Update model

README.md

@@ -0,0 +1,815 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- stop
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/stop_hubert_slu_raw_en_bpe500`
+
+This model was trained by Siddhant using stop recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+git checkout 11890fdd9dd872edc50ce8eb7660d746c6ee160e
+pip install -e .
+cd egs2/stop/asr3
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/stop_hubert_slu_raw_en_bpe500
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Dec 25 13:33:10 EST 2022`
+- python version: `3.9.5 (default, Jun  4 2021, 12:28:51)  [GCC 7.5.0]`
+- espnet version: `espnet 202205`
+- pytorch version: `pytorch 1.13.0+cu116`
+- Git hash: `11890fdd9dd872edc50ce8eb7660d746c6ee160e`
+  - Commit date: `Sat Jun 18 17:05:39 2022 -0400`
+
+## asr_train_asr2_hubert_lr0.002_raw_en_bpe500
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|728701|93.9|3.2|2.9|3.1|9.1|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|322094|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|728701|93.9|3.3|2.8|3.2|9.4|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|322094|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|5745269|95.9|0.9|3.2|3.2|7.3|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|2537594|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|5745269|95.9|1.0|3.1|3.3|7.4|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|2537594|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|2091389|95.1|1.5|3.4|3.1|8.0|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|921077|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|2091389|95.2|1.5|3.3|3.3|8.1|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|921077|0.0|0.0|100.0|0.0|100.0|100.0|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_asr2_hubert_lr0.002.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 57197
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 50
+patience: null
+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: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+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:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 128
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_bpe500/train/speech_shape
+- exp/asr_stats_raw_en_bpe500/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_en_bpe500/valid/speech_shape
+- exp/asr_stats_raw_en_bpe500/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/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0004
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- ▁[
+- ':'
+- ▁]
+- _
+- SL
+- IN
+- GET
+- S
+- TIME
+- DATE
+- ▁THE
+- ▁TO
+- ▁FOR
+- ▁
+- E
+- LOCATION
+- A
+- WEATHER
+- O
+- ▁ME
+- MUSIC
+- ▁MY
+- CREATE
+- ALARM
+- Y
+- D
+- ▁I
+- T
+- ▁AT
+- I
+- ��A
+- TIMER
+- ▁IS
+- U
+- ▁IN
+- ▁ON
+- EVENT
+- M
+- ▁TIMER
+- TODO
+- REMINDER
