tts / config.json
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{
"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": "<PAD>",
"eos": "<EOS>",
"bos": "<BOS>",
"blank": "<BLNK>",
"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
}