Update model

README.md

@@ -0,0 +1,823 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- slue-ted
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model
+
+### `espnet/slueted_owsm_summ`
+
+This model was trained by “siddhu001” using slue-ted 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 e23ef85f0b3116ad5c60d0833f186da0deec0734
+pip install -e .
+cd egs2/slue-ted/slu1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/slueted_owsm_summ
+```
+
+RESULT 23.72001537034864 5.0727273644425015 16.49858244502415 22.432552212134674 83.55819195438502
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf//train_asr_owsm_weighted_dropout.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/slu_train_asr_owsm_weighted_dropout_raw_en_bpe500_sp
+ngpu: 1
+seed: 2022
+num_workers: 2
+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: 55179
+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: 25
+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: 100
+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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param:
+- /scratch/bbjs/arora1/espnet_slue_PR/espnet/egs2/tedlium3/asr1/exp/asr_train_asr_owsm_weighted_dropout_raw_en_bpe500/valid.acc.ave_10best.pth:::ctc
+ignore_init_mismatch: false
+freeze_param:
+- encoder
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 12000000
+valid_batch_bins: null
+train_shape_file:
+- exp/slu_stats_raw_en_bpe500_sp/train/speech_shape
+- exp/slu_stats_raw_en_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/slu_stats_raw_en_bpe500_sp/valid/speech_shape
+- exp/slu_stats_raw_en_bpe500_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
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/devel/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/devel/text
+    - text
+    - text
+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: 5000
+token_list:
+- <blank>
+- <unk>
+- '[sep]'
+- '&quot;'
+- s
+- ▁
+- ▁the
+- ','
+- t
+- d
+- ▁a
+- .
+- ing
+- o
+- e
+- ▁to
+- a
+- ▁and
+- y
+- n
+- ▁of
+- r
+- ▁in
+- u
+- i
+- m
+- p
+- c
+- er
+- g
+- l
+- al
+- re
+- ed
+- b
+- ''''
+- ar
+- k
+- in
+- f
+- ▁"
+- le
+- 'on'
+- v
+- or
+- th
+- '-'
+- ▁c
+- en
+- ▁f
+- ▁--
+- ▁we
+- ▁for
+- ▁how
+- ly
+- ▁re
+- se
+- ▁that
+- es
+- w
+- ic
+- st
+- ▁w
+- ▁be
+- ri
+- an
+- ra
+- ve
+- ce
+- ur
+- ▁by
+- ▁it
+- li
+- ▁de
+- '?'
+- it
+- ch
+- ent
+- ▁is
+- ter
+- el
+- ▁on
+- ▁e
+- ▁he
+- ▁co
+- ▁an
+- ▁ma
+- ▁st
+- ll
+- ▁with
+- ▁can
+- il
+- ▁you
+- ▁us
+- ation
+- te
+- ▁this
+- ▁b
+- ▁do
+- ▁g
+- me
+- ▁what
+- ck
+- ▁from
+- ate
+- ▁p
+- z
+- la
+- ▁mo
+- ▁di
+- ive
+- mp
+- ▁talk
+- ity
+- vi
+- ta
+- at
+- ge
+- ▁tr
+- ▁she
+- ▁our
+- ▁pa
+- ci
+- et
+- h
+- ▁su
+- ver
+- ▁world
+- pe
+- ▁about
+- ▁me
+- ▁so
+- and
+- ▁con
+- tion
+- de
+- ir
+- ▁her
+- im
+- ':'
+- ▁his
+- ies
+- ▁po
+- ▁are
+- ect
+- lo
+- ▁your
+- un
+- ist
+- hi
+- ▁mi
+- x
+- id
+- ment
+- ol
+- ul
+- ti
+- ne
+- qu
+- ▁but
+- ▁ca
+- ▁fa
+- ▁as
+- ▁un
+- ers
+- ight
+- ▁says
+- '0'
+- ng
+- op
+- '1'
+- ▁k
+- ad
+- j
+- ma
+- ▁pro
+- ▁work
+- ▁ba
+- ▁share
+- ▁new
+- ▁more
+- ▁vi
+- ▁sa
+- ▁at
+- ▁la
+- ut
+- bi
+- sion
+- ▁ho
+- na
+- act
+- age
+- ke
+- if
+- ▁bo
+- ▁br
+- ▁ha
+- ▁no
+- co
+- ▁lo
+- mi
+- ▁make
+- ▁people
+- ▁why
+- ant
+- ▁their
+- ▁i
+- ▁life
+- ▁all
+- ting
+- ▁human
+- ▁have
+- om
+- )
+- ▁(
+- ▁help
+- ▁ted
+- wa
+- sh
+- ▁da
+- ▁le
+- ▁out
+- ph
+- ical
+- ▁way
+- ff
+- ▁ro
+- able
+- ▁some
+- est
+- ure
+- em
+- ho
+- ▁ex
+- gen
+- ha
+- ia
+- ine
+- ▁into
+- ca
+- ▁was
+- ▁who
+- ther
+- ▁they
+- ow
+- he
+- ▁one
+- ▁when
+- form
+- ▁pre
+- ni
+- ▁could
+- ▁like
+- ▁per
+- ▁up
+- ance
+- com
+- ▁go
+- ion
+- tor
+- ▁fe
+- ▁ra
+- ▁or
+- ▁en
+- ▁change
+- tic
+- ▁every
+- ▁jo
+- ence
+- ▁not
+- ▁art
+- one
+- use
+- ous
+- ▁plan
+- ▁music
+- ▁exp
+- und
+- ▁ne
+- um
+- ative
+- pp
+- ▁need
+- tro
+- directed
+- ▁learn
+- ▁narrate
+- ▁has
+- lar
+- '].'
+- man
+- ▁car
+- ▁future
