|
--- |
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tags: |
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- espnet |
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- audio |
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- text-to-speech |
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language: multilingual |
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datasets: |
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- masmultts |
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license: cc-by-4.0 |
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--- |
|
|
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## ESPnet2 TTS model |
|
|
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### `saefro991/tts_ipa_css10_7lang_textpretrain_residual_freeze` |
|
|
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This model was trained by Takaaki-Saeki using masmultts recipe in [espnet](https://github.com/espnet/espnet/). |
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|
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### Demo: How to use in ESPnet2 |
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|
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Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) |
|
if you haven't done that already. |
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|
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```bash |
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cd espnet |
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git checkout 11a7d61312439111d4996d55935ede718d494262 |
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pip install -e . |
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cd egs2/masmultts/tts_phn_css10_adap_residual_freeze |
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./run.sh --skip_data_prep false --skip_train true --download_model saefro991/tts_ipa_css10_7lang_textpretrain_residual_freeze |
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``` |
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|
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|
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## TTS config |
|
|
|
<details><summary>expand</summary> |
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|
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``` |
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config: conf/train.yaml |
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print_config: false |
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log_level: INFO |
|
dry_run: false |
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iterator_type: sequence |
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output_dir: exp/tts_train_raw_phn_none |
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ngpu: 1 |
|
seed: 0 |
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num_workers: 1 |
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num_att_plot: 1 |
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dist_backend: nccl |
