Update model

README.md

@@ -1,3 +1,794 @@
----
-license: apache-2.0
----
+---
+tags:
+- espnet
+- audio
+- universa
+language: multilingual
+datasets:
+- urgent24
+license: cc-by-4.0
+---
+
+## ESPnet2 universa model
+
+### `espnet/universa-wavlm_base_urgent24_multi-metric_fullref`
+
+This model was trained by ftshijt using urgent24 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 5dbbd4cec6d4ccdd840484207951770027a8d4b8
+pip install -e .
+cd egs2/urgent24/uni_versa1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/universa-wavlm_base_urgent24_multi-metric_fullref
+```
+
+
+
+## universa config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_universa_wavlm_freeze.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: update_exp/universa_train_universa_wavlm_freeze_raw_fs16000
+ngpu: 1
+seed: 777
+num_workers: 1
+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:
+-   - train
+    - loss
+    - min
+-   - valid
+    - loss
+    - min
+-   - train
+    - acc
+    - max
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: -1
+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: 50
+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: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- update_exp/universa_stats_raw/train/audio_shape
+- update_exp/universa_stats_raw/train/ref_audio_shape
+- update_exp/universa_stats_raw/train/ref_text_shape
+valid_shape_file:
+- update_exp/universa_stats_raw/valid/audio_shape
+- update_exp/universa_stats_raw/valid/ref_audio_shape
+- update_exp/universa_stats_raw/valid/ref_text_shape
+batch_type: sorted
+valid_batch_type: null
+fold_length:
+- 256000
+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_ark/raw/train_update/wav.scp
+    - audio
+    - kaldi_ark
+-   - dump_ark/raw/train_update/metric.scp
+    - metrics
+    - metric
+-   - dump_ark/raw/train_update/ref_wav.scp
+    - ref_audio
+    - kaldi_ark
+-   - dump_ark/raw/train_update/text
+    - ref_text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump_ark/raw/dev_update/wav.scp
+    - audio
+    - kaldi_ark
+-   - dump_ark/raw/dev_update/metric.scp
+    - metrics
+    - metric
+-   - dump_ark/raw/dev_update/ref_wav.scp
+    - ref_audio
+    - kaldi_ark
+-   - dump_ark/raw/dev_update/text
+    - ref_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: adamw
+optim_conf:
+    lr: 0.001
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+metric2id: dump_ark/raw/train_update/metric2id
+metric2type: null
+metric_pad_value: -100
+token_list:
+- <blank>
+- <unk>
+- s
+- ▁
+- t
+- e
+- ▁the
+- i
+- a
+- o
+- ▁a
+- r
+- ▁to
+- d
+- ▁and
+- ''''
+- m
+- n
+- ing
+- u
+- y
+- p
+- c
+- ▁of
+- l
+- ed
+- ▁I
+- ▁in
+- er
+- re
+- ▁it
+- ▁you
+- ar
+- ▁f
+- ▁is
+- ▁that
+- ','
+- .
