openassistant/app/providers/r2r.py

from typing import Optional, Any
from r2r import R2RAsyncClient

from app.libs.util import verify_jwt_expiration
from config.llm import tool_settings

import nest_asyncio

# 使得异步代码可以在已运行的事件循环中嵌套
nest_asyncio.apply()


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")
        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()
        return await self.client.retrieval.search(
            query=query,
            search_settings={
                "filters": filters,
                "limit": tool_settings.R2R_SEARCH_LIMIT,
            },
        )

    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()