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+ config: ./conf/tuning/train_vits.yaml
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+ print_config: false
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+ log_level: INFO
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+ dry_run: false
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+ iterator_type: sequence
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+ output_dir: exp/tts_train_vits_raw_phn_tacotron_g2p_en_no_space
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+ ngpu: 1
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+ seed: 777
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+ num_workers: 4
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+ num_att_plot: 3
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+ dist_backend: nccl
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+ dist_init_method: env://
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+ dist_world_size: 4
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+ dist_rank: 0
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+ local_rank: 0
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+ dist_master_addr: localhost
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+ dist_master_port: 36133
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+ dist_launcher: null
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+ multiprocessing_distributed: true
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+ unused_parameters: true
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+ sharded_ddp: false
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+ cudnn_enabled: true
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+ cudnn_benchmark: false
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+ cudnn_deterministic: true
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+ collect_stats: false
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+ write_collected_feats: false
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+ max_epoch: 2000
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+ patience: null
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+ val_scheduler_criterion:
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+ - valid
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+ - loss
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+ early_stopping_criterion:
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+ - valid
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+ - loss
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+ - min
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+ best_model_criterion:
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+ - - train
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+ - total_count
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+ - max
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+ keep_nbest_models: 10
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+ grad_clip: -1
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+ grad_clip_type: 2.0
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+ grad_noise: false
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+ accum_grad: 1
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+ no_forward_run: false
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+ resume: true
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+ train_dtype: float32
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+ use_amp: false
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+ log_interval: 50
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+ use_tensorboard: true
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+ use_wandb: false
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+ wandb_project: null
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+ wandb_id: null
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+ wandb_entity: null
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+ wandb_name: null
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+ wandb_model_log_interval: -1
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+ detect_anomaly: false
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+ pretrain_path: null
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+ init_param: []
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+ ignore_init_mismatch: false
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+ freeze_param: []
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+ num_iters_per_epoch: 500
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+ batch_size: 20
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+ valid_batch_size: null
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+ batch_bins: 5000000
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+ valid_batch_bins: null
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+ train_shape_file:
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+ - exp/tts_stats_raw_linear_spectrogram_phn_tacotron_g2p_en_no_space/train/text_shape.phn
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+ - exp/tts_stats_raw_linear_spectrogram_phn_tacotron_g2p_en_no_space/train/speech_shape
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+ valid_shape_file:
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+ - exp/tts_stats_raw_linear_spectrogram_phn_tacotron_g2p_en_no_space/valid/text_shape.phn
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+ - exp/tts_stats_raw_linear_spectrogram_phn_tacotron_g2p_en_no_space/valid/speech_shape
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+ batch_type: numel
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+ valid_batch_type: null
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+ fold_length:
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+ - 150
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+ - 204800
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+ sort_in_batch: descending
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+ sort_batch: descending
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+ multiple_iterator: false
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+ chunk_length: 500
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+ chunk_shift_ratio: 0.5
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+ num_cache_chunks: 1024
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+ train_data_path_and_name_and_type:
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+ - - dump/raw/tr_no_dev/text
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+ - text
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+ - text
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+ - - dump/raw/tr_no_dev/wav.scp
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+ - speech
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+ - sound
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+ valid_data_path_and_name_and_type:
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+ - - dump/raw/dev/text
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+ - text
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+ - text
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+ - - dump/raw/dev/wav.scp
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+ - speech
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+ - sound
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+ allow_variable_data_keys: false
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+ max_cache_size: 0.0
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+ max_cache_fd: 32
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+ valid_max_cache_size: null
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+ optim: adamw
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+ optim_conf:
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+ lr: 0.0002
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+ betas:
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+ - 0.8
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+ - 0.99
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+ eps: 1.0e-09
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+ weight_decay: 0.0
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+ scheduler: exponentiallr
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+ scheduler_conf:
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+ gamma: 0.999875
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+ optim2: adamw
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+ optim2_conf:
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+ lr: 0.0002
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+ betas:
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+ - 0.8
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+ - 0.99
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+ eps: 1.0e-09
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+ weight_decay: 0.0
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+ scheduler2: exponentiallr
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+ scheduler2_conf:
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+ gamma: 0.999875
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+ generator_first: false
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+ token_list:
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+ - <blank>
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+ - <unk>
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+ - AH0
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+ - N
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+ - T
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+ - D
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+ - S
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+ - R
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+ - L
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+ - DH
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+ - K
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+ - Z
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+ - IH1
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+ - IH0
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+ - M
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+ - EH1
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+ - W
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+ - P
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+ - AE1
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+ - AH1
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+ - V
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+ - ER0
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+ - F
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+ - ','
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+ - AA1
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+ - B
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+ - HH
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+ - IY1
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+ - UW1
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+ - IY0
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+ - AO1
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+ - EY1
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+ - AY1
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+ - .
