mirror of
https://github.com/AstrBotDevs/AstrBot
synced 2026-07-15 17:30:13 +08:00
9903b028a3
* feat: 支持添加重排序模型（vLLM API 格式）用于 score 任务 * fix: update rerank API base URL to use localhost
458 lines
20 KiB
Python
458 lines
20 KiB
Python
import asyncio
|
||
import traceback
|
||
from typing import List
|
||
|
||
from astrbot.core import logger, sp
|
||
from astrbot.core.astrbot_config_mgr import AstrBotConfigManager
|
||
from astrbot.core.db import BaseDatabase
|
||
|
||
from .entities import ProviderType
|
||
from .provider import Provider, STTProvider, TTSProvider, EmbeddingProvider
|
||
from .register import llm_tools, provider_cls_map
|
||
from ..persona_mgr import PersonaManager
|
||
|
||
|
||
class ProviderManager:
|
||
def __init__(
|
||
self,
|
||
acm: AstrBotConfigManager,
|
||
db_helper: BaseDatabase,
|
||
persona_mgr: PersonaManager,
|
||
):
|
||
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.inst_map: dict[str, Provider] = {}
|
||
"""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
|
||
self.curr_provider_inst = self.inst_map[provider_id]
|
||
if provider_type == ProviderType.TEXT_TO_SPEECH:
|
||
sp.put("curr_provider_tts", provider_id, scope="global", scope_id="global")
|
||
elif provider_type == ProviderType.SPEECH_TO_TEXT:
|
||
sp.put("curr_provider_stt", provider_id, scope="global", scope_id="global")
|
||
elif provider_type == ProviderType.CHAT_COMPLETION:
|
||
sp.put("curr_provider", provider_id, scope="global", scope_id="global")
|
||
|
||
async def get_provider_by_id(self, provider_id: str) -> Provider | 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):
|
||
"""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:
|
||
await self.load_provider(provider_config)
|
||
|
||
# 设置默认提供商
|
||
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",
|
||
)
|
||
self.curr_provider_inst = self.inst_map.get(selected_provider_id)
|
||
if not self.curr_provider_inst and self.provider_insts:
|
||
self.curr_provider_inst = self.provider_insts[0]
|
||
|
||
self.curr_stt_provider_inst = self.inst_map.get(selected_stt_provider_id)
|
||
if not self.curr_stt_provider_inst and self.stt_provider_insts:
|
||
self.curr_stt_provider_inst = self.stt_provider_insts[0]
|
||
|
||
self.curr_tts_provider_inst = self.inst_map.get(selected_tts_provider_id)
|
||
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"]:
|
||
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 "anthropic_chat_completion":
|
||
from .sources.anthropic_source import (
|
||
ProviderAnthropic as ProviderAnthropic,
|
||
)
|
||
case "dify":
|
||
from .sources.dify_source import ProviderDify as ProviderDify
|
||
case "dashscope":
|
||
from .sources.dashscope_source import (
|
||
ProviderDashscope as ProviderDashscope,
|
||
)
|
||
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 "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,
|
||
)
|
||
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
|
||
|
||
if provider_metadata.provider_type == ProviderType.SPEECH_TO_TEXT:
|
||
# STT 任务
|
||
inst = provider_metadata.cls_type(
|
||
provider_config, self.provider_settings
|
||
)
|
||
|
||
if getattr(inst, "initialize", None):
|
||
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
|
||
|
||
elif provider_metadata.provider_type == ProviderType.TEXT_TO_SPEECH:
|
||
# TTS 任务
|
||
inst = provider_metadata.cls_type(
|
||
provider_config, self.provider_settings
|
||
)
|
||
|
||
if getattr(inst, "initialize", None):
|
||
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
|
||
|
||
elif provider_metadata.provider_type == ProviderType.CHAT_COMPLETION:
|
||
# 文本生成任务
|
||
inst = provider_metadata.cls_type(
|
||
provider_config,
|
||
self.provider_settings,
|
||
self.selected_default_persona,
|
||
)
|
||
|
||
if getattr(inst, "initialize", None):
|
||
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
|
||
|
||
elif provider_metadata.provider_type in [ProviderType.EMBEDDING, ProviderType.RERANK]:
|
||
inst = provider_metadata.cls_type(
|
||
provider_config, self.provider_settings
|
||
)
|
||
if getattr(inst, "initialize", None):
|
||
await inst.initialize()
|
||
self.embedding_provider_insts.append(inst)
|
||
|
||
self.inst_map[provider_config["id"]] = inst
|
||
except Exception as e:
|
||
logger.error(traceback.format_exc())
|
||
logger.error(
|
||
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):
|
||
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
|
||
config_ids = [provider["id"] for provider in self.providers_config]
|
||
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:
|
||
self.provider_insts.remove(self.inst_map[provider_id])
|
||
if self.inst_map[provider_id] in self.stt_provider_insts:
|
||
self.stt_provider_insts.remove(self.inst_map[provider_id])
|
||
if self.inst_map[provider_id] in self.tts_provider_insts:
|
||
self.tts_provider_insts.remove(self.inst_map[provider_id])
|
||
|
||
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)
|