mirror of
https://github.com/AstrBotDevs/AstrBot
synced 2026-07-16 01:40:15 +08:00
152 lines
4.7 KiB
Python
152 lines
4.7 KiB
Python
import abc
|
||
import json
|
||
from collections import defaultdict
|
||
from typing import List
|
||
from astrbot.core.db import BaseDatabase
|
||
from astrbot.core import logger
|
||
from typing import TypedDict
|
||
from astrbot.core.provider.func_tool_manager import FuncCall
|
||
from astrbot.core.provider.entites import LLMResponse
|
||
from dataclasses import dataclass
|
||
|
||
|
||
class Personality(TypedDict):
|
||
prompt: str = ""
|
||
name: str = ""
|
||
begin_dialogs: List[str] = []
|
||
mood_imitation_dialogs: List[str] = []
|
||
|
||
# cache
|
||
_begin_dialogs_processed: List[dict] = []
|
||
_mood_imitation_dialogs_processed: str = ""
|
||
|
||
|
||
@dataclass
|
||
class ProviderMeta():
|
||
id: str
|
||
model: str
|
||
type: str
|
||
|
||
|
||
class AbstractProvider(abc.ABC):
|
||
def __init__(self, provider_config: dict) -> None:
|
||
super().__init__()
|
||
self.model_name = ""
|
||
self.provider_config = provider_config
|
||
|
||
def set_model(self, model_name: str):
|
||
'''设置当前使用的模型名称'''
|
||
self.model_name = model_name
|
||
|
||
def get_model(self) -> str:
|
||
'''获得当前使用的模型名称'''
|
||
return self.model_name
|
||
|
||
def meta(self) -> ProviderMeta:
|
||
'''获取 Provider 的元数据'''
|
||
return ProviderMeta(
|
||
id=self.provider_config['id'],
|
||
model=self.get_model(),
|
||
type=self.provider_config['type']
|
||
)
|
||
|
||
|
||
class Provider(AbstractProvider):
|
||
def __init__(
|
||
self,
|
||
provider_config: dict,
|
||
provider_settings: dict,
|
||
persistant_history: bool = True,
|
||
db_helper: BaseDatabase = None,
|
||
default_persona: Personality = None
|
||
) -> None:
|
||
super().__init__(provider_config)
|
||
|
||
self.provider_settings = provider_settings
|
||
|
||
self.curr_personality: Personality = default_persona
|
||
'''维护了当前的使用的 persona,即人格。可能为 None'''
|
||
|
||
@abc.abstractmethod
|
||
def get_current_key(self) -> str:
|
||
raise NotImplementedError()
|
||
|
||
def get_keys(self) -> List[str]:
|
||
'''获得提供商 Key'''
|
||
return self.provider_config.get("key", [])
|
||
|
||
@abc.abstractmethod
|
||
def set_key(self, key: str):
|
||
raise NotImplementedError()
|
||
|
||
@abc.abstractmethod
|
||
def get_models(self) -> List[str]:
|
||
'''获得支持的模型列表'''
|
||
raise NotImplementedError()
|
||
|
||
@abc.abstractmethod
|
||
async def text_chat(self,
|
||
prompt: str,
|
||
session_id: str=None,
|
||
image_urls: List[str]=None,
|
||
func_tool: FuncCall=None,
|
||
contexts: List=None,
|
||
system_prompt: str=None,
|
||
**kwargs) -> LLMResponse:
|
||
'''获得 LLM 的文本对话结果。会使用当前的模型进行对话。
|
||
|
||
Args:
|
||
prompt: 提示词
|
||
session_id: 会话 ID(此属性已经被废弃)
|
||
image_urls: 图片 URL 列表
|
||
tools: Function-calling 工具
|
||
contexts: 上下文
|
||
kwargs: 其他参数
|
||
|
||
Notes:
|
||
- 如果传入了 image_urls,将会在对话时附上图片。如果模型不支持图片输入,将会抛出错误。
|
||
- 如果传入了 tools,将会使用 tools 进行 Function-calling。如果模型不支持 Function-calling,将会抛出错误。
|
||
'''
|
||
raise NotImplementedError()
|
||
|
||
async def pop_record(self, context: List):
|
||
'''
|
||
弹出 context 第一条非系统提示词对话记录
|
||
'''
|
||
poped = 0
|
||
indexs_to_pop = []
|
||
for idx, record in enumerate(context):
|
||
if record["role"] == "system":
|
||
continue
|
||
else:
|
||
indexs_to_pop.append(idx)
|
||
poped += 1
|
||
if poped == 2:
|
||
break
|
||
|
||
for idx in reversed(indexs_to_pop):
|
||
context.pop(idx)
|
||
|
||
|
||
class STTProvider(AbstractProvider):
|
||
def __init__(self, provider_config: dict, provider_settings: dict) -> None:
|
||
super().__init__(provider_config)
|
||
self.provider_config = provider_config
|
||
self.provider_settings = provider_settings
|
||
|
||
@abc.abstractmethod
|
||
async def get_text(self, audio_url: str) -> str:
|
||
'''获取音频的文本'''
|
||
raise NotImplementedError()
|
||
|
||
|
||
class TTSProvider(AbstractProvider):
|
||
def __init__(self, provider_config: dict, provider_settings: dict) -> None:
|
||
super().__init__(provider_config)
|
||
self.provider_config = provider_config
|
||
self.provider_settings = provider_settings
|
||
|
||
@abc.abstractmethod
|
||
async def get_audio(self, text: str) -> str:
|
||
'''获取文本的音频,返回音频文件路径'''
|
||
raise NotImplementedError() |