new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/RESULTS.md

new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/config.yaml
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/acc.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/backward_time.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/cer.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/cer_ctc.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/clip.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/forward_time.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/gpu_max_cached_mem_GB.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/grad_norm.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/iter_time.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/loss.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/loss_att.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/loss_ctc.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/loss_scale.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/optim0_lr0.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/optim_step_time.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/train_time.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/images/wer.png
new file: exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/valid.acc.ave_4best.pth

exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/RESULTS.md

@@ -0,0 +1,29 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Jan 19 06:55:28 EST 2025`
+- python version: `3.10.16 (main, Dec 11 2024, 16:24:50) [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `0fe7b8581fbc68841eb48776f052aa9a5989108c`
+  - Commit date: `Tue Jan 14 20:06:15 2025 -0500`
+
+## exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/test|754|6005|98.3|0.7|1.0|0.6|2.3|6.6|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/test|754|31847|98.7|0.3|1.1|0.6|1.9|6.6|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/test|754|9046|98.4|0.4|1.1|0.7|2.3|6.6|
+

exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/config.yaml

@@ -0,0 +1,1123 @@
+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_bpe900_sp
+ngpu: 1
+seed: 2022
+num_workers: 4
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 35147
+dist_launcher: null
+multiprocessing_distributed: true
+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: 16000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/asr_stats_raw_en_bpe900_sp/train/speech_shape
+- exp/asr_stats_raw_en_bpe900_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_en_bpe900_sp/valid/speech_shape
+- exp/asr_stats_raw_en_bpe900_sp/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_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_sp/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:
+- <blank>
+- <unk>
+- ▁THE
+- S
+- ▁
+- Y
+- ▁A
+- ▁IN
+- ▁TO
+- N
+- ▁OF
+- ▁PEOPLE
+- AND
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+- ▁ON
+- ▁IS
+- T
+- RE
+- ING
+- ▁LIVE
+- ▁SOME
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+- D
+- ▁CAN
+- ▁WATER
+- IR
+- ▁MA
+- ▁BUTTERFLIES
+- ▁USE
+- ST
+- ▁M
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+- ▁SCIENTIST
+- ARE
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+- ▁RAIN
+- ▁EAT
+- M
+- NOT
+- ▁THEM
+- ▁HA
+- ▁FOOD
+- ▁THAT
+- ▁GO
+- ▁RWANDA
+- ▁HELP
+- ▁HAVE
+- OR
+- ▁G
+- ED
+- ▁OCEAN
+- ▁LIGHTNING
+- ▁ANIMALS
+- ▁EGGS
+- ▁MAKE
+- ▁BE
+- ▁CATERPILLAR
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+- ▁C
+- ▁BUTTERFL
+- ▁KEEP
+- ▁FOR
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+- ▁LAY
+- ▁OUT
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+- ▁GET
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+- ▁PLANTS
+- ▁YOU
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+- ES
+- ▁TOO
+- TO
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+- ▁EGG
+- ▁STORMS
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+- AN
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+- ▁PAPER
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+- ▁PENGUIN
+- SIDE
+- ND
+- ▁DU
+- THER
+- ▁AN
+- SHELL
+- L
+- ▁THINGS
+- ▁TURN
+- TER
+- ''''
+- LE
+- TIME
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+- ▁HE
+- ▁FOREST
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+- ▁BRING
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+- ▁WORK
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+- ▁COLOR
+- ▁LAND
+- ▁FISH
+- ▁HOMES
+- MP
+- ▁BOTTLES
+- ▁AWAY
+- ▁TREES
+- ONE
+- ▁AFRICA
+- ▁WITH
+- ▁BIKES
+- ▁HARD
+- ▁COVER
+- ▁EARTH
+- LED
+- G
+- ▁OCEANS
+- ▁H
+- 'ON'
+- ▁CAL
+- ▁FR
+- ▁KIDS
+- ▁USED
+- ▁DOCTOR
+- ▁ANTARCTICA
+- IF
+- ▁CARR
+- CAUSE
+- ▁WARM
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+- X
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+- ▁WAR
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+- EEP
+- ▁FLY
+- IN
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+- ▁WHA
+- ▁AS
+- ▁I
+- VISI