+- R
+- ▁PM
+- P
+- ING
+- ▁WHAT
+- ▁THIS
+- ▁TODAY
+- ▁AM
+- N
+- ▁ALARM
+- ▁SET
+- NT
+- METHOD
+- ▁TOMORROW
+- ER
+- TYPE
+- B
+- ATTRIBUTE
+- DESTINATION
+- ▁MINUTES
+- REMINDED
+- PERSON
+- L
+- ▁HOW
+- NAME
+- K
+- ▁FIVE
+- ▁BE
+- ▁'
+- G
+- ▁NEXT
+- 'ON'
+- ▁IT
+- MESSAGE
+- H
+- ▁WILL
+- ▁S
+- ▁WEEK
+- ST
+- C
+- INFO
+- EN
+- CATEGORY
+- TRAFFIC
+- ▁F
+- LE
+- ▁AND
+- AR
+- SEND
+- RE
+- ▁P
+- ▁D
+- ▁FROM
+- RECIPIE
+- PLAY
+- ▁DO
+- ▁TRAFFIC
+- AN
+- ▁AN
+- AL
+- ▁SIX
+- ▁SONG
+- ▁ALL
+- ▁UP
+- CONTENT
+- ▁REMINDER
+- ▁WEEKEND
+- ▁REMIND
+- ▁OF
+- ▁T
+- RA
+- ▁WEATHER
+- ▁SEVEN
+- ▁PLEASE
+- ▁RE
+- ▁TONIGHT
+- EXACT
+- ▁EIGHT
+- ▁W
+- W
+- ▁TEN
+- F
+- SOURCE
+- ▁TIME
+- ESTIMATED
+- RECURRING
+- TH
+- DELETE
+- VE
+- ▁NEW
+- LL
+- ▁EVERY
+- ▁PLAY
+- ES
+- ▁THIRTY
+- ▁GET
+- ▁RAIN
+- CK
+- ▁TWO
+- ▁C
+- ▁CO
+- ▁ARE
+- ▁MESSAGE
+- RI
+- ▁G
+- ▁MORNING
+- CONTACT
+- ▁CAN
+- ▁NOW
+- ▁THREE
+- ▁THERE
+- ET
+- ▁MUSIC
+- TER
+- ▁TAKE
+- IC
+- CH
+- ▁J
+- V
+- ED
+- ▁FOUR
+- DURATION
+- LY
+- ▁E
+- ▁FRIDAY
+- UR
+- ▁YOU
+- ▁ANY
+- ▁NINE
+- ▁GO
+- UNSUPPORTED
+- OR
+- ▁SHOW
+- ▁O
+- ▁BA
+- ▁PA
+- ▁LONG
+- AT
+- ▁ONE
+- ND
+- ▁MA
+- ▁ST
+- ▁GOING
+- ▁LIKE
+- ▁ALARMS
+- ▁BY
+- ▁THAT
+- ▁TWENTY
+- ▁DAY
+- ▁CH
+- ▁MONTH
+- ▁K
+- ▁SH
+- UPDATE
+- ▁MONDAY
+- CE
+- IT
+- IL
+- AMOUNT
+- ▁SATURDAY
+- ▁BR
+- ▁NEED
+- ▁WORK
+- ID
+- ▁DRIVE
+- LA
+- ▁MO
+- ▁HAVE
+- ▁TUESDAY
+- ▁TELL
+- IR
+- HA
+- ''''
+- ▁IF
+- HOME
+- ▁HE
+- ▁LO
+- ▁LA
+- ▁WHEN
+- LO
+- ▁TH
+- ▁REMINDERS
+- IE
+- DISTANCE
+- ▁WE
+- ▁SA
+- ▁HOUR
+- OULD
+- NE
+- DEPARTURE
+- ▁HI
+- ▁LI
+- ARTIST
+- Z
+- TRAVEL
+- ▁OUT
+- PAUSE
+- EST
+- ARRIVAL
+- ▁CANCEL
+- ▁MI
+- ▁OFF
+- ▁FIFTEEN
+- POINT
+- ▁SNOW
+- NA
+- EL
+- ▁EVENTS
+- ▁CA
+- ▁SUNDAY
+- ▁LEAVE
+- TRACK
+- ▁SEND
+- ▁DELETE
+- ▁APPOINTMENT
+- ▁BO
+- RDINAL
+- ▁MAKE
+- ▁NEAR
+- ▁BEFORE
+- GE
+- ▁HOME
+- RELATION
+- ▁V
+- FR
+- ▁THURSDAY
+- ▁LAST
+- DIRECTIONS
+- ▁WEDNESDAY
+- ▁START
+- ▁FORECAST
+- ▁YORK
+- ▁RIGHT
+- UM
+- ▁WITH
+- USE
+- ▁MEETING
+- UT
+- LI
+- ▁CHANGE
+- ▁CAR
+- GENRE
+- ATION
+- X
+- ▁PICK
+- ▁WANT
+- ▁NIGHT
+- SKIP
+- ▁DE
+- ▁RO
+- ▁ABOUT
+- MAP
+- CO
+- MA
+- ▁HOUSE
+- ▁HOT
+- ▁PARTY
+- ▁WA
+- UNIT
+- ▁HERE
+- ▁SU
+- ▁AFTERNOON
+- ▁MUCH
+- ▁MOM
+- ▁TEMPERATURE
+- EQUENC
+- ▁ADD
+- ▁SAN
+- ▁HER
+- ▁CONCERTS
+- ▁CHRISTMAS
+- ▁DINNER
+- ▁MAR
+- LAND
+- ▁HOURS
+- ▁CURRENT
+- ▁TRACK
+- ▁SOME
+- ▁CITY
+- ▁FORTY
+- ATE
+- ▁ROUTE
+- SNOOZE
+- ▁TEXT
+- WORK
+- ▁COLD
+- RELATED
+- ▁OR
+- ▁NO
+- Q
+- ▁WAY
+- WAY
+- ▁MANY
+- ▁BIRTHDAY
+- ▁MINUTE
+- ▁PLAYLIST
+- ▁NOON
+- ▁ROAD
+- TITLE
+- PATH
+- ▁ASK
+- NAVIGATION
+- ▁LEFT
+- ▁ALBUM
+- ▁TURN
+- ▁LATE
+- ▁ELEVEN
+- NEW
+- ▁CELSIUS
+- ▁BUY
+- AVOID
+- LOW
+- NCE
+- SEARCH
+- ▁GAME
+- ▁STOP
+- ▁JO
+- ▁FIRST
+- ▁SHE
+- ▁DOCTOR
+- ▁BU
+- PERIOD
+- ▁WAKE
+- CONDITION
+- ▁EVENING
+- RADIUS
+- MODIFIE
+- ▁REPEAT
+- ▁SECOND
+- ▁CONCERT
+- ▁ANGELES