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dist_init_method: env:// |
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dist_world_size: null |
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dist_rank: null |
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local_rank: 0 |
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dist_master_addr: null |
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dist_master_port: null |
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dist_launcher: null |
|
multiprocessing_distributed: false |
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unused_parameters: false |
|
sharded_ddp: false |
|
cudnn_enabled: true |
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cudnn_benchmark: false |
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cudnn_deterministic: true |
|
collect_stats: false |
|
write_collected_feats: false |
|
max_epoch: 200 |
|
patience: null |
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val_scheduler_criterion: |
|
- valid |
|
- loss |
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early_stopping_criterion: |
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- valid |
|
- loss |
|
- min |
|
best_model_criterion: |
|
- - valid |
|
- loss |
|
- min |
|
- - train |
|
- loss |
|
- min |
|
keep_nbest_models: 3 |
|
nbest_averaging_interval: 0 |
|
grad_clip: 2.0 |
|
grad_clip_type: 2.0 |
|
grad_noise: false |
|
accum_grad: 4 |
|
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: |
|
- ../tts_pretrain_phn_residual/exp/tts_train_phn_none/2epoch.pth:tts_pretrain.encoder:tts.encoder |
|
- ../tts_pretrain_phn_residual/exp/tts_train_phn_none/2epoch.pth:tts_pretrain.lid_emb:tts.lid_emb |
|
ignore_init_mismatch: false |
|
freeze_param: |
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- tts.encoder.adapter |
|
- tts.encoder.embed |
|
- tts.lid_emb |
|
num_iters_per_epoch: null |
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batch_size: 20 |
|
valid_batch_size: null |
|
batch_bins: 400000 |
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valid_batch_bins: null |
|
train_shape_file: |
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- exp/tts_stats_raw_phn_none/train/text_shape.phn |
|
- exp/tts_stats_raw_phn_none/train/speech_shape |
|
valid_shape_file: |
|
- exp/tts_stats_raw_phn_none/valid/text_shape.phn |
|
- exp/tts_stats_raw_phn_none/valid/speech_shape |
|
batch_type: numel |
|
valid_batch_type: null |
|
fold_length: |
|
- 150 |
|
- 204800 |
|
sort_in_batch: descending |
|
sort_batch: descending |
|
multiple_iterator: false |
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chunk_length: 500 |
|
chunk_shift_ratio: 0.5 |
|
num_cache_chunks: 1024 |
|
train_data_path_and_name_and_type: |
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- - /local/11454483.1.gpu/dump/raw/train/text |
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- text |
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- text |
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- - /local/11454483.1.gpu/dump/raw/train/wav.scp |
