import asyncio import traceback from typing import Protocol, runtime_checkable from astrbot.core import astrbot_config, logger, sp from astrbot.core.astrbot_config_mgr import AstrBotConfigManager from astrbot.core.db import BaseDatabase from ..persona_mgr import PersonaManager from .entities import ProviderType from .provider import ( EmbeddingProvider, Provider, Providers, RerankProvider, STTProvider, TTSProvider, ) from .register import llm_tools, provider_cls_map @runtime_checkable class HasInitialize(Protocol): async def initialize(self) -> None: ... class ProviderManager: def __init__( self, acm: AstrBotConfigManager, db_helper: BaseDatabase, persona_mgr: PersonaManager, ): self.reload_lock = asyncio.Lock() self.persona_mgr = persona_mgr self.acm = acm config = acm.confs["default"] self.providers_config: list = config["provider"] self.provider_settings: dict = config["provider_settings"] self.provider_stt_settings: dict = config.get("provider_stt_settings", {}) self.provider_tts_settings: dict = config.get("provider_tts_settings", {}) # 人格相关属性，v4.0.0 版本后被废弃，推荐使用 PersonaManager self.default_persona_name = persona_mgr.default_persona self.provider_insts: list[Provider] = [] """加载的 Provider 的实例""" self.stt_provider_insts: list[STTProvider] = [] """加载的 Speech To Text Provider 的实例""" self.tts_provider_insts: list[TTSProvider] = [] """加载的 Text To Speech Provider 的实例""" self.embedding_provider_insts: list[EmbeddingProvider] = [] """加载的 Embedding Provider 的实例""" self.rerank_provider_insts: list[RerankProvider] = [] """加载的 Rerank Provider 的实例""" self.inst_map: dict[ str, Providers, ] = {} """Provider 实例映射. key: provider_id, value: Provider 实例""" self.llm_tools = llm_tools self.curr_provider_inst: Provider | None = None """默认的 Provider 实例。已弃用，请使用 get_using_provider() 方法获取当前使用的 Provider 实例。""" self.curr_stt_provider_inst: STTProvider | None = None """默认的 Speech To Text Provider 实例。已弃用，请使用 get_using_provider() 方法获取当前使用的 Provider 实例。""" self.curr_tts_provider_inst: TTSProvider | None = None """默认的 Text To Speech Provider 实例。已弃用，请使用 get_using_provider() 方法获取当前使用的 Provider 实例。""" self.db_helper = db_helper @property def persona_configs(self) -> list: """动态获取最新的 persona 配置""" return self.persona_mgr.persona_v3_config @property def personas(self) -> list: """动态获取最新的 personas 列表""" return self.persona_mgr.personas_v3 @property def selected_default_persona(self): """动态获取最新的默认选中 persona。已弃用，请使用 context.persona_mgr.get_default_persona_v3()""" return self.persona_mgr.selected_default_persona_v3 async def set_provider( self, provider_id: str, provider_type: ProviderType, umo: str | None = None, ): """设置提供商。 Args: provider_id (str): 提供商 ID。 provider_type (ProviderType): 提供商类型。 umo (str, optional): 用户会话 ID，用于提供商会话隔离。 Version 4.0.0: 这个版本下已经默认隔离提供商 """ if provider_id not in self.inst_map: raise ValueError(f"提供商 {provider_id} 不存在，无法设置。") if umo: await sp.session_put( umo, f"provider_perf_{provider_type.value}", provider_id, ) return # 不启用提供商会话隔离模式的情况 prov = self.inst_map[provider_id] if provider_type == ProviderType.TEXT_TO_SPEECH and isinstance( prov, TTSProvider, ): self.curr_tts_provider_inst = prov sp.put("curr_provider_tts", provider_id, scope="global", scope_id="global") elif provider_type == ProviderType.SPEECH_TO_TEXT and isinstance( prov, STTProvider, ): self.curr_stt_provider_inst = prov sp.put("curr_provider_stt", provider_id, scope="global", scope_id="global") elif provider_type == ProviderType.CHAT_COMPLETION and isinstance( prov, Provider, ): self.curr_provider_inst = prov sp.put("curr_provider", provider_id, scope="global", scope_id="global") async def get_provider_by_id(self, provider_id: str) -> Providers | None: """根据提供商 ID 获取提供商实例""" return self.inst_map.get(provider_id) def get_using_provider( self, provider_type: ProviderType, umo=None ) -> Providers | None: """获取正在使用的提供商实例。 Args: provider_type (ProviderType): 提供商类型。 umo (str, optional): 用户会话 ID，用于提供商会话隔离。 Returns: Provider: 正在使用的提供商实例。 """ provider = None if umo: provider_id = sp.get( f"provider_perf_{provider_type.value}", None, scope="umo", scope_id=umo, ) if provider_id: provider = self.inst_map.get(provider_id) if not provider: # default setting config = self.acm.get_conf(umo) if provider_type == ProviderType.CHAT_COMPLETION: provider_id = config["provider_settings"].get("default_provider_id") provider = self.inst_map.get(provider_id) if not provider: provider = self.provider_insts[0] if self.provider_insts else None elif provider_type == ProviderType.SPEECH_TO_TEXT: provider_id = config["provider_stt_settings"].get("provider_id") if not provider_id: return None provider = self.inst_map.get(provider_id) if not provider: provider = ( self.stt_provider_insts[0] if self.stt_provider_insts else None ) elif provider_type == ProviderType.TEXT_TO_SPEECH: provider_id = config["provider_tts_settings"].get("provider_id") if not provider_id: return None provider = self.inst_map.get(provider_id) if not provider: provider = ( self.tts_provider_insts[0] if self.tts_provider_insts else None ) else: raise ValueError(f"Unknown provider type: {provider_type}") return provider async def initialize(self): # 逐个初始化提供商 for provider_config in self.providers_config: try: await self.load_provider(provider_config) except Exception as e: logger.error(traceback.format_exc()) logger.error(e) selected_provider_id = sp.get( "curr_provider", self.provider_settings.get("default_provider_id"), scope="global", scope_id="global", ) selected_stt_provider_id = sp.get( "curr_provider_stt", self.provider_stt_settings.get("provider_id"), scope="global", scope_id="global", ) selected_tts_provider_id = sp.get( "curr_provider_tts", self.provider_tts_settings.get("provider_id"), scope="global", scope_id="global", ) temp_provider = ( self.inst_map.get(selected_provider_id) if isinstance(selected_provider_id, str) else None ) self.curr_provider_inst = ( temp_provider if isinstance(temp_provider, Provider) else None ) if not self.curr_provider_inst and self.provider_insts: self.curr_provider_inst = self.provider_insts[0] temp_stt = ( self.inst_map.get(selected_stt_provider_id) if isinstance(selected_stt_provider_id, str) else None ) self.curr_stt_provider_inst = ( temp_stt if isinstance(temp_stt, STTProvider) else None ) if not self.curr_stt_provider_inst and self.stt_provider_insts: self.curr_stt_provider_inst = self.stt_provider_insts[0] temp_tts = ( self.inst_map.get(selected_tts_provider_id) if isinstance(selected_tts_provider_id, str) else None ) self.curr_tts_provider_inst = ( temp_tts if isinstance(temp_tts, TTSProvider) else None ) if not self.curr_tts_provider_inst and self.tts_provider_insts: self.curr_tts_provider_inst = self.tts_provider_insts[0] # 初始化 MCP Client 连接 asyncio.create_task(self.llm_tools.init_mcp_clients(), name="init_mcp_clients") async def load_provider(self, provider_config: dict): if not provider_config["enable"]: logger.info(f"Provider {provider_config['id']} is disabled, skipping") return if provider_config.get("provider_type", "") == "agent_runner": return logger.info( f"载入 {provider_config['type']}({provider_config['id']}) 服务提供商 ...", ) # 动态导入 try: match provider_config["type"]: case "openai_chat_completion": from .sources.openai_source import ( ProviderOpenAIOfficial as ProviderOpenAIOfficial, ) case "zhipu_chat_completion": from .sources.zhipu_source import ProviderZhipu as ProviderZhipu case "groq_chat_completion": from .sources.groq_source import ProviderGroq as ProviderGroq case "anthropic_chat_completion": from .sources.anthropic_source import ( ProviderAnthropic as ProviderAnthropic, ) case "googlegenai_chat_completion": from .sources.gemini_source import ( ProviderGoogleGenAI as ProviderGoogleGenAI, ) case "sensevoice_stt_selfhost": from .sources.sensevoice_selfhosted_source import ( ProviderSenseVoiceSTTSelfHost as ProviderSenseVoiceSTTSelfHost, ) case "openai_whisper_api": from .sources.whisper_api_source import ( ProviderOpenAIWhisperAPI as ProviderOpenAIWhisperAPI, ) case "openai_whisper_selfhost": from .sources.whisper_selfhosted_source import ( ProviderOpenAIWhisperSelfHost as ProviderOpenAIWhisperSelfHost, ) case "xinference_stt": from .sources.xinference_stt_provider import ( ProviderXinferenceSTT