{ "logger_uri": null, "project_name": "VCTK_British_English_Females", "run_description": "Voices trained using VCTK dataset\n ", "print_step": 50, "plot_step": 100, "model_param_stats": false, "wandb_entity": null, "dashboard_logger": "tensorboard", "save_on_interrupt": true, "log_model_step": 1000, "save_step": 5000, "save_n_checkpoints": 2, "save_checkpoints": true, "save_all_best": false, "save_best_after": 10000, "target_loss": "loss_1", "print_eval": false, "test_delay_epochs": 0, "run_eval": true, "run_eval_steps": null, "distributed_backend": "nccl", "distributed_url": "tcp://localhost:54321", "mixed_precision": true, "epochs": 1000, "batch_size": 16, "eval_batch_size": 16, "grad_clip": [ 1000.0, 1000.0 ], "scheduler_after_epoch": true, "lr": 0.001, "optimizer": "AdamW", "optimizer_params": { "betas": [ 0.8, 0.99 ], "eps": 1e-09, "weight_decay": 0.01 }, "lr_scheduler": null, "lr_scheduler_params": {}, "use_grad_scaler": false, "cudnn_enable": true, "cudnn_deterministic": false, "cudnn_benchmark": false, "training_seed": 54321, "model": "vits", "num_loader_workers": 8, "num_eval_loader_workers": 0, "use_noise_augment": false, "audio": { "fft_size": 1024, "sample_rate": 16000, "win_length": 1024, "hop_length": 256, "num_mels": 80, "mel_fmin": 0, "mel_fmax": null }, "use_phonemes": false, "phoneme_language": "en", "compute_input_seq_cache": true, "text_cleaner": "multilingual_cleaners", "enable_eos_bos_chars": false, "test_sentences_file": "", "characters": { "characters_class": "TTS.tts.models.vits.VitsCharacters", "vocab_dict": null, "pad": "_", "eos": "&", "bos": "*", "blank": null, "characters": "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz\u00af\u00b7\u00df\u00e0\u00e1\u00e2\u00e3\u00e4\u00e6\u00e7\u00e8\u00e9\u00ea\u00eb\u00ec\u00ed\u00ee\u00ef\u00f1\u00f2\u00f3\u00f4\u00f5\u00f6\u00f9\u00fa\u00fb\u00fc\u00ff\u0101\u0105\u0107\u0113\u0119\u011b\u012b\u0131\u0142\u0144\u014d\u0151\u0153\u015b\u016b\u0171\u017a\u017c\u01ce\u01d0\u01d2\u01d4\u0430\u0431\u0432\u0433\u0434\u0435\u0436\u0437\u0438\u0439\u043a\u043b\u043c\u043d\u043e\u043f\u0440\u0441\u0442\u0443\u0444\u0445\u0446\u0447\u0448\u0449\u044a\u044b\u044c\u044d\u044e\u044f\u0451\u0454\u0456\u0457\u0491\u2013!'(),-.:;? ", "punctuations": "!'(),-.:;? ", "phonemes": "iy\u0268\u0289\u026fu\u026a\u028f\u028ae\u00f8\u0258\u0259\u0275\u0264o\u025b\u0153\u025c\u025e\u028c\u0254\u00e6\u0250a\u0276\u0251\u0252\u1d7b\u0298\u0253\u01c0\u0257\u01c3\u0284\u01c2\u0260\u01c1\u029bpbtd\u0288\u0256c\u025fk\u0261q\u0262\u0294\u0274\u014b\u0272\u0273n\u0271m\u0299r\u0280\u2c71\u027e\u027d\u0278\u03b2fv\u03b8\u00f0sz\u0283\u0292\u0282\u0290\u00e7\u029dx\u0263\u03c7\u0281\u0127\u0295h\u0266\u026c\u026e\u028b\u0279\u027bj\u0270l\u026d\u028e\u029f\u02c8\u02cc\u02d0\u02d1\u028dw\u0265\u029c\u02a2\u02a1\u0255\u0291\u027a\u0267\u025a\u02de\u026b'\u0303' ", "is_unique": true, "is_sorted": true }, "add_blank": true, "batch_group_size": 48, "loss_masking": null, "min_audio_len": 1, "max_audio_len": 160000, "min_text_len": 1, "max_text_len": Infinity, "compute_f0": false, "compute_energy": false, "compute_linear_spec": true, "precompute_num_workers": 