+- ▁DOWNTOWN
+- ▁UMBRELLA
+- TEMPERATURE
+- ASH
+- ▁YEAR
+- GROUP
+- ▁DRIVING
+- ▁GIVE
+- ▁HUNDRED
+- ▁HO
+- ▁MILES
+- PLAYLIST
+- ADD
+- RETRIEV
+- ▁TWELVE
+- EAD
+- ▁CLASS
+- ▁FREE
+- PORT
+- VILLE
+- ▁BETWEEN
+- ▁KNOW
+- ▁AROUND
+- ▁SCHOOL
+- ▁NINETY
+- PROVIDER
+- SILENCE
+- RESUME
+- ▁LET
+- TION
+- ▁AUGUST
+- ▁HAPPENING
+- ▁AFTER
+- ▁FAHRENHEIT
+- ▁EX
+- ▁VIDEO
+- ROAD
+- ▁PARK
+- ▁CHICAGO
+- ▁DAILY
+- ▁CHECK
+- ▁BEACH
+- ▁WHERE
+- ▁JUNE
+- ▁STREET
+- ▁FESTIVAL
+- ▁FLORIDA
+- ▁JOHN
+- ▁HAS
+- ▁SPOTIFY
+- ▁BILL
+- RESTART
+- ▁HIGHWAY
+- ▁SEATTLE
+- J
+- ▁LUNCH
+- ▁LOOK
+- ▁FRIEND
+- ▁COMING
+- ▁ALERT
+- IGHT
+- ▁PANDORA
+- ▁HEAVY
+- ▁KIDS
+- ▁MOVIE
+- ▁SOUTH
+- REACT
+- ▁CONSTRUCTION
+- PREVIOUS
+- ▁ORLANDO
+- ▁OVER
+- ▁MIAMI
+- REACTION
+- ▁ATLANTA
+- ▁ACCIDENT
+- ▁COUNTRY
+- ▁NORTH
+- ▁LIGHT
+- RADIO
+- ▁READ
+- ▁FAMILY
+- ▁AIRPORT
+- ▁EXPECT
+- ▁DEGREE
+- ▁PRO
+- ▁PARTIES
+- ▁FIFTY
+- ▁HIGH
+- ▁PLAN
+- ▁FOOD
+- ▁WARM
+- ▁SUNNY
+- ▁VEGAS
+- ▁HOLIDAY
+- ▁SCHEDULE
+- ▁STORM
+- ▁FIFTH
+- ▁BOSTON
+- ▁FRANCISCO
+- ▁LONDON
+- ATTENDEE
+- ▁JULY
+- ▁WALK
+- ▁COMMUTE
+- ▁CLEAN
+- ▁DENTIST
+- TOWN
+- ▁AGAIN
+- ▁DALLAS
+- ▁PORTLAND
+- ▁SEPTEMBER
+- ▁ARRIVE
+- ▁SISTER
+- ▁HOUSTON
+- Ã
+- É
+- Í
+- '*'
+- Á
+- Ç
+- Ó
+- ']'
+- '['
+- Ú
+- Ü
+- <sos/eos>
+transcript_token_list: null
+two_pass: false
+pre_postencoder_norm: false
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram500/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: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    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
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+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: conformer
+encoder_conf:
+    output_size: 512
+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: latest
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 31
+postencoder: null
+postencoder_conf: {}
+deliberationencoder: null
+deliberationencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    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
+decoder2: null
+decoder2_conf: {}
+postdecoder: null
+postdecoder_conf: {}
+required:
+- output_dir
+- token_list
+version: '202205'
+distributed: true
+```
+
+</details>
+
+
+
+### Citing ESPnet
+
+```BibTex
+@inproceedings{watanabe2018espnet,
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  title={{ESPnet}: End-to-End Speech Processing Toolkit},
+  year={2018},
+  booktitle={Proceedings of Interspeech},
+  pages={2207--2211},
+  doi={10.21437/Interspeech.2018-1456},
+  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
+}
+
+
+
+
+```
+
+or arXiv:
+
+```bibtex
+@misc{watanabe2018espnet,
+  title={ESPnet: End-to-End Speech Processing Toolkit}, 
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  year={2018},
+  eprint={1804.00015},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+```