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- speech |
|
- sound |
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- - /local/11454483.1.gpu/dump/xvector/train/xvector.scp |
|
- spembs |
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- kaldi_ark |
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- - /local/11454483.1.gpu/dump/raw/train/utt2lid |
|
- lids |
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- text_int |
|
valid_data_path_and_name_and_type: |
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- - /local/11454483.1.gpu/dump/raw/dev/text |
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- text |
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- text |
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- - /local/11454483.1.gpu/dump/raw/dev/wav.scp |
|
- speech |
|
- sound |
|
- - /local/11454483.1.gpu/dump/xvector/dev/xvector.scp |
|
- spembs |
|
- kaldi_ark |
|
- - /local/11454483.1.gpu/dump/raw/dev/utt2lid |
|
- lids |
|
- text_int |
|
allow_variable_data_keys: false |
|
max_cache_size: 0.0 |
|
max_cache_fd: 32 |
|
valid_max_cache_size: null |
|
optim: adam |
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optim_conf: |
|
lr: 1.0 |
|
scheduler: noamlr |
|
scheduler_conf: |
|
model_size: 512 |
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warmup_steps: 50000 |
|
token_list: |
|
- <blank> |
|
- <unk> |
|
- n |
|
- t |
|
- s |
|
- l |
|
- a |
|
- e |
|
- k |
|
- d |
|
- m |
|
- ə |
|
- r |
|
- i |
|
- p |
|
- o |
|
- v |
|
- ɪ |
|
- ˈa |
|
- ɾ |
|
- j |
|
- z |
|
- ˈɛ |
|
- ˈe |
|
- ɛ |
|
- b |
|
- ˈo |
|
- f |
|
- ˈi |
|
- u |
|
- ð |
|
- ʁ |
|
- h |
|
- ɡ |
|
- ɔ |
|
- ʃ |
|
- ˈu |
|
- w |
|
- ˌe |
|
- ts |
|
- ŋ |
|
- ˌa |
|
- æ |
|
- iː |
|
- ˈɪ |
|
- ˈiː |
|
- ˈaː |
|
- ɹ |
|
- ʊ |
|
- ɑ |
|
- ˈeː |
|
- ˈɔ |
|
- x |
|
- aː |
|
- tʃ |
|
- ˌi |
|
- ˌo |
|
- tː |
|
- oː |
|
- ɣ |
|
- ˈoː |
|
- eː |
|
- y |
|
- θ |
|
- ɲ |
|
- ə- |
|
- ʋ |
|
- ʒ |
|
- ˌɛ |
|
- ˈɑ |
|
- β |
|
- uː |
|
- ˈuː |
|
- ˈaɪ |
|
- ç |
|
- ˈɑ̃ |
|
- ˈɔ̃ |
|
- ˈæ |
|
- ɚ |
|
- ˌɪ |
|
- ɑ̃ |
|
- ˌu |
|
- ˌɔ |
|
- ˈy |
|
- ɜ |
|
- tʲ |
|
- ˈeɪ |
|
- ˈɑː |
|
- ˌeː |
|
- ʌ |
|
- ᵻ |
|
- ɐ |
|
- ˌɑ |
|
- ɨ |
|
- ɔ̃ |
|
- dʒ |
|
- e- |
|
- ˌiː |
|
- a- |
|
- ˈʌ |
|
- ˌʊ |
|
- əl |
|
- ʎ |
|
- ˌaɪ |
|
- aɪ |
|
- ˈɔː |
|
- ss |
|
- ˈaʊ |
|
- rʲ |
|
- kː |
|
- ˈoʊ |
|
- ˌaː |
|
- ɑː |
|
- nʲ |
|
- ˌoː |
|
- ø |
|
- ˈɛɪ |
|
- ɛɪ |
|
- ˌæ |
|
- ʂ |
|
- ɲʲ |
|
- ˌɑː |
|
- ɕ |
|
- ˈai |
|
- vʲ |
|
- dʲ |
|
- ai |
|
- ei |
|
- ɛ̃ |
|
- mʲ |
|
- ˈø |
|
- ɭ |
|
- ˈɵ |
|
- pː |
|
- ˈɛ̃ |
|
- ɔː |
|
- oʊ |
|
- ˈɜː |
|
- ˈʊ |
|
- tɕ |
|
- ɟ |
|
- ˌaʊ |
|
- ˈœ |
|
- kʲ |
|
- ˈuo |
|
- ˈoi |
|
- æː |
|
- dʑ |
|
- l̩ |
|
- ˈie |
|
- ɪː |
|
- ie |
|
- oi |
|
- ˌeɪ |
|
- ˈɨ |
|
- yː |
|
- ˈɪː |
|
- ˌy |
|
- øː |
|
- ˈʏ |
|
- ˈɛː |
|
- ˈoːɹ |
|
- ˌuː |
|
- ˌʌ |
|
- ˈeu |
|
- ˈei |
|
- aʊ |
|
- ˌoi |
|
- bː |
|
- ˌai |
|
- ˈœy |
|
- ˈøː |
|
- ˈɑːɹ |
|
- œ̃ |
|
- ˈæː |
|
- au |
|
- y- |
|
- r̝̊ |
|
- ɵ |
|
- ˌɵ |
|
- c |
|
- ˌɛɪ |
|
- ˈɔø |
|
- ˈyː |
|
- ee |
|
- pʲ |
|
- ˈee |
|
- bʲ |
|
- ˈyø |
|
- iə |
|
