder_input_output_embed': False, 'share_encoder_decoder_input_embed': False, 'extract_feats_in_collect_stats': False}, required=['output_dir', 'src_token_list', 'token_list'], version='202402', distributed=False)
+[rootroot-desktop] 2024-09-24 23:28:38,922 (collect_stats:107) INFO: Niter: 1000
+[rootroot-desktop] 2024-09-24 23:29:39,395 (collect_stats:107) INFO: Niter: 2000
+# Accounting: time=138 threads=1
+# Ended (code 0) at Tue Sep 24 23:29:43 CST 2024, elapsed time 138 seconds

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/config.yaml

@@ -0,0 +1,220 @@
+config: conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: true
+sharded_ddp: false
+use_fsdp: false
+min_num_params_fsdp: 30000000.0
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: true
+write_collected_feats: false
+max_epoch: 400
+patience: 10
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- acc
+- max
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: false
+train_dtype: float32
+use_amp: false
+max_loss_scale: 10000000000.0
+log_interval: 1000
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 100000000
+valid_batch_bins: null
+train_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.4.scp
+valid_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.4.scp
+batch_type: numel
+valid_batch_type: null
+fold_length: []
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec
+    - src_text
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec
+    - src_text
+    - kaldi_ark
+multi_task_dataset: false
+sharded_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 5.0e-05
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list: data/en_token_list/char/tgt_tokens.txt
+src_token_list: data/en_token_list/null_codec/src_tokens.txt
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+use_preprocessor: true
+token_type: char
+src_token_type: null
+bpemodel: null
+src_bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+tokenizer_encode_conf: null
+src_tokenizer_encode_conf: null
+frontend: codec
+frontend_conf:
+    token_bias: 2
+    patch_size: 8
+    positional_dropout_rate: 0.1
+    codec_choice: ESPnet
+    codec_fs: 16000
+    hf_model_tag: espnet/mls-audioset_encodec_16k_360epoch
+specaug: specaug
+specaug_conf:
+    apply_time_warp: true
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv1d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    linear_units: 1024
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+model: discrete_asr
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    patch_size: 8
+    length_normalized_loss: false
+    share_decoder_input_output_embed: false
+    share_encoder_decoder_input_embed: false
+    extract_feats_in_collect_stats: false
+required:
+- output_dir
+- src_token_list
+- token_list
+version: '202402'
+distributed: false

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/train/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/train/stats_keys

@@ -0,0 +1 @@
+

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/valid/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.4/valid/src_text_shape

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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5.log

