Update model

README.md

@@ -1,3 +1,380 @@
 ---
-license: apache-2.0
+tags:
+- espnet
+- audio
+- text-to-speech
+language: en
+datasets:
+- talromur
+license: cc-by-4.0
 ---
+
+## ESPnet2 TTS model
+
+### `language-and-voice-lab/talromur_g_loudnorm_xvector_finetune_fastspeech2`
+
+This model was trained by G-Thor using talromur 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 d0047402e830a3c53e8b590064af4bf70415fb3b
+pip install -e .
+cd egs2/talromur/tts1
+./run.sh --skip_data_prep false --skip_train true --download_model language-and-voice-lab/talromur_g_loudnorm_xvector_finetune_fastspeech2
+```
+
+
+
+## TTS config
+
+<details><summary>expand</summary>
+
+```
+config: ./conf/tuning/finetune_xvector_fastspeech2.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/tts_finetune_g_loudnorm_xvector_fastspeech2
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 48233
+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
+    - loss
+    - min
+-   - train
+    - loss
+    - min
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 1.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 8
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param:
+- /users/home/gunnaro/talromur_1and2_spk_avg_xvector_fastspeech2/exp/tts_xvector_fastspeech2_spk_avg_combined/valid.loss.ave_5best.pth:tts:tts
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 800
+batch_size: 20
+valid_batch_size: null
+batch_bins: 4500000
+valid_batch_bins: null
+train_shape_file:
+- exp/tts_stats_g/train/text_shape.phn
+- exp/tts_stats_g/train/speech_shape
+valid_shape_file:
+- exp/tts_stats_g/valid/text_shape.phn
+- exp/tts_stats_g/valid/speech_shape
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 150
+- 204800
+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_g/text
+    - text
+    - text
+-   - data/train_g/durations
+    - durations
+    - text_int
+-   - dump/raw/train_g/wav.scp
+    - speech
+    - sound
+-   - dump/xvector/train_g/xvector.scp
+    - spembs
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_g/text
+    - text
+    - text
+-   - data/dev_g/durations
+    - durations
+    - text_int
+-   - dump/raw/dev_g/wav.scp
+    - speech
+    - sound
+-   - dump/xvector/dev_g/xvector.scp
+    - spembs
+    - kaldi_ark
+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: 0.1
+scheduler: noamlr
+scheduler_conf:
+    model_size: 384
+    warmup_steps: 4000
+token_list:
+- <blank>
+- <unk>
+- a
+- r
+- sil
+- I
+- t
+- n
+- s
+- D
+- Y
+- E
+- l
+- v
+- m
+- h
+- k
+- j
+- G
+- T
+- f
+- p
+- 'E:'
+- c
+- i
+- 'au:'
+- 'O:'
+- 'a:'
+- ei
+- 'i:'
+- r_0
+- t_h
+- O
+- k_h
+- ou
+- ai
+- '9'
+- au
+- 'I:'
+- 'ou:'
+- u
+- 'ei:'
+- N
+- l_0
+- 'u:'
+- n_0
+- '9:'
+- 'ai:'
+- 9i
+- c_h
+- p_h
+- x
+- C
+- '9i:'
+- 'Y:'
+- J
+- N_0
+- m_0
+- Oi
+- Yi
+- J_0
+- spn
+- '1'
+- '7'
+- <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: 22050
+    fmin: 80
+    fmax: 7600
+    n_mels: 80
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/tts_stats_g/train/feats_stats.npz
+tts: fastspeech2
+tts_conf:
+    adim: 384
+    aheads: 2
+    elayers: 4
+    eunits: 1536
+    dlayers: 4
+    dunits: 1536
+    positionwise_layer_type: conv1d
+    positionwise_conv_kernel_size: 3
+    duration_predictor_layers: 2
+    duration_predictor_chans: 256
+    duration_predictor_kernel_size: 3
+    postnet_layers: 5
+    postnet_filts: 5
+    postnet_chans: 256
+    use_masking: true
+    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
+    transformer_enc_dropout_rate: 0.2
+    transformer_enc_positional_dropout_rate: 0.2
+    transformer_enc_attn_dropout_rate: 0.2
+    transformer_dec_dropout_rate: 0.2
+    transformer_dec_positional_dropout_rate: 0.2
+    transformer_dec_attn_dropout_rate: 0.2
+    pitch_predictor_layers: 5
+    pitch_predictor_chans: 256
+    pitch_predictor_kernel_size: 5
+    pitch_predictor_dropout: 0.5
+    pitch_embed_kernel_size: 1
+    pitch_embed_dropout: 0.0
+    stop_gradient_from_pitch_predictor: true
+    energy_predictor_layers: 2
+    energy_predictor_chans: 256
+    energy_predictor_kernel_size: 3
+    energy_predictor_dropout: 0.5
+    energy_embed_kernel_size: 1
+    energy_embed_dropout: 0.0
+    stop_gradient_from_energy_predictor: false
+    spk_embed_dim: 512
+    spk_embed_integration_type: add
+pitch_extract: dio
+pitch_extract_conf:
+    fs: 22050
+    n_fft: 1024
+    hop_length: 256
+    f0max: 400
+    f0min: 80
+    reduction_factor: 1
+pitch_normalize: global_mvn
+pitch_normalize_conf:
+    stats_file: exp/tts_stats_g/train/pitch_stats.npz
+energy_extract: energy
+energy_extract_conf:
+    fs: 22050
+    n_fft: 1024
+    hop_length: 256
+    win_length: null
+    reduction_factor: 1
+energy_normalize: global_mvn
+energy_normalize_conf:
+    stats_file: exp/tts_stats_g/train/energy_stats.npz
+required:
+- output_dir
+- token_list
+version: '202402'
+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}
+}
+
+
+
+
+@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}
+}
+```

