unziped model

data/token_list/bpe_unigram250/bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bbd9525abedcbd8ec55ee50fd4a56bc9c01396c8d045038e26271ecb9e88ec00
+size 241098

exp/asr_transformer_baseline/RESULTS.md

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+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Apr 16 14:14:45 EDT 2022`
+- python version: `3.9.12 (main, Apr  5 2022, 06:56:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.6a1`
+- pytorch version: `pytorch 1.11.0+cu102`
+- Git hash: `f6cbc61353e0a1cefe81ae596278f7db1f0b7dd9`
+  - Commit date: `Fri Apr 15 18:31:26 2022 -0400`
+
+## asr_transformer_baseline
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/devtest|481|3172|97.4|1.6|1.0|0.2|2.8|15.0|
+|decode_asr_asr_model_valid.acc.ave_10best/test|515|2941|85.2|13.4|1.3|9.1|23.9|58.4|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/devtest|481|16205|98.7|0.2|1.1|0.2|1.5|15.0|
+|decode_asr_asr_model_valid.acc.ave_10best/test|515|16233|95.8|2.0|2.2|2.1|6.3|58.4|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/devtest|481|7555|98.1|0.6|1.4|0.3|2.2|15.0|
+|decode_asr_asr_model_valid.acc.ave_10best/test|515|7998|88.9|6.7|4.5|1.3|12.4|58.4|
+

exp/asr_transformer_baseline/config.yaml

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+config: conf/tuning/train_asr_transformer.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_transformer_baseline
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 15
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe250/train/speech_shape
+- exp/asr_stats_raw_bpe250/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe250/valid/speech_shape
+- exp/asr_stats_raw_bpe250/valid/text_shape.bpe
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - dump/raw/train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 1
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 4000
+token_list:
+- <blank>
+- <unk>
+- ▁
+- s
+- u
+- t
+- ''''
+- i
+- r
+- e
+- a
+- ▁est
+- o
+- ▁de
+- l
+- ▁a
+- c
+- é
+- '-'
+- n
+- ▁d
+- re
+- ▁l
+- ▁la
+- m
+- ▁que
+- ▁n
+- ce
+- ▁le
+- d
+- ▁c
+- ▁il
+- 'on'
+- p
+- à
+- ▁qui
+- it
+- ▁f
+- is
+- te
+- ▁qu
+- ▁un
+- in
+- ▁pas
+- ▁ne
+- ▁vous
+- er
+- ▁les
+- ▁et
+- en
+- ▁ma
+- ▁se
+- ▁en
+- ▁on
+- f
+- ent
+- b
+- ▁p
+- ▁t
+- ra
+- ▁b
+- ▁vo
+- che
+- ez
+- ro
+- le
+- eur
+- ne
+- ▁m
+- il
+- or
+- ▁vi
+- vous
+- ▁sa
+- tre
+- es
+- ▁bien
+- ie
+- ▁ou
+- ▁au
+- ▁par
+- ▁pa
+- ▁h
+- ir
+- ▁bon
+- ille
+- me
+- ▁ce
+- ▁y
+- ▁fait
+- ▁des
+- eau
+- ▁avez
+- and
+- ur
+- ant
+- ▁du
+- ▁mo
+- h
+- ▁co
+- ▁plus
+- ▁pour
+- ▁une
+- ▁je
+- ▁faut
+- ier
+- sse
+- ▁é
+- eux
+- nt
+- ▁re
+- ▁cha
+- ▁sont
+- que
+- age
+- ▁tout
+- de
+- y
+- ▁son
+- ▁tou
+- â
+- elle
+- ée
+- ▁dans
+- ▁personne
+- ▁va
+- ▁pr
+- ▁dé
+- ▁con
+- ▁ave
+- ▁si
+- aux
+- ▁mais
+- ▁me
+- ▁peut
+- ▁po
+- nge
+- ▁ba
+- ▁comme
+- ter
+- ▁jamais
+- ine
+- ▁ch
+- ▁quelle
+- ▁j
+- ▁mieux
+- ment
+- ion
+- ette
+- ▁cett
+- ▁faire
+- ▁vaut
+- aire
+- z
+- ▁sur
+- ▁homme
+- ▁soi
+- ▁mon
+- ▁rien
+- ▁nous
+- ▁autre
+- ▁perd
+- ▁bou
+- ▁combien
+- ▁parle
+- ▁donne
+- omp
+- ▁deux
+- oir
+- ▁ici
+- ▁peu
+- ▁grand
+- ▁sou
+- jours
+- ▁pro
+- sans
+- ▁petit
+- ▁femme
+- ard
+- ▁bonne
+- ix
+- use
+- q
+- ▁ami
+- ▁êtes
+- ▁point
+- ▁être
+- ▁prend
+- ▁enfant
+- ▁cour
+- ▁mauvais
+- ▁médecin
+- ement
+- ô
+- û
+- ▁veut
+- ▁trop
+- ation
+- able
+- ▁euh
+- ▁fou
+- jou
+- ▁temps
+- ▁allez
+- ▁app
+- x
+- ▁chien
+- ▁ça
+- ▁doit
+- ▁aller
+- avoir
+- puis
+- ▁plai
+- j
+- ▁dire
+- ▁maître
+- ance
+- éri
+- ▁cheval
+- ▁mort
+- ▁monsieur
+- ▁sui
+- ▁fois
+- ▁porte
+- ▁alors
+- ▁quelqu
+- ▁couleur
+- ▁arrive
+- ▁besoin
+- ▁chose
+- ▁souvent
+- ▁rend
+- ▁plaît
+- ▁bonjour
+- ç
+- ï
+- /
+- w
+- œ
+- k
+- ù
+- î
+- ê
+- è
+- g
+- F
+- P
+- A
+- v
+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+joint_net_conf: null
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram250/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+speech_volume_normalize: null
+rir_scp: null
+rir_apply_prob: 1.0
+noise_scp: null
+noise_apply_prob: 1.0
+noise_db_range: '13_15'
+frontend: default
+frontend_conf:
+    fs: 16k
+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
+normalize: utterance_mvn
+normalize_conf: {}
+preencoder: null
+preencoder_conf: {}
+encoder: transformer
+encoder_conf:
+    input_layer: conv2d2
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: 0.10.6a1
+distributed: false

exp/asr_transformer_baseline/valid.acc.ave_10best.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:739cb3ace3269c2262846479cc6a548744ad09cc47b25479918208e932aa27c9
+size 114073833

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.6a1
+files:
+  asr_model_file: exp/asr_transformer_baseline/valid.acc.ave_10best.pth
+python: "3.9.12 (main, Apr  5 2022, 06:56:58) \n[GCC 7.5.0]"
+timestamp: 1650133017.015989
+torch: 1.11.0+cu102
+yaml_files:
+  asr_train_config: exp/asr_transformer_baseline/config.yaml