12, "start_by_longest": true, "shuffle": false, "drop_last": false, "datasets": [ { "formatter": "vctk", "language": "en" } ], "eval_split_max_size": 256, "eval_split_size": 0.01, "use_speaker_weighted_sampler": false, "speaker_weighted_sampler_alpha": 1.0, "use_language_weighted_sampler": false, "language_weighted_sampler_alpha": 1.0, "use_length_weighted_sampler": false, "length_weighted_sampler_alpha": 1.0, "model_args": { "num_chars": 284, "out_channels": 513, "spec_segment_size": 32, "hidden_channels": 192, "hidden_channels_ffn_text_encoder": 768, "num_heads_text_encoder": 2, "num_layers_text_encoder": 10, "kernel_size_text_encoder": 3, "dropout_p_text_encoder": 0.1, "dropout_p_duration_predictor": 0.5, "kernel_size_posterior_encoder": 5, "dilation_rate_posterior_encoder": 1, "num_layers_posterior_encoder": 16, "kernel_size_flow": 5, "dilation_rate_flow": 1, "num_layers_flow": 4, "resblock_type_decoder": "2", "resblock_kernel_sizes_decoder": [ 3, 7, 11 ], "resblock_dilation_sizes_decoder": [ [ 1, 3, 5 ], [ 1, 3, 5 ], [ 1, 3, 5 ] ], "upsample_rates_decoder": [ 8, 8, 2, 2 ], "upsample_initial_channel_decoder": 512, "upsample_kernel_sizes_decoder": [ 16, 16, 4, 4 ], "periods_multi_period_discriminator": [ 2, 3, 5, 7, 11 ], "use_sdp": true, "noise_scale": 1.0, "inference_noise_scale": 0.667, "length_scale": 1.0, "noise_scale_dp": 1.0, "inference_noise_scale_dp": 1.0, "max_inference_len": null, "init_discriminator": true, "use_spectral_norm_disriminator": false, "use_speaker_embedding": false, "num_speakers": 24, "speakers_file": "supplemental/speakers.pth", "d_vector_file": [ "supplemental/speakers.json", "supplemental/dataset-speakers.pth" ], "speaker_embedding_channels": 256, "use_d_vector_file": true, "d_vector_dim": 512, "detach_dp_input": true, "use_language_embedding": true, "embedded_language_dim": 4, "num_languages": 3, "language_ids_file": "supplemental/language_ids.json", "use_speaker_encoder_as_loss": true, "speaker_encoder_config_path": "supplemental/config_se.json", "speaker_encoder_model_path": "supplemental/model_se.pth.tar", "condition_dp_on_speaker": true, "freeze_encoder": false, "freeze_DP": false, "freeze_PE": false, "freeze_flow_decoder": false, "freeze_waveform_decoder": false, "encoder_sample_rate": null, "interpolate_z": true, "reinit_DP": false, "reinit_text_encoder": false }, "lr_gen": 0.0002, "lr_disc": 0.0002, "lr_scheduler_gen": "ExponentialLR", "lr_scheduler_gen_params": { "gamma": 0.999875, "last_epoch": -1 }, "lr_scheduler_disc": "ExponentialLR", "lr_scheduler_disc_params": { "gamma": 0.999875, "last_epoch": -1 }, "kl_loss_alpha": 1.0, "disc_loss_alpha": 1.0, "gen_loss_alpha": 1.0, "feat_loss_alpha": 1.0, "mel_loss_alpha": 45.0, "dur_loss_alpha": 1.0, "speaker_encoder_loss_alpha": 9.0, "return_wav": true, "use_weighted_sampler": false, "weighted_sampler_attrs": {}, "weighted_sampler_multipliers": {}, "r": 1, "num_speakers": 24, "use_speaker_embedding": false, "speaker_embedding_channels": 256, "language_ids_file": "supplemental/language_ids.json", "use_language_embedding": true, "use_d_vector_file": true, "d_vector_file": [ "supplemental/speakers.json", "supplemental/dataset-speakers.pth" ], "d_vector_dim": 512 }