+- in
+- al
+- g
+- 'on'
+- ▁b
+- b
+- or
+- ▁c
+- ▁s
+- f
+- h
+- ▁we
+- an
+- en
+- ▁for
+- le
+- ▁p
+- ly
+- es
+- w
+- ▁re
+- ▁on
+- ▁m
+- ▁be
+- ic
+- ll
+- th
+- ▁he
+- k
+- ur
+- ve
+- ▁with
+- ▁so
+- ▁from
+- ▁was
+- v
+- ch
+- st
+- ▁w
+- ▁i
+- ▁this
+- ▁de
+- ▁like
+- ▁do
+- ce
+- at
+- il
+- ck
+- ▁A
+- ▁have
+- ▁not
+- ad
+- ▁st
+- ow
+- ro
+- ne
+- ▁me
+- ▁my
+- ▁but
+- ation
+- ▁at
+- ▁or
+- '-'
+- ter
+- ent
+- ▁B
+- ▁n
+- ▁know
+- ▁t
+- out
+- ▁are
+- nd
+- ▁one
+- ▁li
+- ▁g
+- ▁The
+- ol
+- ion
+- te
+- ▁go
+- ut
+- ▁as
+- ▁just
+- as
+- ▁sh
+- ▁they
+- is
+- ▁C
+- et
+- ▁h
+- ▁an
+- ▁there
+- ▁up
+- ▁S
+- ▁M
+- ▁she
+- ▁by
+- ▁su
+- om
+- ▁can
+- us
+- ▁your
+- ng
+- ▁con
+- el
+- ▁us
+- ment
+- z
+- ▁see
+- ▁ab
+- ▁what
+- ▁out
+- ▁her
+- me
+- ate
+- ▁all
+- ▁th
+- ▁if
+- ▁right
+- ▁his
+- ▁ma
+- ▁lo
+- ▁which
+- ide
+- ▁P
+- ▁more
+- ▁then
+- ul
+- ast
+- x
+- ight
+- ill
+- ▁So
+- ▁sp
+- ▁going
+- ▁some
+- ure
+- ▁their
+- ig
+- ▁no
+- ▁ro
+- ▁think
+- ▁who
+- ▁pro
+- ver
+- ive
+- est
+- ▁co
+- ▁di
+- '0'
+- ist
+- ▁k
+- age
+- ▁d
+- ▁time
+- ▁L
+- ies
+- ▁will
+- ▁man
+- ▁when
+- ▁D
+- les
+- ▁F
+- ▁want
+- ff
+- ity
+- ▁un
+- '?'
+- ▁start
+- ▁G
+- ▁uh
+- ▁get
+- ok
+- ▁take
+- ▁po
+- li
+- ▁ho
+- ▁way
+- ▁don
+- ▁yeah
+- ▁really
+- ▁say
+- ▁look
+- ▁good
+- ▁ra
+- ▁pr
+- ▁had
+- ttle
+- ▁comp
+- ort
+- ish
+- ▁ex
+- ally
+- ▁sa
+- ▁how
+- end
+- ant
+- ▁O
+- ▁um
+- way
+- ance
+- ▁other
+- ▁two
+- ine
+- ever
+- able
+- ▁com
+- other
+- ▁first
+- ▁back
+- ▁al
+- ers
+- ions
+- ▁now
+- ▁off
+- ning
