Update model

README.md

@@ -1,3 +1,782 @@
 ---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- chime7_task1
 license: cc-by-4.0
 ---
+
+## ESPnet2 ASR model 
+
+### `popcornell/chime7_task1_asr1_baseline`
+
+This model was trained by popcornell using chime7_task1 recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
+if you haven't done that already.
+
+```bash
+cd espnet
+git checkout 8fee771ea66f53a4b5e66c47159f7548c5efacee
+pip install -e .
+cd egs2/chime7_task1/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model popcornell/chime7_task1_asr1_baseline
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Feb  8 23:41:28 UTC 2023`
+- python version: `3.9.2 (default, Mar  3 2021, 20:02:32)  [GCC 7.3.0]`
+- espnet version: `espnet 202301`
+- pytorch version: `pytorch 1.13.1+cu116`
+- Git hash: ``
+  - Commit date: ``
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 5
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 44341
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 8
+patience: 4
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5
+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
+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
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 640
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_en_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_en_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_en_bpe500_sp/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/kaldi/train_all_mdm_ihm_rvb_gss_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/kaldi/train_all_mdm_ihm_rvb_gss_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/kaldi/chime6/dev/gss/wav.scp
+    - speech
+    - sound
+-   - dump/raw/kaldi/chime6/dev/gss/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 8000
+token_list:
+- <blank>
+- <unk>
+- s
+- ''''
+- ▁i
+- t
+- ▁it
+- ▁a
+- e
+- ▁you
+- ▁the
+- ▁like
+- ▁yeah
+- a
+- d
+- ▁and
+- m
+- ▁that
+- ▁to
+- n
+- i
+- y
+- ing
+- o
+- u
+- ▁so
+- p
+- ▁of
+- ▁in
+- re
+- ▁was
+- c
+- r
+- ▁just
+- er
+- ▁know
+- ▁oh
+- ed
+- ▁but
+- ▁ummm
+- ▁we
+- l
+- ▁no
+- ▁they
+- ▁have
+- ▁do
+- g
+- ▁he
+- k
+- ll
+- ▁uhhh
+- ▁don
+- ▁for
+- h
+- ▁what
+- ▁be
+- ar
+- ▁is
+- ▁there
+- '-'
+- ▁s
+- ▁this
+- in
+- b
+- ▁
+- en
+- ▁on
+- ▁p
+- ▁can
+- al
+- ▁not
+- w
+- ▁my
+- ▁one
+- ic
+- f
+- ▁or
+- ▁really
+- ▁go
+- ▁right
+- ▁me
+- an
+- ▁w
+- or
+- le
+- ▁f
+- ▁think
+- ▁okay
+- ▁all
+- ▁then
+- ▁with
+- ▁are
+- ▁get
+- it
+- ▁t
+- ▁st
+- ve
+- ▁hmmm
+- ▁g
+- ▁if
+- ce
+- 'on'
+- ▁she
+- ▁good
+- ▁e
+- es
+- ▁well
+- v
+- ▁re
+- th
+- ter
+- ch
+- ▁out
+- ▁up
+- ly
+- ▁b
+- ▁ma
+- il
+- ▁would
+- ▁at
+- ▁want
+- ▁mean
+- ▁ch
+- ▁your
+- ▁people
+- ur
+- ▁how
+- ▁k
+- ▁co
+- ▁about
+- ▁tr
+- ▁ba
+- ▁kind
+- ▁when
+- ▁mi
+- ▁because
+- ro
+- ▁had
+- ▁ho
+- ▁gonna
+- ▁time
+- ▁more
+- ▁got
+- ▁some
+- ▁two
+- ▁did
+- ▁see
+- ▁now
+- ▁pa
+- ra
+- ▁de
+- ▁lot
+- ▁actually
+- ▁o
+- ▁too
+- ate
+- ▁here
+- ▁cuz
+- ▁sp
+- ▁where
+- ▁going
+- ▁j
+- ▁from
+- ▁bo
+- ▁them
+- ▁bu
+- ▁put
+- ▁thing
+- ng
+- ▁were
+- ▁n
+- ▁sh
+- ▁work
+- el
+- ▁something
+- ▁se
+- ▁say
+- ke
+- ow
+- ▁ca
+- ▁fa
+- ▁need
+- sh
+- ▁di
+- ▁po
+- ▁make
+- la
+- ▁br
+- ▁v
+- ▁an
+- ▁who
+- ion
+- ▁y
+- ▁look
+- ▁didn
+- ▁could
+- ▁little
+- ver
+- ▁c
+- ▁mo
+- ▁much
+- ▁very
+- ir
+- ▁sa
+- ▁play
+- ▁pretty
+- ▁been
+- ▁d
+- ▁other
+- ▁year
+- and
+- ▁mm
+- ▁stuff
+- ▁dr
+- ▁why