as ProviderXinferenceSTT, ) case "openai_tts_api": from .sources.openai_tts_api_source import ( ProviderOpenAITTSAPI as ProviderOpenAITTSAPI, ) case "edge_tts": from .sources.edge_tts_source import ( ProviderEdgeTTS as ProviderEdgeTTS, ) case "gsv_tts_selfhost": from .sources.gsv_selfhosted_source import ( ProviderGSVTTS as ProviderGSVTTS, ) case "gsvi_tts_api": from .sources.gsvi_tts_source import ( ProviderGSVITTS as ProviderGSVITTS, ) case "fishaudio_tts_api": from .sources.fishaudio_tts_api_source import ( ProviderFishAudioTTSAPI as ProviderFishAudioTTSAPI, ) case "dashscope_tts": from .sources.dashscope_tts import ( ProviderDashscopeTTSAPI as ProviderDashscopeTTSAPI, ) case "azure_tts": from .sources.azure_tts_source import ( AzureTTSProvider as AzureTTSProvider, ) case "minimax_tts_api": from .sources.minimax_tts_api_source import ( ProviderMiniMaxTTSAPI as ProviderMiniMaxTTSAPI, ) case "volcengine_tts": from .sources.volcengine_tts import ( ProviderVolcengineTTS as ProviderVolcengineTTS, ) case "gemini_tts": from .sources.gemini_tts_source import ( ProviderGeminiTTSAPI as ProviderGeminiTTSAPI, ) case "openai_embedding": from .sources.openai_embedding_source import ( OpenAIEmbeddingProvider as OpenAIEmbeddingProvider, ) case "gemini_embedding": from .sources.gemini_embedding_source import ( GeminiEmbeddingProvider as GeminiEmbeddingProvider, ) case "vllm_rerank": from .sources.vllm_rerank_source import ( VLLMRerankProvider as VLLMRerankProvider, ) case "xinference_rerank": from .sources.xinference_rerank_source import ( XinferenceRerankProvider as XinferenceRerankProvider, ) case "bailian_rerank": from .sources.bailian_rerank_source import ( BailianRerankProvider as BailianRerankProvider, ) except (ImportError, ModuleNotFoundError) as e: logger.critical( f"加载 {provider_config['type']}({provider_config['id']}) 提供商适配器失败：{e}。可能是因为有未安装的依赖。", ) return except Exception as e: logger.critical( f"加载 {provider_config['type']}({provider_config['id']}) 提供商适配器失败：{e}。未知原因", ) return if provider_config["type"] not in provider_cls_map: logger.error( f"未找到适用于 {provider_config['type']}({provider_config['id']}) 的提供商适配器，请检查是否已经安装或者名称填写错误。已跳过。", ) return provider_metadata = provider_cls_map[provider_config["type"]] try: # 按任务实例化提供商 cls_type = provider_metadata.cls_type if not cls_type: logger.error(f"无法找到 {provider_metadata.type} 的类") return provider_metadata.id = provider_config["id"] match provider_metadata.provider_type: case ProviderType.SPEECH_TO_TEXT: # STT 任务 if not issubclass(cls_type, STTProvider): raise TypeError( f"Provider class {cls_type} is not a subclass of STTProvider" ) inst = cls_type(provider_config, self.provider_settings) if isinstance(inst, HasInitialize): await inst.initialize() self.stt_provider_insts.append(inst) if ( self.provider_stt_settings.get("provider_id") == provider_config["id"] ): self.curr_stt_provider_inst = inst logger.info( f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前语音转文本提供商适配器。", ) if not self.curr_stt_provider_inst: self.curr_stt_provider_inst = inst case ProviderType.TEXT_TO_SPEECH: # TTS 任务 if not issubclass(cls_type, TTSProvider): raise TypeError( f"Provider class {cls_type} is not a subclass of TTSProvider" ) inst = cls_type(provider_config, self.provider_settings) if isinstance(inst, HasInitialize): await inst.initialize() self.tts_provider_insts.append(inst) if ( self.provider_settings.get("provider_id") == provider_config["id"] ): self.curr_tts_provider_inst = inst logger.info( f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前文本转语音提供商适配器。", ) if not self.curr_tts_provider_inst: self.curr_tts_provider_inst = inst case ProviderType.CHAT_COMPLETION: # 文本生成任务 if not issubclass(cls_type, Provider): raise TypeError( f"Provider class {cls_type} is not a subclass of Provider" ) inst = cls_type( provider_config, self.provider_settings, ) if isinstance(inst, HasInitialize): await inst.initialize() self.provider_insts.append(inst) if ( self.provider_settings.get("default_provider_id") == provider_config["id"] ): self.curr_provider_inst = inst