dump/xvector/dev_g/spk_xvector.scp

@@ -0,0 +1 @@
+g dump/xvector/dev_g/spk_xvector.ark:2

dump/xvector/eval1_g/spk_xvector.scp

@@ -0,0 +1 @@
+g dump/xvector/eval1_g/spk_xvector.ark:2

dump/xvector/train_g/spk_xvector.scp

@@ -0,0 +1 @@
+g dump/xvector/train_g/spk_xvector.ark:2

exp/tts_finetune_g_loudnorm_xvector_fastspeech2/config.yaml

@@ -0,0 +1,297 @@
+config: ./conf/tuning/finetune_xvector_fastspeech2.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/tts_finetune_g_loudnorm_xvector_fastspeech2
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 48233
+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
+    - loss
+    - min
+-   - train
+    - loss
+    - min
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 1.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 8
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param:
+- /users/home/gunnaro/talromur_1and2_spk_avg_xvector_fastspeech2/exp/tts_xvector_fastspeech2_spk_avg_combined/valid.loss.ave_5best.pth:tts:tts
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 800
+batch_size: 20
+valid_batch_size: null
+batch_bins: 4500000
+valid_batch_bins: null
+train_shape_file:
+- exp/tts_stats_g/train/text_shape.phn
+- exp/tts_stats_g/train/speech_shape
+valid_shape_file:
+- exp/tts_stats_g/valid/text_shape.phn
+- exp/tts_stats_g/valid/speech_shape
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 150
+- 204800
+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_g/text
+    - text
+    - text
+-   - data/train_g/durations
+    - durations
+    - text_int
+-   - dump/raw/train_g/wav.scp
+    - speech
+    - sound
+-   - dump/xvector/train_g/xvector.scp
+    - spembs
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_g/text
+    - text
+    - text
+-   - data/dev_g/durations
+    - durations
+    - text_int
+-   - dump/raw/dev_g/wav.scp
+    - speech
+    - sound
+-   - dump/xvector/dev_g/xvector.scp
+    - spembs
+    - kaldi_ark
+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: 0.1
+scheduler: noamlr
+scheduler_conf:
+    model_size: 384
+    warmup_steps: 4000
+token_list:
+- <blank>
+- <unk>
+- a
+- r
+- sil
+- I
+- t
+- n
+- s
+- D
+- Y
+- E
+- l
+- v
+- m
+- h
+- k
+- j
+- G
+- T
+- f
+- p
+- 'E:'
+- c
+- i
+- 'au:'
+- 'O:'
+- 'a:'
+- ei
+- 'i:'
+- r_0
+- t_h
+- O
+- k_h
+- ou
+- ai
+- '9'
+- au
+- 'I:'
+- 'ou:'
+- u
+- 'ei:'
+- N
+- l_0
+- 'u:'
+- n_0
+- '9:'
+- 'ai:'
+- 9i
+- c_h
+- p_h
+- x
+- C
+- '9i:'
+- 'Y:'
+- J
+- N_0
+- m_0
+- Oi
+- Yi
+- J_0
+- spn
+- '1'
+- '7'
+- <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: 22050
+    fmin: 80
+    fmax: 7600
+    n_mels: 80
