{
    "output_path": "/net/vol/rautenberg/storage/acoustic_pitch/libritts_r_16",
    "logger_uri": null,
    "run_name": "acoustic_pitch",
    "project_name": "YourTTS",
    "run_description": "\n                - Original YourTTS 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": false,
    "precision": "fp16",
    "epochs": 1000,
    "batch_size": 50,
    "eval_batch_size": 50,
    "grad_clip": [
        1000,
        1000,
        1000
    ],
    "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,
    "allow_tf32": 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": 24000,
        "win_length": 1024,
        "hop_length": 256,
        "num_mels": 80,
        "mel_fmin": 0.0,
        "mel_fmax": null,
        "fading": "half",
        "window": "hann"
    },
    "use_phonemes": false,
    "phonemizer": "espeak",
    "phoneme_language": "en",
    "compute_input_seq_cache": true,
    "text_cleaner": "multilingual_cleaners",
    "enable_eos_bos_chars": false,
    "test_sentences_file": "",
    "phoneme_cache_path": "None",
    "characters": {
        "characters_class": "TTS.tts.models.vits.VitsCharacters",
        "vocab_dict": null,
        "pad": "_",
        "eos": "&",
        "bos": "*",
        "blank": null,
        "characters": "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz!'(),-.:;?\u00af\u2013\u00fc\u00f6\u00e4\u00df\u201a\u2018\u2019",
        "punctuations": "!'(),-.:;? ",
        "phonemes": "",
        "is_unique": true,
        "is_sorted": true
    },
    "add_blank": true,
    "batch_group_size": 48,
    "loss_masking": null,
    "min_audio_len": 1,
    "max_audio_len": 240000,
    "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": null,
    "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.",
            "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1089/134686/1089_134686_000001_000001.wav",
            "1089",
            "1089_134686_000001_000001"
        ],
        [
            "Be a voice, not an echo.",
            "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1089/134691/1089_134691_000004_000001.wav",
            "1089",
            "1089_134691_000004_000001"
        ],
        [
            "I'm sorry Dave. I'm afraid I can't do that.",
            "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/121/127105/121_127105_000024_000000.wav",
            "121",
            "121_127105_000024_000000"
        ],
        [
            "This cake is great. It's so delicious and moist.",
            "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1284/1181/1284_1181_000005_000000.wav",
            "1284",
            "1284_1181_000005_000000"
        ]
    ],
    "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": 84,
        "out_channels": 513,
        "spec_segment_size": 64,
        "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": "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,
        "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": 0,
        "speakers_file": "/net/vol/rautenberg/storage/acoustic_pitch/libritts_r_16/acoustic_pitch-July-15-2024_04+08PM-1471536/speakers.pth",
        "d_vector_file": null,
        "speaker_embedding_channels": 256,
        "use_d_vector_file": true,
        "d_vector_dim": 256,
        "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": "./models/d_vector_model/config_se.json",
        "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,
    "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": true,
    "weighted_sampler_attrs": {
        "speaker_name": 1.0
    },
    "weighted_sampler_multipliers": {},
    "r": 1,
    "num_speakers": 0,
    "use_speaker_embedding": false,
    "speakers_file": "/net/vol/rautenberg/storage/acoustic_pitch/libritts_r_16/acoustic_pitch-July-15-2024_04+08PM-1471536/speakers.pth",
    "speaker_embedding_channels": 256,
    "language_ids_file": null,
    "use_language_embedding": false,
    "d_vectors_stor_file": false,
    "d_vector_model_file": "./models/d_vector_model/",
    "d_vector_dim": 256,
    "d_vector_model": "nt_model",
    "dataset_dict": {
        "datasets": {
            "libritts_r": {
                "dataset_storage_path": "/net/vol/rautenberg/storage/Dataset/librittsr/",
                "d_vector_storage_file": "/net/vol/rautenberg/storage/Dataset/d_vectors_libritts_r/nt",
                "phone_alignement_path": "Phone_alignement/libri_tts_aligned/",
                "hubert_features_storage_file": "/net/vol/rautenberg/storage/Dataset/hubert_libritts_r/nt",
                "creak_labels_storage_file": "/net/vol/rautenberg/storage/Dataset/creak_labels/libritts_r/mean"
            }
        },
        "test_sentences": [
            {
                "text": "It took me quite a long time to develop a voice, and now that I have it I'm not going to be silent.",
                "audio_path": "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1089/134686/1089_134686_000001_000001.wav",
                "speaker_id": "1089",
                "example_id": "1089_134686_000001_000001",
                "manipulation_times": [
                    0.4,
                    0.7,
                    1
                ],
                "manipulation_factors": [
                    0,
                    0.5,
                    1
                ],
                "manipulation_idx": [
                    0
                ],
                "dataset_name": "libritts_r"
            },
            {
                "text": "Be a voice, not an echo.",
                "audio_path": "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1089/134691/1089_134691_000004_000001.wav",
                "speaker_id": "1089",
                "example_id": "1089_134691_000004_000001",
                "manipulation_times": [
                    0.4,
                    0.7,
                    1
                ],
                "manipulation_factors": [
                    0,
                    0.5,
                    1
                ],
                "manipulation_idx": [
                    0
                ],
                "dataset_name": "libritts_r"
            },
            {
                "text": "I'm sorry Dave. I'm afraid I can't do that.",
                "audio_path": "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/121/127105/121_127105_000024_000000.wav",
                "speaker_id": "121",
                "example_id": "121_127105_000024_000000",
                "manipulation_times": [
                    0.4,
                    0.7,
                    1
                ],
                "manipulation_factors": [
                    0,
                    0.5,
                    1
                ],
                "manipulation_idx": [
                    0
                ],
                "dataset_name": "libritts_r"
            },
            {
                "text": "This cake is great. It's so delicious and moist.",
                "audio_path": "/net/vol/rautenberg/storage/Dataset/librittsr/LibriTTS_R/test-clean/1284/1181/1284_1181_000005_000000.wav",
                "speaker_id": "1284",
                "example_id": "1284_1181_000005_000000",
                "manipulation_times": [
                    0.4,
                    0.7,
                    1
                ],
                "manipulation_factors": [
                    0,
                    0.5,
                    1
                ],
                "manipulation_idx": [
                    0
                ],
                "dataset_name": "libritts_r"
            }
        ]
    },
    "sample_rate": 24000,
    "use_vad": false,
    "CONFIG_SOLVER": "",
    "use_speaker_embedding_cond": true
}