from typing import Optional, Any from r2r import R2RAsyncClient from app.libs.util import verify_jwt_expiration from config.llm import tool_settings class R2R: client: R2RAsyncClient def __init__(self): self.auth_enabled = tool_settings.R2R_USERNAME and tool_settings.R2R_PASSWORD self.client = None async def init(self): if not self.auth_enabled: return if not self.client: self.client = R2RAsyncClient(tool_settings.R2R_BASE_URL, "/v3") print( "1111111111111111111111111111111122222vvdgdfdf" + tool_settings.R2R_USERNAME ) print(tool_settings.R2R_USERNAME) print(tool_settings.R2R_PASSWORD) await self.client.users.login( tool_settings.R2R_USERNAME, tool_settings.R2R_PASSWORD ) print(self.client.access_token) async def ingest_file(self, file_path: str, metadata: Optional[dict]): await self._check_login() return await self.client.documents.create( file_path=file_path, metadata=metadata if metadata else None, id=None, ) async def search(self, query: str, filters: dict[str, Any]): await self._check_login() print( "aaaaaaaaaaaaaaaaaaaaaaaaaaaasssssssssssssssssssssssssssssssssssssssssgggggggggggggggggggg" ) search_response = await self.client.retrieval.search( query=query, search_settings={ "filters": filters, "limit": tool_settings.R2R_SEARCH_LIMIT, }, ) print("vvvvvvvvvvvvvvvvvvmmmmmmmmmmmmmmmmmmmmmmmmmmmmmm") print(search_response.get("results")) return search_response.get("results").get("chunk_search_results") async def _check_login(self): if not self.auth_enabled: return if not self.client.access_token and verify_jwt_expiration( self.client.access_token ): return else: await self.init() # 创建 R2R 实例 r2r = R2R() # 在您的应用程序启动时调用 initialize_r2r() async def initialize_r2r(): await r2r.init()