@@ -0,0 +1,11 @@
+# python3 -m espnet2.bin.mt_train --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.5.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.5.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml 
+# Started at Tue Sep 24 23:27:25 CST 2024
+#
+/home/stan/miniconda3/envs/espnet_codec/bin/python3 /mnt/data/stan/codec_espnet/espnet2/bin/mt_train.py --collect_stats true --use_preprocessor true --bpemodel none --src_bpemodel none --token_type char --src_token_type null --token_list data/en_token_list/char/tgt_tokens.txt --src_token_list data/en_token_list/null_codec/src_tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en,text,text --train_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec,src_text,kaldi_ark --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en,text,text --valid_data_path_and_name_and_type dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec,src_text,kaldi_ark --train_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.5.scp --valid_shape_file exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.5.scp --output_dir exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5 --config conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,187 (abs_task:1323) INFO: Skipping model building in collect_stats stage.
+[rootroot-desktop] 2024-09-24 23:27:34,187 (abs_task:1411) INFO: Saving the configuration in exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/config.yaml
+[rootroot-desktop] 2024-09-24 23:27:34,196 (abs_task:1422) INFO: Namespace(config='conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml', print_config=False, log_level='INFO', drop_last_iter=False, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5', ngpu=0, seed=0, num_workers=1, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=True, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=400, patience=10, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=['valid', 'acc', 'max'], best_model_criterion=[['valid', 'acc', 'max']], keep_nbest_models=5, nbest_averaging_interval=0, grad_clip=5.0, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=False, max_loss_scale=10000000000.0, log_interval=1000, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=None, batch_size=20, valid_batch_size=None, batch_bins=100000000, valid_batch_bins=None, train_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.5.scp'], valid_shape_file=['exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.5.scp'], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, train_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec', 'src_text', 'kaldi_ark')], valid_data_path_and_name_and_type=[('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en', 'text', 'text'), ('dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec', 'src_text', 'kaldi_ark')], multi_task_dataset=False, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adam', optim_conf={'lr': 5e-05}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 25000}, token_list='data/en_token_list/char/tgt_tokens.txt', src_token_list='data/en_token_list/null_codec/src_tokens.txt', init='xavier_uniform', input_size=None, ctc_conf={'dropout_rate': 0.0, 'ctc_type': 'builtin', 'reduce': True, 'ignore_nan_grad': None, 'zero_infinity': True, 'brctc_risk_strategy': 'exp', 'brctc_group_strategy': 'end', 'brctc_risk_factor': 0.0}, use_preprocessor=True, token_type='char', src_token_type=None, bpemodel=None, src_bpemodel=None, non_linguistic_symbols=None, cleaner=None, g2p=None, tokenizer_encode_conf=None, src_tokenizer_encode_conf=None, frontend='codec', frontend_conf={'token_bias': 2, 'patch_size': 8, 'positional_dropout_rate': 0.1, 'codec_choice': 'ESPnet', 'codec_fs': 16000, 'hf_model_tag': 'espnet/mls-audioset_encodec_16k_360epoch'}, specaug='specaug', specaug_conf={'apply_time_warp': True, 'time_warp_window': 5, 'time_warp_mode': 'bicubic', 'apply_freq_mask': True, 'freq_mask_width_range': [0, 30], 'num_freq_mask': 2, 'apply_time_mask': True, 'time_mask_width_range': [0, 40], 'num_time_mask': 2}, preencoder=None, preencoder_conf={}, encoder='e_branchformer', encoder_conf={'output_size': 256, 'attention_heads': 4, 'attention_layer_type': 'rel_selfattn', 'pos_enc_layer_type': 'rel_pos', 'rel_pos_type': 'latest', 'cgmlp_linear_units': 1024, 'cgmlp_conv_kernel': 31, 'use_linear_after_conv': False, 'gate_activation': 'identity', 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'attention_dropout_rate': 0.1, 'input_layer': 'conv1d2', 'layer_drop_rate': 0.0, 'linear_units': 1024, 'positionwise_layer_type': 'linear', 'use_ffn': True, 'macaron_ffn': True, 'merge_conv_kernel': 31}, postencoder=None, postencoder_conf={}, decoder='transformer', decoder_conf={'attention_heads': 8, 'linear_units': 1024, 'num_blocks': 6, 'dropout_rate': 0.1, 'positional_dropout_rate': 0.1, 'self_attention_dropout_rate': 0.0, 'src_attention_dropout_rate': 0.0}, model='discrete_asr', model_conf={'ctc_weight': 0.3, 'lsm_weight': 0.1, 'patch_size': 8, 'length_normalized_loss': False, 'share_decoder_input_output_embed': False, 'share_encoder_decoder_input_embed': False, 'extract_feats_in_collect_stats': False}, required=['output_dir', 'src_token_list', 'token_list'], version='202402', distributed=False)
+[rootroot-desktop] 2024-09-24 23:28:37,322 (collect_stats:107) INFO: Niter: 1000
+[rootroot-desktop] 2024-09-24 23:29:37,604 (collect_stats:107) INFO: Niter: 2000
+# Accounting: time=136 threads=1
+# Ended (code 0) at Tue Sep 24 23:29:41 CST 2024, elapsed time 136 seconds

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/config.yaml

@@ -0,0 +1,220 @@
+config: conf/tuning/train_asr_ebranchformer_audioset_encodec.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: true
+sharded_ddp: false
+use_fsdp: false
+min_num_params_fsdp: 30000000.0
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: true
+write_collected_feats: false
+max_epoch: 400
+patience: 10
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- acc
+- max
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: false
+train_dtype: float32
+use_amp: false
+max_loss_scale: 10000000000.0
+log_interval: 1000
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 100000000
+valid_batch_bins: null
+train_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/train.5.scp
+valid_shape_file:
+- exp_asr/asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/valid.5.scp
+batch_type: numel
+valid_batch_type: null
+fold_length: []
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_train_subset/text.ts.codec
+    - src_text
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.en
+    - text
+    - text
+-   - dump_16000/raw_tts_mls_ESPnet_espnet_mls-audioset_encodec_16k_360epoch/mls_en_dev/text.ts.codec
+    - src_text
+    - kaldi_ark
+multi_task_dataset: false
+sharded_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 5.0e-05
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list: data/en_token_list/char/tgt_tokens.txt
+src_token_list: data/en_token_list/null_codec/src_tokens.txt
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+use_preprocessor: true
+token_type: char
+src_token_type: null
+bpemodel: null
+src_bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+tokenizer_encode_conf: null
+src_tokenizer_encode_conf: null
+frontend: codec
+frontend_conf:
+    token_bias: 2
+    patch_size: 8
+    positional_dropout_rate: 0.1
+    codec_choice: ESPnet
+    codec_fs: 16000
+    hf_model_tag: espnet/mls-audioset_encodec_16k_360epoch
+specaug: specaug
+specaug_conf:
+    apply_time_warp: true
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv1d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    linear_units: 1024
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+model: discrete_asr
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    patch_size: 8
+    length_normalized_loss: false
+    share_decoder_input_output_embed: false
+    share_encoder_decoder_input_embed: false
+    extract_feats_in_collect_stats: false
+required:
+- output_dir
+- src_token_list
+- token_list
+version: '202402'
+distributed: false

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/train/batch_keys

@@ -0,0 +1,2 @@
+text
+src_text

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/train/stats_keys

@@ -0,0 +1 @@
+

asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/valid/batch_keys

@@ -0,0 +1,2 @@
+text
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asr_stats_ESPnet_espnet_mls-audioset_encodec_16k_360epoch_en_char/logdir/stats.5/valid/src_text_shape

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