import os from typing import Union from box import Box import torch from modules import models from modules.utils.SeedContext import SeedContext import uuid def create_speaker_from_seed(seed): chat_tts = models.load_chat_tts() with SeedContext(seed): emb = chat_tts.sample_random_speaker() return emb class Speaker: @staticmethod def from_file(file_like): speaker = torch.load(file_like, map_location=torch.device("cpu")) speaker.fix() return speaker @staticmethod def from_tensor(tensor): speaker = Speaker(seed=-2) speaker.emb = tensor return speaker def __init__(self, seed, name="", gender="", describe=""): self.id = uuid.uuid4() self.seed = seed self.name = name self.gender = gender self.describe = describe self.emb = None # TODO replace emb => tokens self.tokens = [] def to_json(self, with_emb=False): return Box( **{ "id": str(self.id), "seed": self.seed, "name": self.name, "gender": self.gender, "describe": self.describe, "emb": self.emb.tolist() if with_emb else None, } ) def fix(self): is_update = False if "id" not in self.__dict__: setattr(self, "id", uuid.uuid4()) is_update = True if "seed" not in self.__dict__: setattr(self, "seed", -2) is_update = True if "name" not in self.__dict__: setattr(self, "name", "") is_update = True if "gender" not in self.__dict__: setattr(self, "gender", "*") is_update = True if "describe" not in self.__dict__: setattr(self, "describe", "") is_update = True return is_update def __hash__(self): return hash(str(self.id)) def __eq__(self, other): if not isinstance(other, Speaker): return False return str(self.id) == str(other.id) # 每个speaker就是一个 emb 文件 .pt # 管理 speaker 就是管理 ./data/speaker/ 下的所有 speaker # 可以 用 seed 创建一个 speaker # 可以 刷新列表 读取所有 speaker # 可以列出所有 speaker class SpeakerManager: def __init__(self): self.speakers = {} self.speaker_dir = "./data/speakers/" self.refresh_speakers() def refresh_speakers(self): self.speakers = {} for speaker_file in os.listdir(self.speaker_dir): if speaker_file.endswith(".pt"): self.speakers[speaker_file] = Speaker.from_file( self.speaker_dir + speaker_file ) def list_speakers(self): return list(self.speakers.values()) def create_speaker_from_seed(self, seed, name="", gender="", describe=""): if name == "": name = seed filename = name + ".pt" speaker = Speaker(seed, name=name, gender=gender, describe=describe) speaker.emb = create_speaker_from_seed(seed) torch.save(speaker, self.speaker_dir + filename) self.refresh_speakers() return speaker def create_speaker_from_tensor( self, tensor, filename="", name="", gender="", describe="" ): if filename == "": filename = name speaker = Speaker(seed=-2, name=name, gender=gender, describe=describe) if isinstance(tensor, torch.Tensor): speaker.emb = tensor if isinstance(tensor, list): speaker.emb = torch.tensor(tensor) torch.save(speaker, self.speaker_dir + filename + ".pt") self.refresh_speakers() return speaker def get_speaker(self, name) -> Union[Speaker, None]: for speaker in self.speakers.values(): if speaker.name == name: return speaker return None def get_speaker_by_id(self, id) -> Union[Speaker, None]: for speaker in self.speakers.values(): if str(speaker.id) == str(id): return speaker return None def get_speaker_filename(self, id: str): filename = None for fname, spk in self.speakers.items(): if str(spk.id) == str(id): filename = fname break return filename def update_speaker(self, speaker: Speaker): filename = None for fname, spk in self.speakers.items(): if str(spk.id) == str(speaker.id): filename = fname break if filename: torch.save(speaker, self.speaker_dir + filename) self.refresh_speakers() return speaker else: raise ValueError("Speaker not found for update") def save_all(self): for speaker in self.speakers.values(): filename = self.get_speaker_filename(speaker.id) torch.save(speaker, self.speaker_dir + filename) # self.refresh_speakers() def __len__(self): return len(self.speakers) speaker_mgr = SpeakerManager()