+- ▁real
+- ▁time
+- ize
+- ▁live
+- ber
+- ▁mar
+- ▁ga
+- ▁take
+- ▁dr
+- ful
+- ▁get
+- ▁shows
+- day
+- ▁cha
+- ▁than
+- ▁know
+- ian
+- ▁see
+- ▁just
+- '2'
+- ▁other
+- old
+- ▁design
+- ▁chi
+- ▁build
+- ious
+- ▁most
+- ▁si
+- ▁will
+- ▁power
+- ▁think
+- port
+- ▁over
+- ▁ja
+- ish
+- ▁climate
+- ▁sha
+- ▁through
+- less
+- '3'
+- ▁my
+- ▁where
+- ▁global
+- ▁health
+- ▁pri
+- ▁20
+- ▁story
+- gu
+- ugh
+- ▁create
+- ▁look
+- ▁trans
+- ▁har
+- ▁even
+- ▁part
+- ▁years
+- ▁lead
+- side
+- low
+- long
+- ▁technolog
+- ness
+- '5'
+- ▁call
+- ▁sc
+- ▁system
+- '9'
+- line
+- ▁brain
+- ▁data
+- ▁own
+- ition
+- ▁explains
+- ▁tell
+- ▁explore
+- ▁start
+- ▁ru
+- ▁which
+- ▁anderson
+- ▁find
+- ▁hu
+- ▁women
+- ▁better
+- ▁idea
+- ▁history
+- ▁research
+- ▁science
+- ism
+- ▁first
+- ▁grow
+- ▁right
+- clu
+- ▁space
+- ▁develop
+- ▁problem
+- ▁two
+- ▁earth
+- ologist
+- ▁many
+- ▁should
+- ▁three
+- ▁fellow
+- ▁social
+- ▁africa
+- ▁...
+- '4'
+- ▁addis
+- ▁powerful
+- ▁found
+- ▁under
+- ▁understand
+- ▁after
+- ▁stories
+- ▁around
+- ▁personal
+- ▁project
+- ▁between
+- ▁question
+- ▁play
+- ▁scientist
+- ▁happen
+- ▁good
+- ▁produc
+- ▁experience
+- ▁step
+- ▁america
+- '8'
+- ▁great
+- ▁down
+- ▁high
+- ▁would
+- ▁turn
+- ▁surprising
+- ▁imagin
+- ▁teach
+- cross
+- ▁place
+- ▁medic
+- ▁million
+- ▁things
+- '7'
+- ▁reveal
+- ▁without
+- ▁challenge
+- ▁next
+- ▁each
+- ▁studio
+- organ
+- '6'
+- ▁business
+- ▁much
+- ▁show
+- ▁conversation
+- ▁energy
+- ▁school
+- ▁ocean
+- ▁while
+- source
+- ization
+- ▁break
+- ▁robot
+- ▁disease
+- ▁behind
+- ability
+- ▁team
+- ▁chris
+- ▁become
+- ▁solution
+- ▁protect
+- ▁collect
+- ▁different
+- ▁those
+- ▁connect
+- ▁architect
+- ▁language
+- ▁simple
+- ▁solve
+- ▁before
+- ▁community
+- ▁country
+- ▁secret
+- ▁keep
+- ▁food
+- ▁thought
+- ▁discover
+- ▁environment
+- ▁government
+- ▁public
+- ;
+- '!'
+- /
+- q
+- '%'
+- '@'
+- ']'
+- +
+- '&'
+- '|'
+- _
+- (
+- '"'
+- $
+- '*'
+- '='
+- '['
+- '`'
+- <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: null
+    zero_infinity: true
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+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'
+short_noise_thres: 0.5
+frontend: default
+frontend_conf:
+    n_fft: 512
+    win_length: 400
+    hop_length: 160
+    fs: 16k
+specaug: specaug
+specaug_conf:
+    apply_time_warp: false
+    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: 10
+normalize: global_mvn
+normalize_conf:
+    stats_file: /scratch/bbjs/arora1/new_download_espnet_egs2/harpervalley/slu1_superb_onlyda/owsm_v3.1_ebf/exp/s2t_stats_raw_bpe50000/train/feats_stats.npz
+model: espnet
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    weighted_sum: true
+    extract_feats_in_collect_stats: false
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 1024
+    attention_heads: 16
+    attention_layer_type: selfattn
+    pos_enc_layer_type: abs_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 4096
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 18
+    dropout_rate: 0.2
+    positional_dropout_rate: 0.2
+    attention_dropout_rate: 0.2
+    input_layer: conv2d
+    layer_drop_rate: 0.0
+    linear_units: 4096
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+prepostencoder: linear
+prepostencoder_conf:
+    input_size: 1024
+    output_size: 80
+postencoder: conformer_full
+postencoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 1024
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.2
+    attention_dropout_rate: 0.1
+    input_layer: conv2d1
+    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
+deliberationencoder: null
+deliberationencoder_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
+postdecoder: null
+postdecoder_conf: {}
+required:
+- output_dir
+- token_list
+version: '202310'
+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 sha256:9070b5fe2b321a13162f2aa8159c6f637402b46fb032510dbb1dabfcf0afa24f
+size 244766