+- ▁down
+- ▁has
+- ▁than
+- ▁car
+- ▁Th
+- very
+- ice
+- ▁dr
+- ▁been
+- ▁him
+- ▁here
+- ated
+- '5'
+- ▁hand
+- ▁day
+- ▁hear
+- each
+- ▁would
+- ▁over
+- ▁oh
+- ▁cha
+- ood
+- ▁did
+- ugh
+- ▁per
+- ▁let
+- ▁str
+- ▁tra
+- ▁got
+- ext
+- '1'
+- ▁We
+- ▁Shields
+- ▁come
+- ▁should
+- ▁could
+- light
+- '2'
+- ▁people
+- ▁again
+- ▁year
+- ▁app
+- ▁into
+- ▁any
+- ▁N
+- ▁mean
+- ▁o
+- ▁mus
+- ▁lot
+- ▁said
+- ▁long
+- ▁these
+- ▁lea
+- sh
+- ▁vi
+- ▁part
+- ▁every
+- ▁our
+- ▁You
+- ious
+- ▁fight
+- ▁Ch
+- ark
+- ▁may
+- ▁Hammer
+- ▁because
+- ▁most
+- ▁came
+- ▁four
+- ful
+- ▁No
+- ize
+- ▁where
+- ▁okay
+- ▁much
+- ▁ask
+- ▁through
+- ▁before
+- ▁work
+- ▁even
+- ▁three
+- mber
+- ▁win
+- ▁flight
+- ake
+- K
+- ▁place
+- ▁play
+- ▁though
+- ▁pound
+- ▁bit
+- land
+- ▁va
+- ▁talk
+- ▁kind
+- ▁Line
+- ▁make
+- hap
+- ▁big
+- ▁leav
+- ▁something
+- ▁game
+- ▁under
+- ▁feel
+- self
+- ▁give
+- ▁includ
+- U
+- ▁twenty
+- ▁guard
+- ▁left
+- ▁round
+- ▁great
+- body
+- ▁gra
+- ress
+- lso
+- '3'
+- ▁everything
+- ▁those
+- ▁after
+- ▁tell
+- ▁need
+- ▁yes
+- qua
+- ham
+- ▁minutes
+- ▁question
+- ▁around
+- ▁punch
+- ▁course
+- ▁gonna
+- ▁person
+- ▁move
+- ▁plan
+- ▁ear
+- ept
+- ▁Airport
+- ▁Okay
+- ▁found
+- ▁seven
+- ▁help
+- que
+- ▁qui
+- ▁keep
+- ▁guys
+- ▁house
+- ▁run
+- ▁turn
+- ▁better
+- ▁stop
+- ward
+- ddle
+- ▁second
+- ground
+- ▁world
+- ▁high
+- ▁point
+- ▁hold
+- ▁call
+- '6'
+- ▁actually
+- ▁probably
+- ▁heaven
+- ▁speci
+- ▁everyone
+- ▁why
+- ▁presen
+- ▁thir
+- lright
+- ▁eye
+- eath
+- ▁Tak
+- '!'