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+ - OW1
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+ - SH
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+ - NG
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+ - G
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+ - ER1
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+ - CH
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+ - JH
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+ - Y
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+ - AW1
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+ - TH
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+ - UH1
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+ - EH2
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+ - OW0
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+ - EY2
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+ - AO0
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+ - IH2
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+ - AE2
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+ - AY2
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+ - AA2
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+ - UW0
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+ - EH0
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+ - OY1
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+ - EY0
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+ - AO2
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+ - ZH
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+ - OW2
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+ - AE0
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+ - UW2
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+ - AH2
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+ - AY0
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+ - IY2
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+ - AW2
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+ - AA0
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+ - ''''
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+ - ER2
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+ - UH2
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+ - '?'
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+ - OY2
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+ - '!'
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+ - AW0
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+ - UH0
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+ - OY0
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+ - ..
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+ - <sos/eos>
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+ odim: null
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+ model_conf: {}
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+ use_preprocessor: true
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+ token_type: phn
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+ bpemodel: null
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+ non_linguistic_symbols: null
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+ cleaner: tacotron
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+ g2p: g2p_en_no_space
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+ feats_extract: linear_spectrogram
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+ feats_extract_conf:
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+ n_fft: 1024
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+ hop_length: 256
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+ win_length: null
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+ normalize: null
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+ normalize_conf: {}
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+ tts: vits
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+ tts_conf:
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+ generator_type: vits_generator
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+ generator_params:
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+ hidden_channels: 192
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+ spks: -1
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+ global_channels: -1
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+ segment_size: 32
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+ text_encoder_attention_heads: 2
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+ text_encoder_ffn_expand: 4
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+ text_encoder_blocks: 6
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+ text_encoder_positionwise_layer_type: conv1d
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+ text_encoder_positionwise_conv_kernel_size: 3
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+ text_encoder_positional_encoding_layer_type: rel_pos
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+ text_encoder_self_attention_layer_type: rel_selfattn
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+ text_encoder_activation_type: swish
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+ text_encoder_normalize_before: true
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+ text_encoder_dropout_rate: 0.1
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+ text_encoder_positional_dropout_rate: 0.0
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+ text_encoder_attention_dropout_rate: 0.1
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+ use_macaron_style_in_text_encoder: true
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+ use_conformer_conv_in_text_encoder: false
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+ text_encoder_conformer_kernel_size: -1
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+ decoder_kernel_size: 7
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+ decoder_channels: 512
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+ decoder_upsample_scales:
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+ - 8
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+ - 8
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+ - 2
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+ - 2
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+ decoder_upsample_kernel_sizes:
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+ - 16
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+ - 16
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+ - 4
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+ - 4
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+ decoder_resblock_kernel_sizes:
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+ - 3
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+ - 7
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+ - 11
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+ decoder_resblock_dilations:
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+ - - 1
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+ - 3
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+ - 5
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+ - - 1
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+ - 3
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+ - 5
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+ - - 1