exp/slu_train_asr_owsm_weighted_dropout_raw_en_bpe500_sp/RESULTS.md

@@ -0,0 +1 @@
+RESULT 23.72001537034864 5.0727273644425015 16.49858244502415 22.432552212134674 83.55819195438502

exp/slu_train_asr_owsm_weighted_dropout_raw_en_bpe500_sp/config.yaml

@@ -0,0 +1,748 @@
+config: conf//train_asr_owsm_weighted_dropout.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/slu_train_asr_owsm_weighted_dropout_raw_en_bpe500_sp
+ngpu: 1
+seed: 2022
+num_workers: 2
+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: 55179
+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: 25
+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: 100
+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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param:
+- /scratch/bbjs/arora1/espnet_slue_PR/espnet/egs2/tedlium3/asr1/exp/asr_train_asr_owsm_weighted_dropout_raw_en_bpe500/valid.acc.ave_10best.pth:::ctc
+ignore_init_mismatch: false
+freeze_param:
+- encoder
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 12000000
+valid_batch_bins: null
+train_shape_file:
+- exp/slu_stats_raw_en_bpe500_sp/train/speech_shape
+- exp/slu_stats_raw_en_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/slu_stats_raw_en_bpe500_sp/valid/speech_shape
+- exp/slu_stats_raw_en_bpe500_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
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/devel/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/devel/text
+    - text
+    - text
+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: 5000
+token_list:
+- <blank>
+- <unk>
+- '[sep]'
+- '&quot;'
+- s
+- ▁
+- ▁the
+- ','
+- t
+- d
+- ▁a
+- .
+- ing
+- o
+- e
+- ▁to
+- a
+- ▁and
+- y
+- n
+- ▁of
+- r
+- ▁in
+- u
+- i
+- m
+- p
+- c
+- er
+- g
+- l
+- al
+- re
+- ed
+- b
+- ''''
+- ar
+- k
+- in
+- f
+- ▁"
+- le
+- 'on'
+- v
+- or
+- th
+- '-'
+- ▁c
+- en
+- ▁f
+- ▁--
+- ▁we
+- ▁for
+- ▁how
+- ly
+- ▁re
+- se
+- ▁that
+- es
+- w
+- ic
+- st
+- ▁w
+- ▁be
+- ri
+- an
+- ra
+- ve
+- ce
+- ur
+- ▁by
+- ▁it
+- li
+- ▁de
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exp/slu_train_asr_owsm_weighted_dropout_raw_en_bpe500_sp/valid.acc.ave_10best.pth

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meta.yaml

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+espnet: '202310'
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+python: "3.9.13 (main, Aug 25 2022, 23:26:10) \n[GCC 11.2.0]"
+timestamp: 1715364701.23388
+torch: 2.1.0+cu121
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