+- '"'
+- '4'
+- ▁hundred
+- ▁answer
+- ▁small
+- ▁wait
+- ▁nothing
+- q
+- '8'
+- V
+- ▁countr
+- ▁problem
+- ▁continu
+- ▁close
+- ▁priva
+- ▁20
+- ▁pleas
+- ▁walk
+- ▁open
+- ▁lay
+- ▁Station
+- ▁moment
+- ▁Yeah
+- ▁public
+- possibl
+- ▁happen
+- together
+- ▁while
+- asically
+- ▁money
+- ▁wrong
+- B
+- ▁puzzle
+- '7'
+- ▁journ
+- ▁rainbow
+- ▁thousand
+- I
+- '9'
+- S
+- P
+- '%'
+- A
+- D
+- L
+- F
+- ’
+- O
+- G
+- N
+- á
+- C
+- $
+- Z
+- Y
+- R
+- E
+- J
+- W
+- M
+- H
+- j
+- –
+- ;
+- Q
+- X
+- ']'
+- −
+- '&'
+- T
+- '['
+- <sos/eos>
+init: xavier_uniform
+model_conf: {}
+use_ref_audio: true
+use_ref_text: true
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    download_dir: ./hub
+    multilayer_feature: true
+universa: base
+universa_conf:
+    embedding_dim: 256
+    audio_encoder_type: transformer
+    audio_encoder_params:
+        num_blocks: 4
+        attention_heads: 4
+        linear_units: 1024
+        dropout_rate: 0.1
+        positional_dropout_rate: 0.1
+        attention_dropout_rate: 0.1
+        input_layer: conv2d
+        normalize_before: true
+        concat_after: false
+        positionwise_layer_type: linear
+        positionwise_conv_kernel_size: 1
+        layer_drop_rate: 0.1
+        qk_norm: false
+        use_flash_attn: false
+    text_encoder_type: transformer
+    text_encoder_params:
+        num_blocks: 4
+        attention_heads: 4
+        linear_units: 1024
+        dropout_rate: 0.1
+        positional_dropout_rate: 0.1
+        attention_dropout_rate: 0.1
+        input_layer: linear
+        normalize_before: true
+        concat_after: false
+        positionwise_layer_type: linear
+        positionwise_conv_kernel_size: 1
+        layer_drop_rate: 0.1
+        qk_norm: false
+        use_flash_attn: false
+    cross_attention_type: multihead
+    cross_attention_params:
+        n_head: 4
+        dropout_rate: 0.1
+    pooling_type: mean
+    projector_type: linear
+    multi_branch: true
+required:
+- output_dir
+- metric2id
+version: '202412'
+distributed: false
+```
+
+</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/token_list/bpe_unigram500/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9049e379dea3f04985ae169064ce46e7eae56316e5e38b9ae4476851054b062a
+size 244630

dump_ark/raw/train_update/metric2id

@@ -0,0 +1,13 @@
+dns_p808
+f0corr
+f0rmse
+mcd
+mos
+pesq
+sheet_ssqa
+si_snr
+speech_bert
+spk_similarity
+stoi
+utmos
+wer

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  model_file: update_exp/universa_train_universa_wavlm_freeze_raw_fs16000/7epoch.pth
+python: "3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 17:20:25) \n[GCC 12.3.0]"
+timestamp: 1740672071.913292
+torch: 2.6.0.dev20241210+cu124
+yaml_files:
+  train_config: update_exp/universa_train_universa_wavlm_freeze_raw_fs16000/config.yaml

update_exp/universa_train_universa_wavlm_freeze_raw_fs16000/7epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:961c3ed509b4f26b38da5ef5c3d8f3f298644cb4041ab3b6ce67e50d39d0f268
+size 1923127688

update_exp/universa_train_universa_wavlm_freeze_raw_fs16000/config.yaml

@@ -0,0 +1,719 @@
+config: conf/train_universa_wavlm_freeze.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: update_exp/universa_train_universa_wavlm_freeze_raw_fs16000
+ngpu: 1
+seed: 777
+num_workers: 1
+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:
+-   - train
+    - loss
+    - min
+-   - valid
+    - loss
+    - min
+-   - train
+    - acc
+    - max
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: -1
+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: 50
+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: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- update_exp/universa_stats_raw/train/audio_shape
+- update_exp/universa_stats_raw/train/ref_audio_shape
+- update_exp/universa_stats_raw/train/ref_text_shape
+valid_shape_file:
+- update_exp/universa_stats_raw/valid/audio_shape
+- update_exp/universa_stats_raw/valid/ref_audio_shape
+- update_exp/universa_stats_raw/valid/ref_text_shape
+batch_type: sorted
+valid_batch_type: null
+fold_length:
+- 256000
+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_ark/raw/train_update/wav.scp
+    - audio
+    - kaldi_ark
+-   - dump_ark/raw/train_update/metric.scp
+    - metrics
+    - metric
+-   - dump_ark/raw/train_update/ref_wav.scp
+    - ref_audio
+    - kaldi_ark
+-   - dump_ark/raw/train_update/text
+    - ref_text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump_ark/raw/dev_update/wav.scp
+    - audio
+    - kaldi_ark
+-   - dump_ark/raw/dev_update/metric.scp
+    - metrics
+    - metric
+-   - dump_ark/raw/dev_update/ref_wav.scp
+    - ref_audio
+    - kaldi_ark
+-   - dump_ark/raw/dev_update/text
+    - ref_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: adamw
+optim_conf:
+    lr: 0.001
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+metric2id: dump_ark/raw/train_update/metric2id
+metric2type: null
+metric_pad_value: -100
+token_list:
+- <blank>
+- <unk>
+- s
+- ▁
+- t
+- e
+- ▁the
+- i
+- a
+- o
+- ▁a
+- r
+- ▁to
+- d
+- ▁and
+- ''''
+- m
+- n
+- ing
+- u
+- y
+- p
+- c
+- ▁of
+- l
+- ed
+- ▁I
+- ▁in
+- er
+- re
+- ▁it
+- ▁you
+- ar
+- ▁f
+- ▁is
+- ▁that
+- ','
+- .