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+- ▁GORILLAS
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+- ▁TELE
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+- ▁WANT
+- ▁COUNTR
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+- ▁SEE
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+- ▁TREE
+- ▁ABOUT
+- ASTES
+- ▁OLD
+- ▁BAB
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+- OULD
+- ▁CLEAN
+- ▁FL
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+- ▁NECTAR
+- ▁FARMERS
+- ▁CALIFORNIA
+- A
+- TLES
+- ▁DI
+- LET
+- U
+- ▁FIELD
+- ▁SHEATH
+- P
+- ▁COLD
+- ▁FORESTS
+- ▁THING
+- THING
+- ▁SPE
+- SE
+- ▁COUNTRIES
+- ▁DID
+- ▁AT
+- GO
+- ▁SP
+- ▁HUR
+- ▁PLA
+- ▁MARKET
+- CI
+- ▁PARTS
+- FORE
+- ▁ANOTHER
+- ▁AR
+- ▁THOU
+- ELEPH
+- ▁COM
+- ▁DINOSAURS
+- ▁SMALL
+- ▁HEART
+- GHT
+- IES
+- ▁BREAK
+- ▁INSECTS
+- ▁WATCH
+- ▁SICK
+- ID
+- ▁FI
+- PEN
+- B
+- VERY
+- ▁BUILDING
+- ▁SEEDS
+- ▁BACKS
+- HANG
+- O
+- OTHER
+- ▁GA
+- ▁STORM
+- ▁FAMILIES
+- ▁CLEANER
+- ▁HI
+- ▁CA
+- ▁POL
+- ▁BODIES
+- ▁EXPER
+- LOUD
+- MES
+- ▁EVERY
+- EY
+- RT
+- ▁END
+- ▁AIR
+- PER
+- ▁EX
+- ▁EN
+- ▁YEARS
+- ▁CONTINENT
+- ▁WHITE
+- HOW
+- ▁FROG
+- AV
+- ▁CLO
+- EM
+- ▁THIN
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+- ▁FATHER
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+- NS
+- ▁PRO
+- BILLS
+- ▁MEDICINES
+- GE
+- I
+- ▁DINOSAUR
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+- ▁CO
+- ▁WEA
+- TWO
+- BY
+- TEN
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+- EST
+- ▁ALSO
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+- ▁SHOW
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+- ▁OT
+- ▁KN
+- DLE
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+- ▁PU
+- ▁RE
+- ORT
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+- DOES
+- INE
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+- ▁FRIEND
+- ▁INSTEAD
+- ▁LOOK
+- ▁ROCK
+- 'OFF'
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+- ▁PAR
+- ▁DIFFEREN
+- ▁WORLD
+- ▁HATCHE
+- ▁MEDICINE
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+- ▁SI
+- ▁PA
+- ▁SO
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+- WHE
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+- TURN
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+- ▁P
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+- PRI
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+- ▁LOUD
+- ▁LIV
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+- ▁CHI
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+- ▁GR
+- ▁SN
+- ▁SCHOOLS
+- ▁HEAR
+- EL
+- CAN
+- ▁FEET
+- LP
+- TTLE
+- ▁LA
+- ▁WIN
+- URS
+- PERS
+- PPE
+- ▁EXAM
+- ▁TAKE
+- CAL
+- ▁HOME
+- ▁STI
+- TTER
+- ▁RAI
+- '-'
+- ▁SPACE
+- ▁SKIN
+- ▁SHOULD
+- ATCH
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+- HAR
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+- NA
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+- ▁MU
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+- ▁FLOO
+- IDE
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+- ▁R
+- ▁LEA
+- ALK
+- LONG
+- OOK
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+- DS
+- ▁SU
+- ▁MUSIC
+- MMER
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+- ▁CRA
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+- ▁SPI
+- RS
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+- ▁HIS
+- AD
+- ▁WORKE
+- DANGER
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+- ▁ZOOS
+- OP
+- ▁RUN
+- ▁STATION
+- ▁ROPE
+- RAN
+- MERS
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+- FISH
+- GG
+- RO
+- ENER
+- ATHER
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+- VE
+- ▁ASTRONAUTS
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+- ▁L
+- OSS
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+- ▁SH
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+- NU
+- ▁WH
+- ▁POLE
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+- LOCK
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+- ▁STRONG
+- WS
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+- AF
+- AME
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+- ▁EVER
+- OTS
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+- CR
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+- ▁MARKS
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+- TRIC
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+- ▁POLES
+- PIC
+- ▁AC
+- ▁CHE
+- ▁CARV
+- ATCHED
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+- ▁TRIBE
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+- H
+- ▁SHOWER
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+- NGS
+- EAD
+- RU
+- PEOPLE
+- ACES
+- EAR
+- ▁FA
+- Z
+- <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_unigram900/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: '202412'
+distributed: true

exp/asr_train_asr_wavlm_transformer_raw_en_bpe900_sp/valid.acc.ave_4best.pth

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