ESPnet2 pretrained model, kan-bayashi/ruslan_tts_train_conformer_fastspeech2_raw_phn_espeak_ng_russian_teacher_transformer_train.loss.ave, fs=24000, lang=ru
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 ruslan/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 98691b62c37d04fa9f1f38d76ec13c0591d94832 pip install -e . cd egs2/ruslan/tts1 # Download the model file here ./run.sh --skip_data_prep false --skip_train true --download_model kan-bayashi/ruslan_tts_train_conformer_fastspeech2_raw_phn_espeak_ng_russian_teacher_transformer_train.loss.ave</code> </pre> <strong>Config</strong> <pre><code>config: conf/tuning/train_conformer_fastspeech2.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/tts_train_conformer_fastspeech2_raw_phn_none_teacher_transformer 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: 37676 dist_launcher: null multiprocessing_distributed: true unused_parameters: false sharded_ddp: false 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 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: [] ignore_init_mismatch: false freeze_param: [] num_iters_per_epoch: 1000 batch_size: 20 valid_batch_size: null batch_bins: 12000000 valid_batch_bins: null train_shape_file: - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/text_shape.phn - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/speech_shape valid_shape_file: - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/valid/text_shape.phn - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/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/tr_no_dev_phn/text - text - text - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/tr_no_dev_phn/durations - durations - text_int - - dump/raw/tr_no_dev_phn/wav.scp - speech - sound - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/collect_feats/pitch.scp - pitch - npy - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/collect_feats/energy.scp - energy - npy valid_data_path_and_name_and_type: - - dump/raw/dev_phn/text - text - text - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/dev_phn/durations - durations - text_int - - dump/raw/dev_phn/wav.scp - speech - sound - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/valid/collect_feats/pitch.scp - pitch - npy - - exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/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: 1.0 scheduler: noamlr scheduler_conf: model_size: 384 warmup_steps: 4000 token_list: - - - ʌ - i - n - t - ˈɑ - ˈo - s - r - a - ɭ - ˈe - v - k - j - m - ˈi - ɪ - . - p - y - nʲ - tʲ - d - ɭʲ - u - sʲ - rʲ - ',' - z - b - tʃʲ - ˈu - ʃ - ɡ - ʒ - f - dʲ - vʲ - mʲ - x - ˈy - ts - kʲ - ˈɛ - ja - pʲ - ˈja - ju - bʲ - ɕ - e - o - ʑ - ˈɪ - … - ə - '?' - ɡʲ - ɛ - u" - fʲ - '!' - ˈu" - ˌy - ˈju - ». - ɪ^ - ˌu - ɑ - » - ˌo - '!..' - ?! - …» - ?.. - », - «k - dʒʲ - «p - ˌɛ - '!»' - «s - «n - «v - «t - «m - »… - «d - «nʲ - «z - «b - ?» - « - «a - ?!. - «ɭʲ - ˌɪ - «ʌ - «ɡ - «f - '!..»' - «ɪ - «x - «ˈɑ - «j - ˌa - «mʲ - »? - «pʲ - «ʃ - «ˈja - «ˈo - «tʃʲ - '...' - ˈa - ˌɑ - «vʲ - «dʲ - «sʲ - «ɛ - «tʲ - «ˈɛ - «bʲ - ?..» - ˈɵ - " - .. - «fʲ - «ʒ - «ɭ - ", - ?!.. - «ɡʲ - '!».' - «ˈu - ?!» - «ts - «ju - «ˈɪ - «u - ˌʌ - «ʑ - «ˈi - ˌi - «ˈju - ?!.» - ". - ., - ?»… - «ja - «ɕ - »! - «kʲ - «…v - ŋ - «…s - " - «…ˈja - ?». - ; - '!»…' - …p - ˌja - …». - …», - "». - …»? - .ˈi - …k - …nʲ - '!»,' - »?.. - «…k - …f - «… - "… - «…n - …ˈi - '!"' - .b - …t - …n - …v - «…j - «…ˈo - …ɡ - …vʲ - ?. - '!.' - «…m - '!"' - …u - …ˈɑ - "? - "». - ?? - ." - .ˈju - .ˈɪ - «…p - ". - .a - .d - '!"».' - …s - …z - …j - …dʲ - «…ˈi - .ˈɛ - «…ɭʲ - «ˈy - '!"»' - …ɪ - «…dʲ - .…s - …kʲ - «…z - «…b - …m - '!!!»' - ˈə - …………………………………… - ?», - "p - "m - "ɪ - »!.. - …!» - …"». - '!,' - "…» - …." - ?". - …d - …ˈo - «…u - «…d - «…f - «…t - »?! - …ˈja - «…ˈɛ - «…ɡ - .s - …bʲ - «…x - «o - "?» - »!» - .? - «dʒʲ - .ɭʲ - «…tʃʲ - .ˈo - '!!!' - «…ˈɪ - …ʑ - odim: null model_conf: {} use_preprocessor: true token_type: phn bpemodel: null non_linguistic_symbols: null cleaner: null g2p: espeak_ng_russian feats_extract: fbank feats_extract_conf: fs: 24000 fmin: 80 fmax: 7600 n_mels: 80 hop_length: 300 n_fft: 2048 win_length: 1200 normalize: global_mvn normalize_conf: stats_file: exp/tts_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/feats_stats.npz tts: fastspeech2 tts_conf: adim: 384 aheads: 2 elayers: 4 eunits: 1536 dlayers: 4 dunits: 1536 positionwise_layer_type: conv1d positionwise_conv_kernel_size: 3 duration_predictor_layers: 2 duration_predictor_chans: 256 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 transformer_enc_dropout_rate: 0.2 transformer_enc_positional_dropout_rate: 0.2 transformer_enc_attn_dropout_rate: 0.2 transformer_dec_dropout_rate: 0.2 transformer_dec_positional_dropout_rate: 0.2 transformer_dec_attn_dropout_rate: 0.2 pitch_predictor_layers: 5 pitch_predictor_chans: 256 pitch_predictor_kernel_size: 5 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 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_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/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_train_transformer_raw_phn_none/decode_use_teacher_forcingtrue_train.loss.ave/stats/train/energy_stats.npz required: - output_dir - token_list version: 0.10.0 distributed: true</code></pre>