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/tts_stats_g/train/feats_stats.npz
+tts: fastspeech2
+tts_conf:
+    adim: 384
+    aheads: 2
+    elayers: 4
+    eunits: 1536
+    dlayers: 4
+    dunits: 1536
+    positionwise_layer_type: conv1d
+    positionwise_conv_kernel_size: 3
+    duration_predictor_layers: 2
+    duration_predictor_chans: 256
+    duration_predictor_kernel_size: 3
+    postnet_layers: 5
+    postnet_filts: 5
+    postnet_chans: 256
+    use_masking: true
+    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
+    transformer_enc_dropout_rate: 0.2
+    transformer_enc_positional_dropout_rate: 0.2
+    transformer_enc_attn_dropout_rate: 0.2
+    transformer_dec_dropout_rate: 0.2
+    transformer_dec_positional_dropout_rate: 0.2
+    transformer_dec_attn_dropout_rate: 0.2
+    pitch_predictor_layers: 5
+    pitch_predictor_chans: 256
+    pitch_predictor_kernel_size: 5
+    pitch_predictor_dropout: 0.5
+    pitch_embed_kernel_size: 1
+    pitch_embed_dropout: 0.0
+    stop_gradient_from_pitch_predictor: true
+    energy_predictor_layers: 2
+    energy_predictor_chans: 256
+    energy_predictor_kernel_size: 3
+    energy_predictor_dropout: 0.5
+    energy_embed_kernel_size: 1
+    energy_embed_dropout: 0.0
+    stop_gradient_from_energy_predictor: false
+    spk_embed_dim: 512
+    spk_embed_integration_type: add
+pitch_extract: dio
+pitch_extract_conf:
+    fs: 22050
+    n_fft: 1024
+    hop_length: 256
+    f0max: 400
+    f0min: 80
+    reduction_factor: 1
+pitch_normalize: global_mvn
+pitch_normalize_conf:
+    stats_file: exp/tts_stats_g/train/pitch_stats.npz
+energy_extract: energy
+energy_extract_conf:
+    fs: 22050
+    n_fft: 1024
+    hop_length: 256
+    win_length: null
+    reduction_factor: 1
+energy_normalize: global_mvn
+energy_normalize_conf:
+    stats_file: exp/tts_stats_g/train/energy_stats.npz
+required:
+- output_dir
+- token_list
+version: '202402'
+distributed: true

exp/tts_finetune_g_loudnorm_xvector_fastspeech2/valid.loss.ave_5best.pth

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exp/tts_stats_g/train/feats_stats.npz

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exp/tts_stats_g/train/pitch_stats.npz

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meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202402'
+files:
+  model_file: exp/tts_finetune_g_loudnorm_xvector_fastspeech2/valid.loss.ave_5best.pth
+python: "3.9.18 (main, Sep 11 2023, 13:41:44) \n[GCC 11.2.0]"
+timestamp: 1711138738.907238
+torch: 2.1.0
+yaml_files:
+  train_config: exp/tts_finetune_g_loudnorm_xvector_fastspeech2/config.yaml