Update model

README.md

@@ -1,3 +1,375 @@
 ---
-license: apache-2.0
+tags:
+- espnet
+- audio
+- singing-voice-synthesis
+language: zh
+datasets:
+- m4singer
+license: cc-by-4.0
 ---
+
+## ESPnet2 SVS model
+
+### `espnet/m4singer_svs_xiaoice`
+
+This model was trained by ftshijt using m4singer 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 5c4d7cf7feba8461de2e1080bf82182f0efaef38
+pip install -e .
+cd egs2/m4singer/svs1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/m4singer_svs_xiaoice
+```
+
+
+
+## SVS config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_xiaoice.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/svs_train_xiaoice_raw_phn_None_zh
+ngpu: 1
+seed: 0
+num_workers: 10
+num_att_plot: 3
+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
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 500
+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: 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
+use_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 500
+batch_size: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/svs_stats_raw_phn_None_zh/train/text_shape.phn
+- exp/svs_stats_raw_phn_None_zh/train/singing_shape
+valid_shape_file:
+- exp/svs_stats_raw_phn_None_zh/valid/text_shape.phn
+- exp/svs_stats_raw_phn_None_zh/valid/singing_shape
+batch_type: sorted
+valid_batch_type: null
+fold_length:
+- 150
+- 240000
+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/tr_no_dev/text
+    - text
+    - text
+-   - dump/raw/tr_no_dev/wav.scp
+    - singing
+    - sound
+-   - dump/raw/tr_no_dev/label
+    - label
+    - duration
+-   - dump/raw/tr_no_dev/score.scp
+    - score
+    - score
+-   - exp/svs_stats_raw_phn_None_zh/train/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/svs_stats_raw_phn_None_zh/train/collect_feats/feats.scp
+    - feats
+    - npy
+-   - dump/raw/tr_no_dev/utt2sid
+    - sids
+    - text_int
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/text
+    - text
+    - text
+-   - dump/raw/dev/wav.scp
+    - singing
+    - sound
+-   - dump/raw/dev/label
+    - label
+    - duration
+-   - dump/raw/dev/score.scp
+    - score
+    - score
+-   - exp/svs_stats_raw_phn_None_zh/valid/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/svs_stats_raw_phn_None_zh/valid/collect_feats/feats.scp
+    - feats
+    - npy
+-   - dump/raw/dev/utt2sid
+    - sids
+    - text_int
+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: 0.001
+    eps: 1.0e-06
+    weight_decay: 0.0
+scheduler: null
+scheduler_conf: {}
+token_list:
+- <blank>
+- <unk>
+- i
+- <AP>
+- <SP>
+- e
+- d
+- uo
+- ai
+- sh
+- u
+- ian
+- n
+- l
+- h
+- x
+- j
+- b
+- zh
+- m
+- en
+- uei
+- an
+- a
+- eng
+- iou
+- z
+- g
+- ang
+- ing
+- ou
+- q
+- ei
+- ao
+- iang
+- t
+- ie
+- ong
+- r
+- iao
+- ch
+- k
+- f
+- v
+- in
+- uang
+- uan
+- c
+- s
+- ve
+- van
+- p
+- uen
+- o
+- ia
+- ua
+- iong
+- uai
+- vn
+- er
+- <sos/eos>
+odim: null
+model_conf: {}
+use_preprocessor: true
+token_type: phn
+bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+fs: 24000
+score_feats_extract: syllable_score_feats
+score_feats_extract_conf:
+    fs: 24000
+    n_fft: 2048
+    win_length: 1200
+    hop_length: 300
+feats_extract: fbank
+feats_extract_conf:
+    n_fft: 2048
+    hop_length: 300
+    win_length: 1200
+    fs: 24000
+    fmin: 80
+    fmax: 7600
+    n_mels: 80
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/svs_stats_raw_phn_None_zh/train/feats_stats.npz
+svs: xiaoice
+svs_conf:
+    midi_dim: 129
+    duration_dim: 1000
+    adim: 384
+    aheads: 4
+    elayers: 6
+    eunits: 1536
+    dlayers: 6
+    dunits: 1536
+    postnet_layers: 5
+    postnet_chans: 512
+    postnet_filts: 5
+    postnet_dropout_rate: 0.5
+    use_batch_norm: true
+    reduction_factor: 1
+    init_type: pytorch
+    use_masking: true
+    loss_function: XiaoiceSing2
+    loss_type: L1
+    lambda_mel: 1
+    lambda_dur: 0.1
+    lambda_pitch: 0.01
+    lambda_vuv: 0.01
+    spks: 21
+pitch_extract: dio
+pitch_extract_conf:
+    use_token_averaged_f0: false
+    fs: 24000
+    n_fft: 2048
+    hop_length: 300
+    f0max: 800
+    f0min: 80
+    reduction_factor: 1
+pitch_normalize: global_mvn
+pitch_normalize_conf:
+    stats_file: exp/svs_stats_raw_phn_None_zh/train/pitch_stats.npz
+ying_extract: null
+ying_extract_conf: {}
+energy_extract: null
+energy_extract_conf: {}
+energy_normalize: null
+energy_normalize_conf: {}
+required:
+- output_dir
+- token_list
+version: '202310'
+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{shi22d_interspeech,
+  author={Jiatong Shi and Shuai Guo and Tao Qian and Tomoki Hayashi and Yuning Wu and Fangzheng Xu and Xuankai Chang and Huazhe Li and Peter Wu and Shinji Watanabe and Qin Jin},
+  title={{Muskits: an End-to-end Music Processing Toolkit for Singing Voice Synthesis}},
+  year=2022,
+  booktitle={Proc. Interspeech 2022},
+  pages={4277--4281},
+  doi={10.21437/Interspeech.2022-10039}
+}
+```
+
+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/raw/org/tr_no_dev/spk2sid