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+ - 3
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+ - 5
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+ use_weight_norm_in_decoder: true
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+ posterior_encoder_kernel_size: 5
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+ posterior_encoder_layers: 16
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+ posterior_encoder_stacks: 1
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+ posterior_encoder_base_dilation: 1
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+ posterior_encoder_dropout_rate: 0.0
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+ use_weight_norm_in_posterior_encoder: true
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+ flow_flows: 4
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+ flow_kernel_size: 5
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+ flow_base_dilation: 1
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+ flow_layers: 4
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+ flow_dropout_rate: 0.0
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+ use_weight_norm_in_flow: true
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+ use_only_mean_in_flow: true
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+ stochastic_duration_predictor_kernel_size: 3
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+ stochastic_duration_predictor_dropout_rate: 0.5
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+ stochastic_duration_predictor_flows: 4
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+ stochastic_duration_predictor_dds_conv_layers: 3
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+ vocabs: 78
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+ aux_channels: 513
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+ discriminator_type: hifigan_multi_scale_multi_period_discriminator
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+ discriminator_params:
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+ scales: 1
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+ scale_downsample_pooling: AvgPool1d
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+ scale_downsample_pooling_params:
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+ kernel_size: 4
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+ stride: 2
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+ padding: 2
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+ scale_discriminator_params:
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+ in_channels: 1
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+ out_channels: 1
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+ kernel_sizes:
300
+ - 15
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+ - 41
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+ - 5
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+ - 3
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+ channels: 128
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+ max_downsample_channels: 1024
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+ max_groups: 16
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+ bias: true
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+ downsample_scales:
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+ - 2
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+ - 2
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+ - 4
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+ - 4
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+ - 1
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+ nonlinear_activation: LeakyReLU
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+ nonlinear_activation_params:
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+ negative_slope: 0.1
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+ use_weight_norm: true
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+ use_spectral_norm: false
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+ follow_official_norm: false
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+ periods:
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+ - 2
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+ - 3
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+ - 5
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+ - 7
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+ - 11
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+ period_discriminator_params:
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+ in_channels: 1
328
+ out_channels: 1
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+ kernel_sizes:
330
+ - 5
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+ - 3
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+ channels: 32
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+ downsample_scales:
334
+ - 3
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+ - 3
336
+ - 3
337
+ - 3
338
+ - 1
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+ max_downsample_channels: 1024
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+ bias: true
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+ nonlinear_activation: LeakyReLU
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+ nonlinear_activation_params:
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+ negative_slope: 0.1
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+ use_weight_norm: true
345
+ use_spectral_norm: false
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+ generator_adv_loss_params:
347
+ average_by_discriminators: false
348
+ loss_type: mse
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+ discriminator_adv_loss_params:
350
+ average_by_discriminators: false
351
+ loss_type: mse
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+ feat_match_loss_params:
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+ average_by_discriminators: false
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+ average_by_layers: false
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+ include_final_outputs: true
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+ mel_loss_params:
357
+ fs: 22050
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+ n_fft: 1024
359
+ hop_length: 256
360
+ win_length: null
361
+ window: hann
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+ n_mels: 80
363
+ fmin: 0
364
+ fmax: null
365
+ log_base: null
366
+ lambda_adv: 1.0
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+ lambda_mel: 45.0
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+ lambda_feat_match: 2.0
369
+ lambda_dur: 1.0
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+ lambda_kl: 1.0
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+ sampling_rate: 22050
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+ cache_generator_outputs: true
373
+ pitch_extract: null
374
+ pitch_extract_conf: {}
375
+ pitch_normalize: null
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+ pitch_normalize_conf: {}
377
+ energy_extract: null
378
+ energy_extract_conf: {}
379
+ energy_normalize: null
380
+ energy_normalize_conf: {}
381
+ required:
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+ - output_dir
383
+ - token_list
384
+ version: 0.10.3a1
385
+ distributed: true