data/en_token_list/bpe_unigram500/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27d24b5d25713fdcb0697dfe5f78aaa56d67057bce490b8b0a8641ac63385496
+size 245232

exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500/RESULTS.md

@@ -0,0 +1,38 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Dec 25 13:33:10 EST 2022`
+- python version: `3.9.5 (default, Jun  4 2021, 12:28:51)  [GCC 7.5.0]`
+- espnet version: `espnet 202205`
+- pytorch version: `pytorch 1.13.0+cu116`
+- Git hash: `11890fdd9dd872edc50ce8eb7660d746c6ee160e`
+  - Commit date: `Sat Jun 18 17:05:39 2022 -0400`
+
+## asr_train_asr2_hubert_lr0.002_raw_en_bpe500
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|728701|93.9|3.2|2.9|3.1|9.1|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|322094|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|728701|93.9|3.3|2.8|3.2|9.4|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|322094|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|5745269|95.9|0.9|3.2|3.2|7.3|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|2537594|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|5745269|95.9|1.0|3.1|3.3|7.4|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|2537594|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.ave_10best/test|75636|2091389|95.1|1.5|3.4|3.1|8.0|29.8|
+|decode_asr_asr_model_valid.acc.ave_10best/valid|33384|921077|0.0|0.0|100.0|0.0|100.0|100.0|
+|inference_asr_model_valid.acc.ave_10best/test|75636|2091389|95.2|1.5|3.3|3.3|8.1|30.6|
+|inference_asr_model_valid.acc.ave_10best/valid|33384|921077|0.0|0.0|100.0|0.0|100.0|100.0|
+

exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500/config.yaml

@@ -0,0 +1,709 @@
+config: conf/train_asr2_hubert_lr0.002.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
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+- loss
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+- valid
+- loss
+- min
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+    - max
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+- exp/asr_stats_raw_en_bpe500/train/text_shape.bpe
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+- exp/asr_stats_raw_en_bpe500/valid/text_shape.bpe
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+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
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+    - speech
+    - sound
+-   - dump/raw/valid/text
+    - text
+    - text
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+noise_db_range: '13_15'
+frontend: s3prl
+frontend_conf:
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+        upstream: hubert_large_ll60k
+    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:
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+    - 30
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+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
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+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
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+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+preencoder: linear
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+    output_size: 80
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+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: latest
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 31
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+postencoder_conf: {}
+deliberationencoder: null
+deliberationencoder_conf: {}
+decoder: transformer
+decoder_conf:
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+    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
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+decoder2_conf: {}
+postdecoder: null
+postdecoder_conf: {}
+required:
+- output_dir
+- token_list
+version: '202205'
+distributed: true

exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500/valid.acc.ave_10best.pth

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+oid sha256:033429e1cae3fe196282f17888ec71b9cae5b7b0fe2fac84ab6c717d4ff2f1b3
+size 1723018419

meta.yaml

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+espnet: '202205'
+files:
+  asr_model_file: exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500/valid.acc.ave_10best.pth
+python: "3.9.5 (default, Jun  4 2021, 12:28:51) \n[GCC 7.5.0]"
+timestamp: 1672045757.354614
+torch: 1.13.0+cu116
+yaml_files:
+  asr_train_config: exp/asr_train_asr2_hubert_lr0.002_raw_en_bpe500/config.yaml