{ | |
"model_params": { | |
"decoder": { | |
"resblock_dilation_sizes": [ | |
[ | |
1, | |
3, | |
5 | |
], | |
[ | |
1, | |
3, | |
5 | |
], | |
[ | |
1, | |
3, | |
5 | |
] | |
], | |
"resblock_kernel_sizes": [ | |
3, | |
7, | |
11 | |
], | |
"type": "hifigan", | |
"upsample_initial_channel": 512, | |
"upsample_kernel_sizes": [ | |
20, | |
10, | |
6, | |
4 | |
], | |
"upsample_rates": [ | |
10, | |
5, | |
3, | |
2 | |
] | |
}, | |
"diffusion": { | |
"dist": { | |
"estimate_sigma_data": true, | |
"mean": -3.0, | |
"sigma_data": 0.2, | |
"std": 1.0 | |
}, | |
"embedding_mask_proba": 0.1, | |
"transformer": { | |
"head_features": 64, | |
"multiplier": 2, | |
"num_heads": 8, | |
"num_layers": 3 | |
} | |
}, | |
"dim_in": 64, | |
"dropout": 0.2, | |
"hidden_dim": 512, | |
"max_conv_dim": 512, | |
"max_dur": 50, | |
"multispeaker": true, | |
"n_layer": 3, | |
"n_mels": 80, | |
"n_token": 178, | |
"slm": { | |
"hidden": 768, | |
"initial_channel": 64, | |
"model": "microsoft/wavlm-base-plus", | |
"nlayers": 13, | |
"sr": 16000 | |
}, | |
"style_dim": 128 | |
}, | |
"training_config": { | |
"epochs": 5, | |
"batch_size": 2, | |
"max_len": 600, | |
"optimizer": { | |
"bert_lr": 1e-05, | |
"ft_lr": 0.0001, | |
"lr": 0.0001 | |
}, | |
"loss_params": { | |
"diff_epoch": 2, | |
"joint_epoch": 110, | |
"lambda_F0": 1.0, | |
"lambda_ce": 20.0, | |
"lambda_diff": 1.0, | |
"lambda_dur": 1.0, | |
"lambda_gen": 1.0, | |
"lambda_mel": 5.0, | |
"lambda_mono": 1.0, | |
"lambda_norm": 1.0, | |
"lambda_s2s": 1.0, | |
"lambda_slm": 1.0, | |
"lambda_sty": 1.0 | |
} | |
}, | |
"preprocess_params": { | |
"spect_params": { | |
"hop_length": 300, | |
"n_fft": 2048, | |
"win_length": 1200 | |
}, | |
"sr": 24000 | |
}, | |
"data_params": { | |
"OOD_data": "Data/OOD_texts.txt", | |
"min_length": 50, | |
"root_path": "Data/wavs", | |
"train_data": "Data/train_list.txt", | |
"val_data": "Data/val_list.txt" | |
}, | |
"model_state": { | |
"epoch": 3, | |
"iterations": 3384, | |
"val_loss": 0.39982396364212036 | |
}, | |
"training_metrics": { | |
"train_loss": [], | |
"val_loss": [ | |
18.0, | |
30.0, | |
30.0, | |
44.0, | |
33.0, | |
21.0, | |
17.0, | |
44.0, | |
45.0, | |
55.0, | |
29.0, | |
8.0, | |
45.0, | |
29.0, | |
11.0, | |
52.0, | |
48.0, | |
18.0, | |
5.0, | |
4.0, | |
57.0, | |
9.0 | |
], | |
"dur_loss": [ | |
0.44, | |
0.398, | |
0.368, | |
0.373, | |
0.362, | |
0.371, | |
0.376, | |
0.438, | |
0.425, | |
0.418, | |
0.41, | |
0.4, | |
0.401, | |
0.399, | |
0.409, | |
0.397, | |
0.408, | |
0.432, | |
0.404, | |
0.406, | |
0.4, | |
0.403 | |
], | |
"F0_loss": [ | |
2.865, | |
2.754, | |
2.769, | |
2.916, | |
2.745, | |
2.811, | |
2.793, | |
2.665, | |
2.761, | |
2.683, | |
2.783, | |
2.524, | |
2.615, | |
2.515, | |
2.663, | |
2.66, | |
2.477, | |
1.751, | |
1.739, | |
1.76, | |
1.691, | |
1.72 | |
], | |
"epochs": [ | |
1, | |
2, | |
3, | |
4, | |
5, | |
6, | |
7, | |
8, | |
9, | |
10, | |
11, | |
12, | |
13, | |
14, | |
15, | |
16, | |
17, | |
18, | |
19, | |
20, | |
21, | |
22 | |
] | |
} | |
} |