add files

README.md

@@ -1,3 +1,25 @@
 ---
+tags:
+- espnet
+- audio
+- text-to-speech
+language: 
+- en
+datasets:
+- libritts
 license: cc-by-4.0
 ---
+
+## TTS model - ProDiff with GST + X-Vector
+
+**No support given.**
+
+### Details
+
+```
+num_iters_per_epoch: 250
+max_epoch: 800
+batch_bins: 8000000
+tts_conf: 
+    spk_embed_dim: 192
+```

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exp/tts_prodiff_gst_xvector_raw_phn_none/config.yaml

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+config: conf/tuning/prodiff_gst_xvector.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/tts_prodiff_gst_xvector_raw_phn_none
+ngpu: 1
+seed: 0
+num_workers: 6
+num_att_plot: 3
+num_valid_artifacts: 5
+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
+growth_interval: 0
+min_grad_scale: -1
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 800
+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
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 250
+batch_size: 20
+valid_batch_size: null
+batch_bins: 8000000
+valid_batch_bins: null
+train_shape_file:
+- 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
+- 240000
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - dump/raw/train-clean-460_phn/text
+    - text
+    - text
+-   - data/train-clean-460_phn/durations
+    - durations
+    - text_int
+-   - dump/raw/train-clean-460_phn/wav.scp
+    - speech
+    - sound
+-   - exp/tts_stats_raw_phn_none/train/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/tts_stats_raw_phn_none/train/collect_feats/energy.scp
+    - energy
+    - npy
+-   - dump/xvector/train-clean-460_phn/xvector.scp
+    - spembs
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev-clean_phn/text
+    - text
+    - text
+-   - data/dev-clean_phn/durations
+    - durations
+    - text_int
+-   - dump/raw/dev-clean_phn/wav.scp
+    - speech
+    - sound
+-   - exp/tts_stats_raw_phn_none/valid/collect_feats/pitch.scp
+    - pitch
+    - npy
+-   - exp/tts_stats_raw_phn_none/valid/collect_feats/energy.scp
+    - energy
+    - npy
+-   - dump/xvector/dev-clean_phn/xvector.scp
+    - spembs
+    - kaldi_ark
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adamw
+optim_conf:
+    lr: 1.0
+    betas:
+    - 0.9
+    - 0.98
+scheduler: noamlr
+scheduler_conf:
+    model_size: 384
+    warmup_steps: 2000
+token_list:
+- <blank>
+- <unk>
+- ˈ
+- ɪ
+- ː
+- t
+- n
+- d
+- s
+- ɹ
+- ə
+- l
+- æ
+- i
+- ð
+- ɛ
+- ʌ
+- m
+- k
+- z
+- ʊ
+- a
+- w
+- h
+- sil
+- p
+- v
+- f
+- u
+- ','
+- b
+- ˌ
+- ɚ
+- o
+- e
+- ɑ
+- .
+- ʃ
+- ɔ
+- ŋ
+- ɐ
+- ᵻ
+- ɡ
+- ɜ
+- θ
+- j
+- ɾ
+- ʒ
+- '?'
+- '!'
+- ̩
+- '"'
+- ʔ
+- ''''
+- r
+- x
+- ̃
+- ç
+- ʲ
+- <sos/eos>
+odim: null
+model_conf:
+    requires_word_duration: false
+use_preprocessor: true
+token_type: phn
+bpemodel: null
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+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/tts_stats_raw_phn_none/train/feats_stats.npz
+tts: prodiff
+tts_conf:
+    adim: 256
+    aheads: 2
+    elayers: 4
+    eunits: 1024
+    positionwise_layer_type: conv1d-linear
+    positionwise_conv_kernel_size: 9
+    duration_predictor_layers: 2
+    duration_predictor_chans: 256
+    duration_predictor_kernel_size: 3
+    use_masking: true
+    use_scaled_pos_enc: true
+    encoder_normalize_before: true
+    reduction_factor: 1
+    init_type: xavier_uniform
+    init_enc_alpha: 1.0
+    transformer_enc_dropout_rate: 0.05
+    transformer_enc_positional_dropout_rate: 0.05
+    transformer_enc_attn_dropout_rate: 0.05
+    pitch_predictor_layers: 2
+    pitch_predictor_chans: 256
+    pitch_predictor_kernel_size: 3
+    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
+    spks: -1
+    spk_embed_dim: 192
+    denoiser_dim: 256
+    denoiser_layers: 20
+    denoiser_channels: 256
+    diffusion_steps: 4
+    diffusion_timescale: 1
+    diffusion_beta: 40.0
+    diffusion_scheduler: vpsde
+    diffusion_cycle_ln: 1
+    use_gst: true
+    gst_heads: 8
+    gst_tokens: 128
+pitch_extract: dio
+pitch_extract_conf:
+    fs: 24000
+    n_fft: 2048
+    hop_length: 300
+    f0max: 400
+    f0min: 80
+    reduction_factor: 1
+pitch_normalize: global_mvn
+pitch_normalize_conf:
+    stats_file: exp/tts_stats_raw_phn_none/train/pitch_stats.npz
+energy_extract: energy
+energy_extract_conf:
+    fs: 24000
+    n_fft: 2048
+    hop_length: 300
+    win_length: 1200
+    reduction_factor: 1
+energy_normalize: global_mvn
+energy_normalize_conf:
+    stats_file: exp/tts_stats_raw_phn_none/train/energy_stats.npz
+required:
+- output_dir
+- token_list
+version: '202207'
+distributed: false

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meta.yaml

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+espnet: '202207'
+files:
+  model_file: exp/tts_prodiff_gst_xvector_raw_phn_none/train.loss.ave_5best.pth
+python: "3.9.13 (main, Aug 25 2022, 23:26:10) \n[GCC 11.2.0]"
+timestamp: 1673252764.559993
+torch: 1.12.1
+yaml_files:
+  train_config: exp/tts_prodiff_gst_xvector_raw_phn_none/config.yaml