coqui-tts/TTS/tts/configs/shared_configs.py

85 lines
2.8 KiB
Python

from dataclasses import asdict, dataclass, field
from typing import List
from coqpit import MISSING, Coqpit, check_argument
from TTS.config import BaseAudioConfig, BaseDatasetConfig, BaseTrainingConfig
@dataclass
class GSTConfig(Coqpit):
"""Defines Global Style Toke module"""
gst_style_input_wav: str = None
gst_style_input_weights: dict = None
gst_embedding_dim: int = 256
gst_use_speaker_embedding: bool = False
gst_num_heads: int = 4
gst_num_style_tokens: int = 10
def check_values(
self,
):
"""Check config fields"""
c = asdict(self)
super().check_values()
check_argument("gst_style_input_weights", c, restricted=False)
check_argument("gst_style_input_wav", c, restricted=False)
check_argument("gst_embedding_dim", c, restricted=True, min_val=0, max_val=1000)
check_argument("gst_use_speaker_embedding", c, restricted=False)
check_argument("gst_num_heads", c, restricted=True, min_val=2, max_val=10)
check_argument("gst_num_style_tokens", c, restricted=True, min_val=1, max_val=1000)
@dataclass
class CharactersConfig(Coqpit):
"""Defines character or phoneme set used by the model"""
pad: str = None
eos: str = None
bos: str = None
characters: str = None
punctuations: str = None
phonemes: str = None
unique: bool = True # for backwards compatibility of models trained with char sets with duplicates
def check_values(
self,
):
"""Check config fields"""
c = asdict(self)
check_argument("pad", c, "characters", restricted=True)
check_argument("eos", c, "characters", restricted=True)
check_argument("bos", c, "characters", restricted=True)
check_argument("characters", c, "characters", restricted=True)
check_argument("phonemes", c, restricted=True)
check_argument("punctuations", c, "characters", restricted=True)
@dataclass
class BaseTTSConfig(BaseTrainingConfig):
"""Shared parameters among all the tts models."""
audio: BaseAudioConfig = field(default_factory=BaseAudioConfig)
# phoneme settings
use_phonemes: bool = False
phoneme_language: str = None
compute_input_seq_cache: bool = False
text_cleaner: str = MISSING
enable_eos_bos_chars: bool = False
test_sentences_file: str = ""
phoneme_cache_path: str = None
# vocabulary parameters
characters: CharactersConfig = None
# training params
batch_group_size: int = 0
loss_masking: bool = None
# dataloading
min_seq_len: int = 1
max_seq_len: int = float("inf")
compute_f0: bool = False
use_noise_augment: bool = False
add_blank: bool = False
# dataset
datasets: List[BaseDatasetConfig] = field(default_factory=lambda: [BaseDatasetConfig()])