+- ▁con
+- ▁su
+- ▁back
+- ▁ex
+- ting
+- ▁take
+- ▁li
+- ▁even
+- ▁should
+- ▁her
+- ally
+- lo
+- ation
+- ▁way
+- ▁guess
+- ▁has
+- z
+- ▁three
+- ry
+- ▁ha
+- ies
+- is
+- x
+- ▁ro
+- ▁yes
+- ▁th
+- ▁use
+- ▁down
+- ous
+- ▁over
+- ▁probably
+- ▁guys
+- ▁maybe
+- ▁still
+- ▁cr
+- ▁which
+- ▁nice
+- und
+- ▁sure
+- ▁l
+- ▁off
+- ▁la
+- ▁cu
+- est
+- ▁any
+- ▁fi
+- ▁these
+- ▁ra
+- ▁went
+- ▁things
+- ment
+- ▁doing
+- ▁day
+- ▁un
+- ▁lo
+- ▁da
+- ▁only
+- igh
+- ▁come
+- ▁big
+- ▁those
+- ▁wanna
+- ▁bit
+- ▁never
+- ▁us
+- ol
+- ▁though
+- ▁first
+- ive
+- ▁their
+- ▁let
+- ▁start
+- ▁his
+- ▁four
+- ▁le
+- ▁eat
+- ist
+- ▁school
+- us
+- ▁into
+- ▁yep
+- uck
+- ▁than
+- ▁him
+- ▁hi
+- ▁also
+- ▁five
+- side
+- ▁new
+- ▁comp
+- ▁cool
+- ▁talk
+- ▁said
+- ▁pro
+- ▁r
+- ▁always
+- ▁ri
+- ▁cl
+- ▁long
+- able
+- ▁sc
+- ▁gra
+- ▁by
+- ▁friend
+- age
+- ▁different
+- ▁live
+- ▁doesn
+- ▁place
+- ▁sorry
+- ▁will
+- ▁feel
+- ▁does
+- ▁part
+- ▁wait
+- ▁six
+- ▁watch
+- ▁anything
+- ▁man
+- ▁our
+- ▁car
+- ▁huh
+- ▁whatever
+- ▁last
+- ▁give
+- ▁ten
+- ▁before
+- ▁thought
+- ▁after
+- ▁game
+- ▁card
+- ▁fl
+- ▁every
+- cause
+- ▁same
+- ▁around
+- ▁cook
+- ▁week
+- ▁hu
+- ▁everything
+- ▁fine
+- ▁many
+- ▁qu
+- ▁read
+- ▁tea
+- ough
+- ance
+- ▁turn
+- ▁wow
+- ▁fun
+- ▁hard
+- ▁great
+- ▁love
+- ▁remember
+- ▁twenty
+- ▁whole
+- ▁happen
+- ▁seven
+- ▁keep
+- ▁food
+- ▁most
+- j
+- ▁might
+- ▁thank
+- ▁move
+- ▁job
+- ▁eight
+- ▁mu
+- ▁sort
+- ▁better
+- port
+- ▁another
+- ful
+- ▁point
+- ▁show
+- ▁again
+- ▁high
+- ize
+- ▁house
+- ▁home
+- ▁person
+- ▁old
+- ▁end
+- ▁through
+- ▁pick
+- ▁else
+- ▁guy
+- ▁app
+- ▁find
+- ▁nine
+- ▁hand
+- ▁kid
+- ▁interesting
+- ▁city
+- ▁called
+- ▁tell
+- ▁half
+- ▁name
+- ▁definitely
+- ▁made
+- ▁exactly
+- ▁came
+- ▁wood
+- ▁funny
+- ▁basically
+- ▁count
+- ▁usually
+- ▁help
+- ▁someone
+- ▁already
+- ▁dunno
+- ▁enough
+- ction
+- ▁own
+- ▁weird
+- ▁next
+- ▁hundred
+- ▁small
+- ▁money
+- ▁couple
+- ▁while
+- ▁close
+- ▁movie
+- ▁sometimes
+- ▁everyone
+- ▁away
+- ▁true
+- ▁super
+- ▁cheese
+- ▁class
+- ▁night
+- ▁life
+- ▁leave
+- ▁plan
+- ▁water
+- ▁left
+- ▁thirty
+- ▁family
+- ▁phone
+- ▁build
+- ▁room
+- ▁month
+- ▁open
+- ▁idea
+- ▁second
+- ▁dude
+- ▁music
+- ▁each
+- ▁learn
+- ▁girl
+- ▁together
+- ▁under
+- ▁run
+- ▁chicken
+- ▁having
+- ▁either
+- ▁almost
+- ▁crazy
+- ▁book
+- ▁sauce
+- ▁supposed
+- ▁course
+- ▁speak
+- ▁awesome
+- ▁anyway
+- ▁throw
+- ▁finish
+- ▁world
+- ▁reason
+- ▁check
+- ▁least
+- ▁parents
+- ▁everybody
+- ▁change
+- '&'
+- ä
+- '#'
+- ñ
+- â
+- é
+- ü
+- ']'
+- q
+- î
+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: data/nlsyms.txt
+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: false
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: false
+    freq_mask_width_range:
+    - 0
+    - 150
+    num_freq_mask: 4
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.15
+    num_time_mask: 3
+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: 128
+    dropout: 0.2
+encoder: transformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    attention_dropout_rate: 0.0
+    input_layer: conv2d2
+    normalize_before: true
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.0
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202301'
+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:d76f699b72690d3ec4dea6613e405554e9d544fa343edd22a79a4d04eeba1e90
+size 245153

exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp/RESULTS.md

@@ -0,0 +1,10 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Feb  8 23:41:28 UTC 2023`
+- python version: `3.9.2 (default, Mar  3 2021, 20:02:32)  [GCC 7.3.0]`
+- espnet version: `espnet 202301`
+- pytorch version: `pytorch 1.13.1+cu116`
+- Git hash: ``
+  - Commit date: ``
+

exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp/config.yaml

@@ -0,0 +1,701 @@
+config: conf/tuning/train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 5
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 44341
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 8
+patience: 4
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5
+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
+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
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 640
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_en_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_en_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_en_bpe500_sp/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/kaldi/train_all_mdm_ihm_rvb_gss_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/kaldi/train_all_mdm_ihm_rvb_gss_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/kaldi/chime6/dev/gss/wav.scp
+    - speech
+    - sound
+-   - dump/raw/kaldi/chime6/dev/gss/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.0005
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 8000
+token_list:
+- <blank>
+- <unk>
+- s
+- ''''
+- ▁i
+- t
+- ▁it
+- ▁a
+- e
+- ▁you
+- ▁the
+- ▁like
+- ▁yeah
+- a
+- d
+- ▁and
+- m
+- ▁that
+- ▁to
+- n
+- i
+- y
+- ing
+- o
+- u
+- ▁so
+- p
+- ▁of
+- ▁in
+- re
+- ▁was
+- c
+- r
+- ▁just
+- er
+- ▁know
+- ▁oh
+- ed
+- ▁but
+- ▁ummm
+- ▁we
+- l
+- ▁no
+- ▁they
+- ▁have
+- ▁do
+- g
+- ▁he
+- k
+- ll
+- ▁uhhh
+- ▁don
+- ▁for
+- h
+- ▁what
+- ▁be
+- ar
+- ▁is
+- ▁there
+- '-'
+- ▁s
+- ▁this
+- in
+- b
+- ▁
+- en
+- ▁on
+- ▁p
+- ▁can
+- al
+- ▁not
+- w
+- ▁my
+- ▁one
+- ic
+- f
+- ▁or
+- ▁really
+- ▁go
+- ▁right
+- ▁me
+- an
+- ▁w
+- or
+- le
+- ▁f
+- ▁think
+- ▁okay
+- ▁all
+- ▁then
+- ▁with
+- ▁are
+- ▁get
+- it
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+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: data/nlsyms.txt
+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: false
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: false
+    freq_mask_width_range:
+    - 0
+    - 150
+    num_freq_mask: 4
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.15
+    num_time_mask: 3
+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: 128
+    dropout: 0.2
+encoder: transformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    attention_dropout_rate: 0.0
+    input_layer: conv2d2
+    normalize_before: true
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.0
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202301'
+distributed: true

exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp/valid.acc.ave_5best.pth

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+oid sha256:ef025dd9cc97fe7bbce1c7f13e13ce1446c4ebc6103cfcc3add3381b87b5b913
+size 1383608373

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202301'
+files:
+  asr_model_file: exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp/valid.acc.ave_5best.pth
+python: "3.9.2 (default, Mar  3 2021, 20:02:32) \n[GCC 7.3.0]"
+timestamp: 1675899805.515879
+torch: 1.13.1+cu116
+yaml_files:
+  asr_train_config: exp/asr_train_asr_transformer_wavlm_lr1e-4_specaugm_accum1_preenc128_warmup20k_raw_en_bpe500_batch_size640_scheduler_confwarmup_steps8000_max_epoch8_optim_conflr0.000500000000_sp/config.yaml