logger.info( f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前提供商适配器。", ) if not self.curr_provider_inst: self.curr_provider_inst = inst case ProviderType.EMBEDDING: if not issubclass(cls_type, EmbeddingProvider): raise TypeError( f"Provider class {cls_type} is not a subclass of EmbeddingProvider" ) inst = cls_type(provider_config, self.provider_settings) if isinstance(inst, HasInitialize): await inst.initialize() self.embedding_provider_insts.append(inst) case ProviderType.RERANK: if not issubclass(cls_type, RerankProvider): raise TypeError( f"Provider class {cls_type} is not a subclass of RerankProvider" ) inst = cls_type(provider_config, self.provider_settings) if isinstance(inst, HasInitialize): await inst.initialize() self.rerank_provider_insts.append(inst) case _: # 未知供应商抛出异常，确保inst初始化 # Should be unreachable raise Exception( f"未知的提供商类型：{provider_metadata.provider_type}" ) self.inst_map[provider_config["id"]] = inst except Exception as e: logger.error( f"实例化 {provider_config['type']}({provider_config['id']}) 提供商适配器失败：{e}", ) raise Exception( f"实例化 {provider_config['type']}({provider_config['id']}) 提供商适配器失败：{e}", ) async def reload(self, provider_config: dict): async with self.reload_lock: await self.terminate_provider(provider_config["id"]) if provider_config["enable"]: await self.load_provider(provider_config) # 和配置文件保持同步 self.providers_config = astrbot_config["provider"] config_ids = [provider["id"] for provider in self.providers_config] logger.info(f"providers in user's config: {config_ids}") for key in list(self.inst_map.keys()): if key not in config_ids: await self.terminate_provider(key) if len(self.provider_insts) == 0: self.curr_provider_inst = None elif self.curr_provider_inst is None and len(self.provider_insts) > 0: self.curr_provider_inst = self.provider_insts[0] logger.info( f"自动选择 {self.curr_provider_inst.meta().id} 作为当前提供商适配器。", ) if len(self.stt_provider_insts) == 0: self.curr_stt_provider_inst = None elif ( self.curr_stt_provider_inst is None and len(self.stt_provider_insts) > 0 ): self.curr_stt_provider_inst = self.stt_provider_insts[0] logger.info( f"自动选择 {self.curr_stt_provider_inst.meta().id} 作为当前语音转文本提供商适配器。", ) if len(self.tts_provider_insts) == 0: self.curr_tts_provider_inst = None elif ( self.curr_tts_provider_inst is None and len(self.tts_provider_insts) > 0 ): self.curr_tts_provider_inst = self.tts_provider_insts[0] logger.info( f"自动选择 {self.curr_tts_provider_inst.meta().id} 作为当前文本转语音提供商适配器。", ) def get_insts(self): return self.provider_insts async def terminate_provider(self, provider_id: str): if provider_id in self.inst_map: logger.info( f"终止 {provider_id} 提供商适配器({len(self.provider_insts)}, {len(self.stt_provider_insts)}, {len(self.tts_provider_insts)}) ...", ) if self.inst_map[provider_id] in self.provider_insts: prov_inst = self.inst_map[provider_id] if isinstance(prov_inst, Provider): self.provider_insts.remove(prov_inst) if self.inst_map[provider_id] in self.stt_provider_insts: prov_inst = self.inst_map[provider_id] if isinstance(prov_inst, STTProvider): self.stt_provider_insts.remove(prov_inst) if self.inst_map[provider_id] in self.tts_provider_insts: prov_inst = self.inst_map[provider_id] if isinstance(prov_inst, TTSProvider): self.tts_provider_insts.remove(prov_inst) if self.inst_map[provider_id] == self.curr_provider_inst: self.curr_provider_inst = None if self.inst_map[provider_id] == self.curr_stt_provider_inst: self.curr_stt_provider_inst = None if self.inst_map[provider_id] == self.curr_tts_provider_inst: self.curr_tts_provider_inst = None if getattr(self.inst_map[provider_id], "terminate", None): await self.inst_map[provider_id].terminate() # type: ignore logger.info( f"{provider_id} 提供商适配器已终止({len(self.provider_insts)}, {len(self.stt_provider_insts)}, {len(self.tts_provider_insts)})", ) del self.inst_map[provider_id] async def terminate(self): for provider_inst in self.provider_insts: if hasattr(provider_inst, "terminate"): await provider_inst.terminate() # type: ignore try: await self.llm_tools.disable_mcp_server() except Exception: logger.error("Error while disabling MCP servers", exc_info=True)