- ˈiə |
|
- ˌɨ |
|
- ˌøː |
|
- ɔːɹ |
|
- ɔø |
|
- eɪ |
|
- ʑ |
|
- ˈau |
|
- ˈʊɹ |
|
- r̝ |
|
- dʒː |
|
- ˌeʊ |
|
- ˈɔːɹ |
|
- ˌoʊ |
|
- ˌʊɹ |
|
- ɑːɹ |
|
- ˈæy |
|
- ˌyː |
|
- s^ |
|
- eu |
|
- ˌə |
|
- tʃː |
|
- ˈə |
|
- ˌei |
|
- ea |
|
- tsʲ |
|
- ẽ |
|
- ʌʊ |
|
- œy |
|
- ˈʌʊ |
|
- nʲʲ |
|
- ˌæi |
|
- ˌʏ |
|
- ˌɛː |
|
- ˈɪɹ |
|
- æi |
|
- ˈɛɹ |
|
- ˈæi |
|
- ˈɔɪ |
|
- ã |
|
- dzː |
|
- r̩ |
|
- ˈẽ |
|
- ou |
|
- œ |
|
- ɜː |
|
- uo |
|
- tʲʲ |
|
- ˌø |
|
- ɛɹ |
|
- ɭʲ |
|
- iɪ |
|
- (en) |
|
- ʂʲ |
|
- tsː |
|
- ˌuo |
|
- ˌʌʊ |
|
- oːɹ |
|
- ˈou |
|
- ˌɛ̃ |
|
- ʝ |
|
- eʊ |
|
- ɨ̃ |
|
- ˈɔa |
|
- ɟː |
|
- ʊɐ |
|
- ˈr̩ |
|
- tʃʲ |
|
- uɪ |
|
- ɡʲ |
|
- ˈea |
|
- ˌʊɐ |
|
- ˈʊɐ |
|
- ɛː |
|
- ˌyi |
|
- t^ |
|
- tɕʲ |
|
- ˌea |
|
- (fr) |
|
- ɕʲ |
|
- ʀ |
|
- ˌɔø |
|
- ʏ |
|
- ˌœ |
|
- ˈoɪ |
|
- ˌau |
|
- eɑ |
|
- ˌɪː |
|
- ˈeʊ |
|
- ˈiɪ |
|
- ˈã |
|
- ˌɔː |
|
- ˌã |
|
- sʲ |
|
- ˈaɪɚ |
|
- ˌɑ̃ |
|
- ˌæː |
|
- ey |
|
- ˌœy |
|
- ˈaɪə |
|
- d̪ |
|
- ɾʲ |
|
- ˌøi |
|
- dː |
|
- ˌie |
|
- ui |
|
- fʲ |
|
- n̩ |
|
- ʔ |
|
- ˌou |
|
- yi |
|
- ˌɑːɹ |
|
- tsʲʲ |
|
- ˌɐ |
|
- ˈœ̃ |
|
- ˌyø |
|
- dz |
|
- ɡː |
|
- ɾʲʲ |
|
- ˈl̩ |
|
- ˈøy |
|
- ˌæy |
|
- cː |
|
- æy |
|
- ʊɹ |
|
- ʑʲ |
|
- ˌɜː |
|
- yʊ |
|
- ˌɛɹ |
|
- pf |
|
- dʑʲ |
|
- ˌoːɹ |
|
- ˈɨ̃ |
|
- ˈiʊ |
|
- õ |
|
- ɔa |
|
- ˌɔa |
|
- ˌee |
|
- ˈĩ |
|
- ˌiɪ |
|
- ˌɔːɹ |
|
- ˈɒ |
|
- ja |
|
- ĩ |
|
- ˈũ |
|
- ɒ |
|
- ũ |
|
- ʃʲ |
|
- ɪɹ |
|
- ju |
|
- (de) |
|
- yø |
|
- ˌeu |
|
- d^ |
|
- ˈiu |
|
- ˈja |
|
- øi |
|
- ˈeɑ |
|
- ˈyi |
|
- ɾʲˌʲ |
|
- ʃʲʲ |
|
- ʃʲˌʲ |
|
- aɪə |
|
- ˈuɪ |
|
- iu |
|
- ˈõ |
|
- iɐ |
|
- ˌẽ |
|
- iʊ |
|
- ˌr̩ |
|
- ˈui |
|
- əʊ |
|
- u" |
|
- ˌɔ̃ |
|
- ˈəʊ |
|
- iy |
|
- ʲ |
|
- zʲˌʲ |
|
- (it) |
|
- ˌɒ |
|
- ɔɪ |
|
- ˌɪɹ |
|
- ˈɵː |
|
- ˈu" |
|
- nʲˌʲ |
|
- (nl) |
|
- ˌl̩ |
|
- ˈey |
|
- βː |
|
- lʲʲ |
|
- oɪ |
|
- ˈiɐ |
|
- ˌiɐ |
|
- lʲ |
|
- tsʲˌʲ |
|
- xʲ |
|
- ˌũ |
|
- mʲʲ |
|
- dʒʲ |
|
- ˌeo |
|
- ˈju |
|
- r̩ː |
|
- lʲˌʲ |
|
- ˈøi |
|
- t^ː |
|
- əɪ |
|
- l̩ː |
|
- tʃˌʲ |
|
- eo |
|
- zʲʲ |
|
- ˌiy |
|
- aʲ |
|
- ˌoɪ |
|
- tl# |
|
- ˈyɪ |
|
- ˌiə |
|
- ˌey |
|
- øy |
|
- dʲʲ |
|
- ˈl̩ː |
|
- ˈyʊ |
|
- ˌɨ̃ |
|
- ʀʲ |
|
- ɣː |
|
- ˈeo |
|
- ˈʊə |
|
- ˌiu |
|
- ˌøy |
|
- ˈəɪ |
|
- ˈeə |
|
- aɪɚ |
|
- ɪ^ |
|
- eə |
|
- ˌĩ |
|
- t̪ |
|
- vʲʲ |
|
- (es) |
|
- (gn) |
|
- zʲ |
|
- ˌõ |
|
- əː |
|
- bʲʲ |
|
- (base) |
|
- ˌəʊ |
|
- ˈə- |
|
- (ru) |
|
- ˌɔɪ |
|
- ˈæiː |
|
- tsˌʲ |
|
- ˈr̩ː |
|
- ə-- |
|
- ˌn̩ |
|
- uʲ |
|
- ˈw |
|
- hʲ |
|
- ˌeə |
|
- yɪ |
|
- fʲʲ |
|
- ˌyʊ |
|
- (el) |
|
- ˌaɪɚ |
|
- ˈəː |
|
- ˌʊə |
|
- ɵː |
|
- t̪ː |
|
- w- |
|
- (sl) |
|
- eʲ |
|
- ˈa- |
|
- ˌr̩ː |
|
- mʲˌʲ |
|
- (fi) |
|
- ʒʲʲ |
|
- çʲ |
|
- ˌaɪə |
|
- ˈɚ |
|
- (lt) |
|
- pʲʲ |
|
- ˈɜ |
|
- ˌuɪ |
|
- ˌja |
|
- (pl) |
|
- ˈe- |
|
- ˌe- |
|
- (et) |
|
- ˈoːʲ |
|
- (kl) |
|
- ˈõː |
|
- (hu) |
|
- ˈiy |
|
- ʊə |
|
- ˈaʲ |
|
- ˌl̩ː |
|
- lˌʲ |
|
- '1' |
|
- ʒʲ |
|
- (cs) |
|
- ˈææ |
|
- ˈts- |
|
- ts- |
|
- ˌʊː |
|
- ˌy" |
|
- cʲ |
|
- wʲ |
|
- ˈãː |
|
- ˈuʲ |
|
- (ro) |
|
- ˌɜ |
|
- (sk) |
|
- oːʲ |
|
- ʊː |
|
- ˈtl#tl# |
|
- ʃˈʲ |
|
- ɬ |
|
- ˌə- |
|
- (hr) |
|
- tl#tl# |