@@ -0,0 +1,21 @@
+<unk> 0
+Alto-1 1
+Alto-2 2
+Alto-3 3
+Alto-4 4
+Alto-5 5
+Alto-6 6
+Alto-7 7
+Bass-1 8
+Bass-2 9
+Bass-3 10
+Soprano-1 11
+Soprano-2 12
+Soprano-3 13
+Tenor-1 14
+Tenor-2 15
+Tenor-3 16
+Tenor-4 17
+Tenor-5 18
+Tenor-6 19
+Tenor-7 20

exp/svs_stats_raw_phn_None_zh/train/feats_stats.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1d1ad19168ccba3b69b08f2afdc7df4fdf08a0d62e407c593f7a7167116343f0
+size 1402

exp/svs_stats_raw_phn_None_zh/train/pitch_stats.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38b211c522897d8dfb4f111139ae98f245f559533cf71bf533078e6c160bdde9
+size 770

exp/svs_train_xiaoice_raw_phn_None_zh/462epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a151cd071969dd9f9812f3fa608c4fafc03ce08d845b3155d6edb73079d5f7a1
+size 108542090

exp/svs_train_xiaoice_raw_phn_None_zh/config.yaml

@@ -0,0 +1,292 @@
+config: conf/tuning/train_xiaoice.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/svs_train_xiaoice_raw_phn_None_zh
+ngpu: 1
+seed: 0
+num_workers: 10
+num_att_plot: 3
+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
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 500
+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: 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
+use_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 500
+batch_size: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/svs_stats_raw_phn_None_zh/train/text_shape.phn
+- exp/svs_stats_raw_phn_None_zh/train/singing_shape
+valid_shape_file:
+- exp/svs_stats_raw_phn_None_zh/valid/text_shape.phn
+- exp/svs_stats_raw_phn_None_zh/valid/singing_shape
+batch_type: sorted
+valid_batch_type: null
+fold_length:
+- 150
+- 240000
+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/tr_no_dev/text
+    - text
+    - text
+-   - dump/raw/tr_no_dev/wav.scp
+    - singing
+    - sound
+-   - dump/raw/tr_no_dev/label
+    - label
+    - duration
+-   - dump/raw/tr_no_dev/score.scp
+    - score
+    - score
+-   - exp/svs_stats_raw_phn_None_zh/train/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/svs_stats_raw_phn_None_zh/train/collect_feats/feats.scp
+    - feats
+    - npy
+-   - dump/raw/tr_no_dev/utt2sid
+    - sids
+    - text_int
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/text
+    - text
+    - text
+-   - dump/raw/dev/wav.scp
+    - singing
+    - sound
+-   - dump/raw/dev/label
+    - label
+    - duration
+-   - dump/raw/dev/score.scp
+    - score
+    - score
+-   - exp/svs_stats_raw_phn_None_zh/valid/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/svs_stats_raw_phn_None_zh/valid/collect_feats/feats.scp