+- in
+- al
+- g
+- 'on'
+- ▁b
+- b
+- or
+- ▁c
+- ▁s
+- f
+- h
+- ▁we
+- an
+- en
+- ▁for
+- le
+- ▁p
+- ly
+- es
+- w
+- ▁re
+- ▁on
+- ▁m
+- ▁be
+- ic
+- ll
+- th
+- ▁he
+- k
+- ur
+- ve
+- ▁with
+- ▁so
+- ▁from
+- ▁was
+- v
+- ch
+- st
+- ▁w
+- ▁i
+- ▁this
+- ▁de
+- ▁like
+- ▁do
+- ce
+- at
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+- ck
+- ▁A
+- ▁have
+- ▁not
+- ad
+- ▁st
+- ow
+- ro
+- ne
+- ▁me
+- ▁my
+- ▁but
+- ation
+- ▁at
+- ▁or
+- '-'
+- ter
+- ent
+- ▁B
+- ▁n
+- ▁know
+- ▁t
+- out
+- ▁are
+- nd
+- ▁one
+- ▁li
+- ▁g
+- ▁The
+- ol
+- ion
+- te
+- ▁go
+- ut
+- ▁as
+- ▁just
+- as
+- ▁sh
+- ▁they
+- is
+- ▁C
+- et
+- ▁h
+- ▁an
+- ▁there
+- ▁up
+- ▁S
+- ▁M
+- ▁she
+- ▁by
+- ▁su
+- om
+- ▁can
+- us
+- ▁your
+- ng
+- ▁con
+- el
+- ▁us
+- ment
+- z
+- ▁see
+- ▁ab
+- ▁what
+- ▁out
+- ▁her
+- me
+- ate
+- ▁all
+- ▁th
+- ▁if
+- ▁right
+- ▁his
+- ▁ma
+- ▁lo
+- ▁which
+- ide
+- ▁P
+- ▁more
+- ▁then
+- ul
+- ast
+- x
+- ight
+- ill
+- ▁So
+- ▁sp
+- ▁going
+- ▁some
+- ure
+- ▁their
+- ig
+- ▁no
+- ▁ro
+- ▁think
+- ▁who
+- ▁pro
+- ver
+- ive
+- est
+- ▁co
+- ▁di
+- '0'
+- ist
+- ▁k
+- age
+- ▁d
+- ▁time
+- ▁L
+- ies
+- ▁will
+- ▁man
+- ▁when
+- ▁D
+- les
+- ▁F
+- ▁want
+- ff
+- ity
+- ▁un
+- '?'
+- ▁start
+- ▁G
+- ▁uh
+- ▁get
+- ok
+- ▁take
+- ▁po
+- li
+- ▁ho
+- ▁way
+- ▁don
+- ▁yeah
+- ▁really
+- ▁say
+- ▁look
+- ▁good
+- ▁ra
+- ▁pr
+- ▁had
+- ttle
+- ▁comp
+- ort
+- ish
+- ▁ex
+- ally
+- ▁sa
+- ▁how
+- end
+- ant
+- ▁O
+- ▁um
+- way
+- ance
+- ▁other
+- ▁two
+- ine
+- ever
+- able
+- ▁com
+- other
+- ▁first
+- ▁back
+- ▁al
+- ers
+- ions
+- ▁now
+- ▁off
+- ning
+- ▁down
+- ▁has
+- ▁than
+- ▁car
+- ▁Th
+- very
+- ice
+- ▁dr
+- ▁been
+- ▁him
+- ▁here
+- ated
+- '5'
+- ▁hand
+- ▁day
+- ▁hear
+- each
+- ▁would
+- ▁over
+- ▁oh
+- ▁cha
+- ood
+- ▁did
+- ugh
+- ▁per
+- ▁let
+- ▁str
+- ▁tra
+- ▁got
+- ext
+- '1'
+- ▁We
+- ▁Shields
+- ▁come
+- ▁should
+- ▁could
+- light
+- '2'
+- ▁people
+- ▁again
+- ▁year
+- ▁app
+- ▁into
+- ▁any
+- ▁N
+- ▁mean
+- ▁o
+- ▁mus
+- ▁lot
+- ▁said
+- ▁long
+- ▁these
+- ▁lea
+- sh
+- ▁vi
+- ▁part
+- ▁every
+- ▁our
+- ▁You
+- ious
+- ▁fight
+- ▁Ch
+- ark
+- ▁may
+- ▁Hammer
+- ▁because
+- ▁most
+- ▁came
+- ▁four
+- ful
+- ▁No
+- ize
+- ▁where
+- ▁okay
+- ▁much
+- ▁ask
+- ▁through
+- ▁before
+- ▁work
+- ▁even
+- ▁three
+- mber
+- ▁win
+- ▁flight
+- ake
+- K
+- ▁place
+- ▁play
+- ▁though
+- ▁pound
+- ▁bit
+- land
+- ▁va
+- ▁talk
+- ▁kind
+- ▁Line
+- ▁make
+- hap
+- ▁big
+- ▁leav
+- ▁something
+- ▁game
+- ▁under
+- ▁feel
+- self
+- ▁give
+- ▁includ
+- U
+- ▁twenty
+- ▁guard
+- ▁left
+- ▁round
+- ▁great
+- body
+- ▁gra
+- ress
+- lso
