{ "output_path": "/code/data/runs/", "logger_uri": null, "run_name": "vits_vctk", "project_name": null, "run_description": "\ud83d\udc38Coqui trainer run.", "print_step": 25, "plot_step": 100, "model_param_stats": false, "wandb_entity": null, "dashboard_logger": "tensorboard", "log_model_step": 10000, "save_step": 10000, "save_n_checkpoints": 5, "save_checkpoints": true, "save_all_best": false, "save_best_after": 10000, "target_loss": null, "print_eval": false, "test_delay_epochs": -1, "run_eval": true, "run_eval_steps": null, "distributed_backend": "nccl", "distributed_url": "tcp://localhost:54321", "mixed_precision": true, "epochs": 1100, "batch_size": 64, "eval_batch_size": 32, "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": 4, "num_eval_loader_workers": 4, "use_noise_augment": false, "audio": { "fft_size": 1024, "sample_rate": 44100, "win_length": 1024, "hop_length": 256, "num_mels": 80, "mel_fmin": 0, "mel_fmax": null }, "use_phonemes": false, "phonemizer": null, "phoneme_language": "cy", "compute_input_seq_cache": true, "text_cleaner": "multilingual_cleaners", "enable_eos_bos_chars": false, "test_sentences_file": "", "phoneme_cache_path": "/code/data/runs/phoneme_cache", "characters": { "characters_class": "TTS.tts.models.vits.VitsCharacters", "vocab_dict": null, "pad": "", "eos": "", "bos": "", "blank": "", "characters": "!'\u2019(),-.:;? ABCDEFGHIJKLMNOPQRSTUVWXYZ\u00c1\u00c0\u00c2\u00c4\u00c9\u00ca\u00cb\u00ce\u00cf\u00d4\u00d6\u00d4\u00db\u0174\u0176\u0178abcdefghijklmnopqrstuvwyxz\u00e1\u00e0\u00e2\u00e4\u00e9\u00ea\u00eb\u00ee\u00ef\u00f4\u00f6\u00f4\u00fb\u0175\u0177\u00ff", "punctuations": "!'\u2019(),-.:;? ", "phonemes": null, "is_unique": true, "is_sorted": true }, "add_blank": true, "batch_group_size": 16, "loss_masking": null, "min_audio_len": 1, "max_audio_len": Infinity, "min_text_len": 1, "max_text_len": Infinity, "compute_f0": false, "compute_energy": false, "compute_linear_spec": true, "precompute_num_workers": 0, "start_by_longest": false, "shuffle": false, "drop_last": false, "datasets": [ { "formatter": "multi_ljspeech", "dataset_name": "", "path": "/code/data/butts/", "meta_file_train": "metadata.csv", "ignored_speakers": null, "language": "cy", "phonemizer": "", "meta_file_val": "", "meta_file_attn_mask": "" } ], "test_sentences": [ [ "It took me quite a long time to develop a voice, and now that I have it I'm not going to be silent.", "benyw-gogledd-pro", null, "cy" ], [ "Gymrodd dipyn o amser i mi ddatblygu llais a nawr mae gen i, nid wyf yn mynd i fod yn dawel", "benyw-gogledd-pro", null, "cy" ], [ "The next train for Aberystwyth is leaving platform three at quarter past two o'clock", "benyw-gogledd-pro", null, "cy" ], [ "Bydd y tr\u00ean nesaf am Aberystwyth yn gadael platfform 3 am gwater wedi dau o'r gloch", "benyw-gogledd-pro", null, "cy" ], [ "It took me quite a long time to develop a voice, and now that I have it I'm not going to be silent.", "benyw-de-pro", null, "cy" ], [ "Gymrodd dipyn o amser i mi ddatblygu llais a nawr mae gen i, nid wyf yn mynd i fod yn dawel", "benyw-de-pro", null, "cy" ], [ "The next train for Aberystwyth is leaving platform three at quarter past two o'clock", "benyw-de-pro", null, "cy" ], [ "Bydd y tr\u00ean nesaf am Aberystwyth yn gadael platfform 3 am gwater wedi dau o'r gloch", "benyw-de-pro", null, "cy" ], [ "It took me quite a long time to develop a voice, and now that I have it I'm not going to be silent.", "gwryw-gogledd-pro", null, "cy" ], [ "Gymrodd dipyn o amser i mi ddatblygu llais a nawr mae gen i, nid wyf yn mynd i fod yn dawel", "gwryw-gogledd-pro", null, "cy" ], [ "The next train for Aberystwyth is leaving platform three at quarter past two o'clock", "gwryw-gogledd-pro", null, "cy" ], [ "Bydd y tr\u00ean nesaf am Aberystwyth yn gadael platfform 3 am gwater wedi dau o'r gloch", "gwryw-gogledd-pro", null, "cy" ] ], "eval_split_max_size": null, "eval_split_size": 0.01, "use_speaker_weighted_sampler": false, "speaker_weighted_sampler_alpha": 1.0, "use_language_weighted_sampler": true, "language_weighted_sampler_alpha": 1.0, "use_length_weighted_sampler": false, "length_weighted_sampler_alpha": 1.0, "model_args": { "num_chars": 110, "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": 6, "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": "1", "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": false, "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": true, "num_speakers": 3, "speakers_file": "models/speakers.pth", "d_vector_file": null, "speaker_embedding_channels": 256, "use_d_vector_file": false, "d_vector_dim": 0, "detach_dp_input": true, "use_language_embedding": true, "embedded_language_dim": 4, "num_languages": 1, "language_ids_file": "models/language_ids.json", "use_speaker_encoder_as_loss": false, "speaker_encoder_config_path": "", "speaker_encoder_model_path": "", "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": 1.0, "return_wav": true, "use_weighted_sampler": false, "weighted_sampler_attrs": {}, "weighted_sampler_multipliers": {}, "r": 1, "num_speakers": 0, "use_speaker_embedding": true, "speakers_file": "models/speakers.pth", "speaker_embedding_channels": 256, "language_ids_file": "models/language_ids.json", "use_language_embedding": true, "use_d_vector_file": false, "d_vector_file": null, "d_vector_dim": 0 }