+    - feats
+    - npy
+-   - dump/raw/dev/utt2sid
+    - sids
+    - text_int
+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: 0.001
+    eps: 1.0e-06
+    weight_decay: 0.0
+scheduler: null
+scheduler_conf: {}
+token_list:
+- <blank>
+- <unk>
+- i
+- <AP>
+- <SP>
+- e
+- d
+- uo
+- ai
+- sh
+- u
+- ian
+- n
+- l
+- h
+- x
+- j
+- b
+- zh
+- m
+- en
+- uei
+- an
+- a
+- eng
+- iou
+- z
+- g
+- ang
+- ing
+- ou
+- q
+- ei
+- ao
+- iang
+- t
+- ie
+- ong
+- r
+- iao
+- ch
+- k
+- f
+- v
+- in
+- uang
+- uan
+- c
+- s
+- ve
+- van
+- p
+- uen
+- o
+- ia
+- ua
+- iong
+- uai
+- vn
+- er
+- <sos/eos>
+odim: null
+model_conf: {}
+use_preprocessor: true
+token_type: phn
+bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+fs: 24000
+score_feats_extract: syllable_score_feats
+score_feats_extract_conf:
+    fs: 24000
+    n_fft: 2048
+    win_length: 1200
+    hop_length: 300
+feats_extract: fbank
+feats_extract_conf:
+    n_fft: 2048
+    hop_length: 300
+    win_length: 1200
+    fs: 24000
+    fmin: 80
+    fmax: 7600
+    n_mels: 80
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/svs_stats_raw_phn_None_zh/train/feats_stats.npz
+svs: xiaoice
+svs_conf:
+    midi_dim: 129
+    duration_dim: 1000
+    adim: 384
+    aheads: 4
+    elayers: 6
+    eunits: 1536
+    dlayers: 6
+    dunits: 1536
+    postnet_layers: 5
+    postnet_chans: 512
+    postnet_filts: 5
+    postnet_dropout_rate: 0.5
+    use_batch_norm: true
+    reduction_factor: 1
+    init_type: pytorch
+    use_masking: true
+    loss_function: XiaoiceSing2
+    loss_type: L1
+    lambda_mel: 1
+    lambda_dur: 0.1
+    lambda_pitch: 0.01
+    lambda_vuv: 0.01
+    spks: 21
+pitch_extract: dio
+pitch_extract_conf:
+    use_token_averaged_f0: false
+    fs: 24000
+    n_fft: 2048
+    hop_length: 300
+    f0max: 800
+    f0min: 80
+    reduction_factor: 1
+pitch_normalize: global_mvn
+pitch_normalize_conf:
+    stats_file: exp/svs_stats_raw_phn_None_zh/train/pitch_stats.npz
+ying_extract: null
+ying_extract_conf: {}
+energy_extract: null
+energy_extract_conf: {}
+energy_normalize: null
+energy_normalize_conf: {}
+required:
+- output_dir
+- token_list
+version: '202310'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202310'
+files:
+  model_file: exp/svs_train_xiaoice_raw_phn_None_zh/462epoch.pth
+python: "3.9.16 (main, Mar  8 2023, 14:00:05) \n[GCC 11.2.0]"
+timestamp: 1702901248.56207
+torch: 1.13.1+cu117
+yaml_files:
+  train_config: exp/svs_train_xiaoice_raw_phn_None_zh/config.yaml