+- '3'
+- ▁everything
+- ▁those
+- ▁after
+- ▁tell
+- ▁need
+- ▁yes
+- qua
+- ham
+- ▁minutes
+- ▁question
+- ▁around
+- ▁punch
+- ▁course
+- ▁gonna
+- ▁person
+- ▁move
+- ▁plan
+- ▁ear
+- ept
+- ▁Airport
+- ▁Okay
+- ▁found
+- ▁seven
+- ▁help
+- que
+- ▁qui
+- ▁keep
+- ▁guys
+- ▁house
+- ▁run
+- ▁turn
+- ▁better
+- ▁stop
+- ward
+- ddle
+- ▁second
+- ground
+- ▁world
+- ▁high
+- ▁point
+- ▁hold
+- ▁call
+- '6'
+- ▁actually
+- ▁probably
+- ▁heaven
+- ▁speci
+- ▁everyone
+- ▁why
+- ▁presen
+- ▁thir
+- lright
+- ▁eye
+- eath
+- ▁Tak
+- '!'
+- '"'
+- '4'
+- ▁hundred
+- ▁answer
+- ▁small
+- ▁wait
+- ▁nothing
+- q
+- '8'
+- V
+- ▁countr
+- ▁problem
+- ▁continu
+- ▁close
+- ▁priva
+- ▁20
+- ▁pleas
+- ▁walk
+- ▁open
+- ▁lay
+- ▁Station
+- ▁moment
+- ▁Yeah
+- ▁public
+- possibl
+- ▁happen
+- together
+- ▁while
+- asically
+- ▁money
+- ▁wrong
+- B
+- ▁puzzle
+- '7'
+- ▁journ
+- ▁rainbow
+- ▁thousand
+- I
+- '9'
+- S
+- P
+- '%'
+- A
+- D
+- L
+- F
+- ’
+- O
+- G
+- N
+- á
+- C
+- $
+- Z
+- Y
+- R
+- E
+- J
+- W
+- M
+- H
+- j
+- –
+- ;
+- Q
+- X
+- ']'
+- −
+- '&'
+- T
+- '['
+- <sos/eos>
+init: xavier_uniform
+model_conf: {}
+use_ref_audio: true
+use_ref_text: true
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    download_dir: ./hub
+    multilayer_feature: true
+universa: base
+universa_conf:
+    embedding_dim: 256
+    audio_encoder_type: transformer
+    audio_encoder_params:
+        num_blocks: 4
+        attention_heads: 4
+        linear_units: 1024
+        dropout_rate: 0.1
+        positional_dropout_rate: 0.1
+        attention_dropout_rate: 0.1
+        input_layer: conv2d
+        normalize_before: true
+        concat_after: false
+        positionwise_layer_type: linear
+        positionwise_conv_kernel_size: 1
+        layer_drop_rate: 0.1
+        qk_norm: false
+        use_flash_attn: false
+    text_encoder_type: transformer
+    text_encoder_params:
+        num_blocks: 4
+        attention_heads: 4
+        linear_units: 1024
+        dropout_rate: 0.1
+        positional_dropout_rate: 0.1
+        attention_dropout_rate: 0.1
+        input_layer: linear
+        normalize_before: true
+        concat_after: false
+        positionwise_layer_type: linear
+        positionwise_conv_kernel_size: 1
+        layer_drop_rate: 0.1
+        qk_norm: false
+        use_flash_attn: false
+    cross_attention_type: multihead
+    cross_attention_params:
+        n_head: 4
+        dropout_rate: 0.1
+    pooling_type: mean
+    projector_type: linear
+    multi_branch: true
+required:
+- output_dir
+- metric2id
+version: '202412'
+distributed: false