{ "output_path": "/mnt/netapp1/Proxecto_NOS/bsc/tts/training_outputs/0.14.3", "logger_uri": null, "run_name": "8kHz_vits_V2_lr_diff_1_5_m4_hop_128_ignore_teo_finetuning_Marti", "project_name": null, "run_description": "", "print_step": 25, "plot_step": 100, "model_param_stats": false, "wandb_entity": null, "dashboard_logger": "tensorboard", "save_on_interrupt": true, "log_model_step": 1000, "save_step": 9000, "save_n_checkpoints": 6, "save_checkpoints": true, "save_all_best": false, "save_best_after": 10000, "target_loss": null, "print_eval": true, "test_delay_epochs": -1, "run_eval": true, "run_eval_steps": null, "distributed_backend": "nccl", "distributed_url": "tcp://localhost:54321", "mixed_precision": false, "precision": "fp16", "epochs": 300, "batch_size": 64, "eval_batch_size": 8, "grad_clip": [ 1000.0, 1000.0 ], "scheduler_after_epoch": false, "lr": 0.0007, "optimizer": "AdamW", "optimizer_params": { "betas": [ 0.8, 0.99 ], "eps": 1e-09, "weight_decay": 0.01 }, "lr_scheduler": "", "lr_scheduler_params": null, "use_grad_scaler": false, "allow_tf32": 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": 512, "sample_rate": 8000, "win_length": 512, "hop_length": 128, "num_mels": 80, "mel_fmin": 60, "mel_fmax": null }, "use_phonemes": true, "phonemizer": "espeak", "phoneme_language": "ca", "compute_input_seq_cache": false, "text_cleaner": "basic_cleaners", "enable_eos_bos_chars": false, "test_sentences_file": "", "phoneme_cache_path": "/mnt/netapp1/Proxecto_NOS/bsc/tts/training_outputs/0.14.3/phoneme_cache_festcat_google_10_01_2024", "characters": { "characters_class": "TTS.tts.models.vits.VitsCharacters", "vocab_dict": null, "pad": "_", "eos": "", "bos": "", "blank": null, "characters": "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz", "punctuations": ";:,.!?\u00a1\u00bf\u2014\u2026\"\u00ab\u00bb\u201c\u201d ", "phonemes": "\u0251\u0250\u0252\u00e6\u0253\u0299\u03b2\u0254\u0255\u00e7\u0257\u0256\u00f0\u02a4\u0259\u0258\u025a\u025b\u025c\u025d\u025e\u025f\u0284\u0261\u0260\u0262\u029b\u0266\u0267\u0127\u0265\u029c\u0268\u026a\u029d\u026d\u026c\u026b\u026e\u029f\u0271\u026f\u0270\u014b\u0273\u0272\u0274\u00f8\u0275\u0278\u03b8\u0153\u0276\u0298\u0279\u027a\u027e\u027b\u0280\u0281\u027d\u0282\u0283\u0288\u02a7\u0289\u028a\u028b\u2c71\u028c\u0263\u0264\u028d\u03c7\u028e\u028f\u0291\u0290\u0292\u0294\u02a1\u0295\u02a2\u01c0\u01c1\u01c2\u01c3\u02c8\u02cc\u02d0\u02d1\u02bc\u02b4\u02b0\u02b1\u02b2\u02b7\u02e0\u02e4\u02de\u2193\u2191\u2192\u2197\u2198'\u0329'\u1d7b", "is_unique": true, "is_sorted": true }, "add_blank": true, "batch_group_size": 0, "loss_masking": null, "min_audio_len": 8000, "max_audio_len": 100000, "min_text_len": 3, "max_text_len": 175, "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": "vctk_old", "dataset_name": "vctk_old_mos_filter", "path": "/mnt/netapp1/Proxecto_NOS/bsc/speech_data/fest_google_vctk_denoised_8khz", "meta_file_train": "", "ignored_speakers": [ "teo" ], "language": "ca", "phonemizer": "", "meta_file_val": "", "meta_file_attn_mask": "" } ], "test_sentences": [ [ "Per exemple, dels nostres bancs que inverteixen en armament de les nostres empreses.", "uri" ], [ "Preguntin-se si aix\u00f2 era necessari.", "ona" ], [ "La suposada ocultaci\u00f3 dels informes que advertien de risc s\u00edsmic.", "pau" ], [ "\u00c9s de 633 milions d'euros quan es far\u00e0 la publicaci\u00f3 detallada.", "eva" ] ], "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": false, "language_weighted_sampler_alpha": 1.0, "use_length_weighted_sampler": false, "length_weighted_sampler_alpha": 1.0, "model_args": { "num_chars": 179, "out_channels": 257, "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": "2", "resblock_kernel_sizes_decoder": [ 3, 5, 7 ], "resblock_dilation_sizes_decoder": [ [ 1, 2 ], [ 2, 6 ], [ 3, 12 ] ], "upsample_rates_decoder": [ 8, 4, 4 ], "upsample_initial_channel_decoder": 256, "upsample_kernel_sizes_decoder": [ 16, 8, 8 ], "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": true, "num_speakers": 241, "speakers_file": "/mnt/netapp1/Proxecto_NOS/bsc/tts/training_outputs/0.14.3/8kHz_vits_V2_lr_diff_1_5_m4_hop_128_ignore_teo_finetuning_Marti-January-11-2024_01+20AM-0000000/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": false, "embedded_language_dim": 4, "num_languages": 0, "language_ids_file": null, "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": "MultiStepLR", "lr_scheduler_gen_params": { "gamma": 0.6, "milestones": [] }, "lr_scheduler_disc": "MultiStepLR", "lr_scheduler_disc_params": { "gamma": 0.6, "milestones": [] }, "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": null, "weighted_sampler_multipliers": null, "r": 1, "num_speakers": 0, "use_speaker_embedding": false, "speakers_file": "/mnt/netapp1/Proxecto_NOS/bsc/tts/training_outputs/0.14.3/8kHz_vits_V2_lr_diff_1_5_m4_hop_128_ignore_teo_finetuning_Marti-January-11-2024_01+20AM-0000000/speakers.pth", "speaker_embedding_channels": 256, "language_ids_file": null, "use_language_embedding": false, "use_d_vector_file": false, "d_vector_file": null, "d_vector_dim": 0 }