Update model

README.md

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+# balaji1312/asr_train_asr_wavlm_transformer_raw_en_bpe1024_valid.acc.best
+This model was uploaded to Hugging Face by balaji1312.

data/en_token_list/bpe_unigram1024/bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:31edf4d881243bcd7b93def6327a6d1d12c082bfa697934ba5ce5448894082d2
+size 252821

exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/86epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0a3f71fe9c4ca2e2951a7aed67bdf74d7aac8010076fb9b506afecf43c65db89
+size 1372515526

exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/RESULTS.md

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+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Thu Jan 30 06:18:01 EST 2025`
+- python version: `3.9.19 (main, May  6 2024, 19:43:03)  [GCC 11.2.0]`
+- espnet version: `espnet 202402`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `c46aa9a594ff83d52cbf61d84c5650325d1ce527`
+  - Commit date: `Sun Oct 13 14:39:31 2024 -0400`
+
+## exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave/test|1044|3686|34.9|41.4|23.7|20.9|86.0|60.2|
+|decode_asr_asr_model_valid.acc.best/test|1044|3686|56.1|31.4|12.5|8.1|52.0|62.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave/test|1044|16215|54.8|17.3|28.0|25.5|70.7|60.2|
+|decode_asr_asr_model_valid.acc.best/test|1044|16215|75.4|8.1|16.6|9.4|34.1|62.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave/test|1044|5220|45.9|29.6|24.5|21.3|75.4|60.2|
+|decode_asr_asr_model_valid.acc.best/test|1044|5220|64.5|18.0|17.5|10.4|45.9|62.3|
+
+## exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/decode_asr_asr_model_valid.acc.best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|2372|59.8|31.2|8.9|7.2|47.3|64.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|9855|78.3|7.3|14.3|8.4|30.1|64.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|3590|68.2|16.2|15.6|6.4|38.3|64.0|
+
+## exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/decode_asr_asr_model_valid.acc.ave
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|2372|39.9|39.2|21.0|15.8|75.9|60.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|9855|56.7|15.4|27.9|19.1|62.4|60.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|853|3590|51.5|25.8|22.7|13.6|62.1|60.3|
+

exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/config.yaml

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+config: conf/tuning/train_asr_wavlm_transformer.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_train_asr_wavlm_transformer_raw_en_bpe1024
+ngpu: 1
+seed: 2022
+num_workers: 4
+num_att_plot: 0
+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
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: false
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 4
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+log_interval: 400
+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:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1200000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/asr_stats_raw_en_bpe1024/train/speech_shape
+- exp/asr_stats_raw_en_bpe1024/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_en_bpe1024/valid/speech_shape
+- exp/asr_stats_raw_en_bpe1024/valid/text_shape.bpe
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+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
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+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
+multi_task_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: 0.002
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 15000
+token_list:
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+- <unk>
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+- MINT
+- TEEN
+- ▁WASHING
+- ▁BI
+- ▁NAH
+- DY
+- ▁RA
+- ▁DA
+- AHW
+- ▁YUH
+- ULL
+- ▁WL
+- UHTY
+- ▁SHO
+- ▁CUH
+- ASTE
+- OOD
+- ▁LAM
+- ▁CI
+- OLD
+- UNN
+- NUH
+- OCK
+- US
+- ▁SM
+- MPLE
+- ▁HIT
+- ▁THRO
+- ▁DEU
+- HOLE
+- ▁THINKING
+- UBB
+- ▁FU
+- ▁PI
+- ▁SMO
+- ▁VO
+- AN
+- UG
+- ▁HM
+- UE
+- GLE
+- ▁MOV
+- LI
+- ▁BLU
+- PORT
+- ▁WED
+- ▁TRI
+- ▁CHE
+- CA
+- ▁SC
+- ▁STO
+- ▁BED
+- ▁TELLS
+- ▁MI
+- OR
+- TTER
+- NES
+- OUGH
+- ▁AR
+- ROW
+- UA
+- AB
+- IG
+- OF
+- MAN
+- RK
+- OUN
+- ROUGH
+- LUH
+- DENT
+- ▁PIE
+- LAP
+- KUH
+- OT
+- RSE
+- ▁LA
+- ▁PAST
+- ▁ANOTH
+- OP
+- EP
+- ▁LATE
+- AM
+- LU
+- ▁WOO
+- HUH
+- ▁CER
+- OU
+- IPP
+- ▁CO
+- EH
+- TE
+- WHERE
+- ASH
+- PPY
+- WAY
+- RO
+- SHE
+- OST
+- AIN
+- ▁SECOND
+- ▁PIRATE
+- ▁MINUTE
+- ABET
+- ▁DIFFEREN
+- BE
+- IGH
+- ▁COO
+- ▁WHA
+- BRUSH
+- TRA
+- ▁PRES
+- ▁TRYIN
+- ▁GIV
+- OPE
+- SHIN
+- STRO
+- SIGN
+- ▁PLU
+- ZEBRA
+- LION
+- CROCODILE
+- LATE
+- UF
+- EQUALS
+- COME
+- UBE
+- J
+- TOGETHER
+- MAYBE
+- BOX
+- CLEAN
+- THEY
+- JIBO
+- EASY
+- MOUTH
+- ▁TALK
+- ▁SKI
+- WHY
+- WICE
+- CAUSE
+- UMP
+- TRIC
+- ▁CLOS
+- ▁SEVE
+- ▁DIRT
+- ▁NUMB
+- YOU
+- PRI
+- ▁JIB
+- ETTIER
+- FFERENT
+- ERCASE
+- ROOM
+- ▁DIFF
+- ▁JELLY
+- ▁SEVENEIGHT
+- ORGE
+- ▁YELL
+- DRA
+- ▁SLOW
+- ▁MON
+- ▁BUG
+- YPE
+- ▁BRU
+- COL
+- PUS
+- WO
+- INET
+- NGRY
+- BRUSHING
+- ▁CUB
+- OCTO
+- HIC
+- UDE
+- RUB
+- MOR
+- LOCK
+- ▁BR
+- YOUR
+- ▁STR
+- ▁KNE
+- ▁CRO
+- ▁BO
+- UALLY
+- ▁TOOTHB
+- ▁ANYMO
+- UKU
+- ▁GUE
+- MA
+- ENTY
+- PHA
+- ▁QUE
+- PF
+- KE
+- NOW
+- ▁LAS
+- ▁SHIN
+- ARN
+- GE
+- ▁MAIL
+- RUSHING
+- Q
+- <sos/eos>
+init: null
+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
+joint_net_conf: null
+use_preprocessor: true
+use_lang_prompt: false
+use_nlp_prompt: false
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram1024/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'
+short_noise_thres: 0.5
+aux_ctc_tasks: []
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    download_dir: ./hub
+    multilayer_feature: true
+    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
+    - 27
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.05
+    num_time_mask: 5
+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+encoder: transformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 1024
+    num_blocks: 18
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    normalize_before: true
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.1
+    src_attention_dropout_rate: 0.1
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202402'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202402'
+files:
+  asr_model_file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/86epoch.pth
+python: "3.9.19 (main, May  6 2024, 19:43:03) \n[GCC 11.2.0]"
+timestamp: 1738236401.482846
+torch: 2.4.0
+yaml_files:
+  asr_train_config: exp/asr_train_asr_wavlm_transformer_raw_en_bpe1024/config.yaml