|
- ˌœ̃ |
|
- ˈʊː |
|
- l̩ʲ |
|
- dʒˌʲ |
|
- tsˈʲ |
|
- pʲˌʲ |
|
- ˈʌː |
|
- ˈeʲ |
|
- aːʲ |
|
- vʲˌʲ |
|
- ˈj |
|
- () |
|
- eːː |
|
- ˌãː |
|
- ˈuːʲ |
|
- ˈeeʲ |
|
- <sos/eos> |
|
odim: null |
|
model_conf: {} |
|
use_preprocessor: true |
|
token_type: phn |
|
bpemodel: null |
|
non_linguistic_symbols: null |
|
cleaner: null |
|
g2p: null |
|
feats_extract: fbank |
|
feats_extract_conf: |
|
n_fft: 1024 |
|
hop_length: 256 |
|
win_length: null |
|
fs: 16000 |
|
fmin: 80 |
|
fmax: 7600 |
|
n_mels: 80 |
|
normalize: global_mvn |
|
normalize_conf: |
|
stats_file: exp/tts_stats_raw_phn_none/train/feats_stats.npz |
|
tts: transformer |
|
tts_conf: |
|
embed_dim: 0 |
|
eprenet_conv_layers: 0 |
|
eprenet_conv_filts: 0 |
|
eprenet_conv_chans: 0 |
|
dprenet_layers: 2 |
|
dprenet_units: 256 |
|
adim: 512 |
|
aheads: 8 |
|
elayers: 6 |
|
eunits: 1024 |
|
dlayers: 6 |
|
dunits: 1024 |
|
positionwise_layer_type: conv1d |
|
positionwise_conv_kernel_size: 1 |
|
postnet_layers: 5 |
|
postnet_filts: 5 |
|
postnet_chans: 256 |
|
spk_embed_dim: 192 |
|
spk_embed_integration_type: add |
|
use_gst: true |
|
gst_heads: 4 |
|
gst_tokens: 16 |
|
use_masking: true |
|
bce_pos_weight: 5.0 |
|
use_scaled_pos_enc: true |
|
encoder_normalize_before: true |
|
decoder_normalize_before: true |
|
reduction_factor: 1 |
|
init_type: xavier_uniform |
|
init_enc_alpha: 1.0 |
|
init_dec_alpha: 1.0 |
|
eprenet_dropout_rate: 0.0 |
|
dprenet_dropout_rate: 0.5 |
|
postnet_dropout_rate: 0.5 |
|
transformer_enc_dropout_rate: 0.1 |
|
transformer_enc_positional_dropout_rate: 0.1 |
|
transformer_enc_attn_dropout_rate: 0.1 |
|
transformer_dec_dropout_rate: 0.1 |
|
transformer_dec_positional_dropout_rate: 0.1 |
|
transformer_dec_attn_dropout_rate: 0.1 |
|
transformer_enc_dec_attn_dropout_rate: 0.1 |
|
use_guided_attn_loss: true |
|
num_heads_applied_guided_attn: 2 |
|
num_layers_applied_guided_attn: 2 |
|
modules_applied_guided_attn: |
|
- encoder-decoder |
|
guided_attn_loss_sigma: 0.4 |
|
guided_attn_loss_lambda: 10.0 |
|
langs: 21 |
|
lang_family_encoding: false |
|
num_lang_family: 7 |
|
use_adapter: true |
|
adapter_type: residual |
|
use_encoder_w_lid: true |
|
pitch_extract: null |
|
pitch_extract_conf: {} |
|
pitch_normalize: null |
|
pitch_normalize_conf: {} |
|
energy_extract: null |
|
energy_extract_conf: {} |
|
energy_normalize: null |
|
energy_normalize_conf: {} |
|
required: |
|
- output_dir |
|
- token_list |
|
version: '202209' |
|
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} |
|
} |
|
|
|
|
|
|
|
|
|
@inproceedings{hayashi2020espnet, |
|
title={{Espnet-TTS}: Unified, reproducible, and integratable open source end-to-end text-to-speech toolkit}, |
|
author={Hayashi, Tomoki and Yamamoto, Ryuichi and Inoue, Katsuki and Yoshimura, Takenori and Watanabe, Shinji and Toda, Tomoki and Takeda, Kazuya and Zhang, Yu and Tan, Xu}, |
|
booktitle={Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, |
|
pages={7654--7658}, |
|
year={2020}, |
|
organization={IEEE} |
|
} |
|
``` |
|
|
|
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} |
|
} |
|
``` |
|
|
