ESPnet2 pretrained model, kan-bayashi/ljspeech_tts_train_conformer_fastspeech_raw_phn_tacotron_g2p_en_no_space_train.loss.ave, fs=22050, lang=en
Creators: name: Kan-Bayashi
Publisher: name: Zenodo
Year: 2020
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 51352aee9ae318640e128a645e722d1f7524edb1 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_train_conformer_fastspeech_raw_phn_tacotron_g2p_en_no_space_train.loss.ave</code> </pre> <strong>Config</strong><pre><code>config: conf/tuning/train_conformer_fastspeech.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/tts_train_conformer_fastspeech_raw_phn_tacotron_g2p_en_no_space ngpu: 1 seed: 0 num_workers: 1 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: 45724 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 200 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 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 pretrain_path: [] pretrain_key: [] num_iters_per_epoch: 500 batch_size: 20 valid_batch_size: null batch_bins: 4800000 valid_batch_bins: null train_shape_file: - exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/train/text_shape.phn - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_train.loss.ave/tr_no_dev/speech_shape valid_shape_file: - exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/valid/text_shape.phn - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_train.loss.ave/dev/speech_shape batch_type: numel valid_batch_type: null fold_length: - 150 - 800 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_train.loss.ave/tr_no_dev/durations - durations - text_int - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_train.loss.ave/tr_no_dev/denorm/feats.scp - speech - 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_train.loss.ave/dev/durations - durations - text_int - - exp/tts_train_tacotron2_raw_phn_tacotron_g2p_en_no_space/decode_train.loss.ave/dev/denorm/feats.scp - speech - npy allow_variable_data_keys: false max_cache_size: 0.0 valid_max_cache_size: null optim: adam optim_conf: lr: 1.0 scheduler: noamlr scheduler_conf: model_size: 384 warmup_steps: 4000 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: 80 model_conf: {} use_preprocessor: true token_type: phn bpemodel: null non_linguistic_symbols: null cleaner: tacotron g2p: g2p_en_no_space feats_extract: null feats_extract_conf: null normalize: global_mvn normalize_conf: stats_file: exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/train/feats_stats.npz tts: fastspeech tts_conf: adim: 384 aheads: 2 elayers: 6 eunits: 1536 dlayers: 6 dunits: 1536 positionwise_layer_type: conv1d positionwise_conv_kernel_size: 3 duration_predictor_layers: 2 duration_predictor_chans: 384 duration_predictor_kernel_size: 3 postnet_layers: 5 postnet_filts: 5 postnet_chans: 256 use_masking: true encoder_normalize_before: true decoder_normalize_before: true reduction_factor: 1 encoder_type: conformer decoder_type: conformer conformer_pos_enc_layer_type: rel_pos conformer_self_attn_layer_type: rel_selfattn conformer_activation_type: swish use_macaron_style_in_conformer: true use_cnn_in_conformer: true conformer_enc_kernel_size: 7 conformer_dec_kernel_size: 31 init_type: xavier_uniform init_enc_alpha: 1.0 init_dec_alpha: 1.0 transformer_enc_dropout_rate: 0.1 transformer_enc_positional_dropout_rate: 0.1 transformer_enc_attn_dropout_rate: 0.1 transformer_dec_dropout_rate: 0.1 transformer_dec_positional_dropout_rate: 0.1 transformer_dec_attn_dropout_rate: 0.1 pitch_extract: null pitch_extract_conf: {} pitch_normalize: null pitch_normalize_conf: {} energy_extract: null energy_extract_conf: {} energy_normalize: null energy_normalize_conf: {} required: - output_dir - token_list distributed: true</code></pre>