ESPnet2 pretrained model, kan-bayashi/ljspeech_tts_finetune_joint_conformer_fastspeech2_hifigan_raw_phn_tacotron_g2p_en_no_space_train.total_count.ave, fs=22050, lang=en
Creators: name: Kan-Bayashi
Publisher: name: Zenodo
Year: 2021
Subjects: ESPnet
deep-learning
python
pytorch
speech-recognition
speech-synthesis
speech-translation
machine-translation

description: This model was trained by kan-bayashi using ljspeech/tts1 recipe in espnet. <strong>Python API</strong><pre><code class="language-python">See https://github.com/espnet/espnet_model_zoo</code></pre> <strong>Evaluate in the recipe</strong><pre><code class="language-bash">git clone https://github.com/espnet/espnet cd espnet git checkout 628b46282537ce532d613d6bafb75e826e8455de pip install -e . cd egs2/ljspeech/tts1 # Download the model file here ./run.sh --skip_data_prep false --skip_train true --download_model kan-bayashi/ljspeech_tts_finetune_joint_conformer_fastspeech2_hifigan_raw_phn_tacotron_g2p_en_no_space_train.total_count.ave</code> </pre> <strong>Config</strong><pre><code>config: ./conf/tuning/finetune_joint_conformer_fastspeech2_hifigan.v8.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/tts_finetune_joint_conformer_fastspeech2_hifigan.v8_raw_phn_tacotron_g2p_en_no_space ngpu: 1 seed: 777 num_workers: 4 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 51963 dist_launcher: null multiprocessing_distributed: true unused_parameters: true sharded_ddp: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: false collect_stats: false write_collected_feats: false max_epoch: 1000 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - text2mel_loss - min - - train - text2mel_loss - min - - train - total_count - max keep_nbest_models: 5 grad_clip: -1 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: 10 use_tensorboard: true 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: - exp/tts_train_conformer_fastspeech2_raw_phn_tacotron_g2p_en_no_space/train.loss.ave_5best.pth:tts:tts.generator.text2mel - exp/ljspeech_hifigan.v1/generator.pth::tts.generator.vocoder - exp/ljspeech_hifigan.v1/discriminator.pth::tts.discriminator ignore_init_mismatch: false freeze_param: [] num_iters_per_epoch: 500 batch_size: 20 valid_batch_size: null batch_bins: 5000000 valid_batch_bins: null train_shape_file: - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/text_shape.phn - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/speech_shape valid_shape_file: - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/valid/text_shape.phn - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/valid/speech_shape batch_type: numel valid_batch_type: null fold_length: - 150 - 204800 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/tr_no_dev/text - text - text - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/tr_no_dev/durations - durations - text_int - - dump/raw/tr_no_dev/wav.scp - speech - sound - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/collect_feats/pitch.scp - pitch - npy - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/collect_feats/energy.scp - energy - npy valid_data_path_and_name_and_type: - - dump/raw/dev/text - text - text - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/dev/durations - durations - text_int - - dump/raw/dev/wav.scp - speech - sound - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/valid/collect_feats/pitch.scp - pitch - npy - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/valid/collect_feats/energy.scp - energy - npy allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 1.25e-05 betas: - 0.5 - 0.9 weight_decay: 0.0 scheduler: exponentiallr scheduler_conf: gamma: 0.999875 optim2: adam optim2_conf: lr: 1.25e-05 betas: - 0.5 - 0.9 weight_decay: 0.0 scheduler2: exponentiallr scheduler2_conf: gamma: 0.999875 generator_first: true token_list: - - - AH0 - N - T - D - S - R - L - DH - K - Z - IH1 - IH0 - M - EH1 - W - P - AE1 - AH1 - V - ER0 - F - ',' - AA1 - B - HH - IY1 - UW1 - IY0 - AO1 - EY1 - AY1 - . - OW1 - SH - NG - G - ER1 - CH - JH - Y - AW1 - TH - UH1 - EH2 - OW0 - EY2 - AO0 - IH2 - AE2 - AY2 - AA2 - UW0 - EH0 - OY1 - EY0 - AO2 - ZH - OW2 - AE0 - UW2 - AH2 - AY0 - IY2 - AW2 - AA0 - '''' - ER2 - UH2 - '?' - OY2 - '!' - AW0 - UH0 - OY0 - .. - odim: null model_conf: {} use_preprocessor: true token_type: phn bpemodel: null non_linguistic_symbols: null cleaner: tacotron g2p: g2p_en_no_space 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_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/feats_stats.npz tts: joint_text2wav tts_conf: text2mel_type: fastspeech2 text2mel_params: adim: 384 aheads: 2 conformer_activation_type: swish conformer_dec_kernel_size: 31 conformer_enc_kernel_size: 7 conformer_pos_enc_layer_type: rel_pos conformer_self_attn_layer_type: rel_selfattn decoder_normalize_before: false decoder_type: conformer dlayers: 4 dunits: 1536 duration_predictor_chans: 256 duration_predictor_kernel_size: 3 duration_predictor_layers: 2 elayers: 4 encoder_normalize_before: false encoder_type: conformer energy_embed_dropout: 0.0 energy_embed_kernel_size: 1 energy_predictor_chans: 256 energy_predictor_dropout: 0.5 energy_predictor_kernel_size: 3 energy_predictor_layers: 2 eunits: 1536 init_type: xavier_uniform pitch_embed_dropout: 0.0 pitch_embed_kernel_size: 1 pitch_predictor_chans: 256 pitch_predictor_dropout: 0.5 pitch_predictor_kernel_size: 5 pitch_predictor_layers: 5 positionwise_conv_kernel_size: 3 positionwise_layer_type: conv1d postnet_chans: 256 postnet_filts: 5 postnet_layers: 5 reduction_factor: 1 stop_gradient_from_energy_predictor: false stop_gradient_from_pitch_predictor: true transformer_dec_attn_dropout_rate: 0.2 transformer_dec_dropout_rate: 0.2 transformer_dec_positional_dropout_rate: 0.2 transformer_enc_attn_dropout_rate: 0.2 transformer_enc_dropout_rate: 0.2 transformer_enc_positional_dropout_rate: 0.2 use_cnn_in_conformer: true use_macaron_style_in_conformer: true use_masking: true idim: 78 odim: 80 vocoder_type: hifigan_generator vocoder_params: bias: true channels: 512 in_channels: 80 kernel_size: 7 nonlinear_activation: LeakyReLU nonlinear_activation_params: negative_slope: 0.1 out_channels: 1 resblock_dilations: - - 1 - 3 - 5 - - 1 - 3 - 5 - - 1 - 3 - 5 resblock_kernel_sizes: - 3 - 7 - 11 upsample_kernel_sizes: - 16 - 16 - 4 - 4 upsample_scales: - 8 - 8 - 2 - 2 use_additional_convs: true use_weight_norm: true discriminator_type: hifigan_multi_scale_multi_period_discriminator discriminator_params: follow_official_norm: true period_discriminator_params: bias: true channels: 32 downsample_scales: - 3 - 3 - 3 - 3 - 1 in_channels: 1 kernel_sizes: - 5 - 3 max_downsample_channels: 1024 nonlinear_activation: LeakyReLU nonlinear_activation_params: negative_slope: 0.1 out_channels: 1 use_spectral_norm: false use_weight_norm: true periods: - 2 - 3 - 5 - 7 - 11 scale_discriminator_params: bias: true channels: 128 downsample_scales: - 4 - 4 - 4 - 4 - 1 in_channels: 1 kernel_sizes: - 15 - 41 - 5 - 3 max_downsample_channels: 1024 max_groups: 16 nonlinear_activation: LeakyReLU nonlinear_activation_params: negative_slope: 0.1 out_channels: 1 scale_downsample_pooling: AvgPool1d scale_downsample_pooling_params: kernel_size: 4 padding: 2 stride: 2 scales: 3 generator_adv_loss_params: average_by_discriminators: false loss_type: mse discriminator_adv_loss_params: average_by_discriminators: false loss_type: mse use_feat_match_loss: true feat_match_loss_params: average_by_discriminators: false average_by_layers: false include_final_outputs: true use_mel_loss: true mel_loss_params: fs: 22050 n_fft: 1024 hop_length: 256 win_length: null window: hann n_mels: 80 fmin: 0 fmax: null log_base: null lambda_text2mel: 1.0 lambda_adv: 1.0 lambda_mel: 45.0 lambda_feat_match: 2.0 sampling_rate: 22050 segment_size: 32 cache_generator_outputs: true pitch_extract: dio pitch_extract_conf: reduction_factor: 1 fs: 22050 n_fft: 1024 hop_length: 256 f0max: 400 f0min: 80 pitch_normalize: global_mvn pitch_normalize_conf: stats_file: exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/pitch_stats.npz energy_extract: energy energy_extract_conf: reduction_factor: 1 fs: 22050 n_fft: 1024 hop_length: 256 win_length: null energy_normalize: global_mvn energy_normalize_conf: stats_file: exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_use_teacher_forcingtrue_train.loss.best/stats/train/energy_stats.npz required: - output_dir - token_list version: 0.10.3a1 distributed: true</code></pre>