LightRAG/lightrag/kg/redis_impl.py

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import os
from typing import Any, TypeVar, Union
from tqdm.asyncio import tqdm as tqdm_async
from dataclasses import dataclass
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import pipmaster as pm
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if not pm.is_installed("redis"):
pm.install("redis")
# aioredis is a depricated library, replaced with redis
from redis.asyncio import Redis
from lightrag.utils import logger
from lightrag.base import BaseKVStorage
import json
@dataclass
class RedisKVStorage(BaseKVStorage):
def __post_init__(self):
redis_url = os.environ.get("REDIS_URI", "redis://localhost:6379")
self._redis = Redis.from_url(redis_url, decode_responses=True)
logger.info(f"Use Redis as KV {self.namespace}")
async def all_keys(self) -> list[str]:
keys = await self._redis.keys(f"{self.namespace}:*")
return [key.split(":", 1)[-1] for key in keys]
async def get_by_id(self, id):
data = await self._redis.get(f"{self.namespace}:{id}")
return json.loads(data) if data else None
async def get_by_ids(self, ids: list[str]) -> list[Union[dict[str, Any], None]]:
pipe = self._redis.pipeline()
for id in ids:
pipe.get(f"{self.namespace}:{id}")
results = await pipe.execute()
return [json.loads(result) if result else None for result in results]
async def filter_keys(self, data: list[str]) -> set[str]:
pipe = self._redis.pipeline()
for key in data:
pipe.exists(f"{self.namespace}:{key}")
results = await pipe.execute()
existing_ids = {data[i] for i, exists in enumerate(results) if exists}
return set(data) - existing_ids
async def upsert(self, data: dict[str, Any]) -> None:
pipe = self._redis.pipeline()
for k, v in tqdm_async(data.items(), desc="Upserting"):
pipe.set(f"{self.namespace}:{k}", json.dumps(v))
await pipe.execute()
for k in data:
data[k]["_id"] = k
async def drop(self) -> None:
keys = await self._redis.keys(f"{self.namespace}:*")
if keys:
await self._redis.delete(*keys)
async def get_by_status_and_ids(
self, status: str,
) -> Union[list[dict[str, Any]], None]:
pipe = self._redis.pipeline()
for key in await self._redis.keys(f"{self.namespace}:*"):
pipe.hgetall(key)
results = await pipe.execute()
return [data for data in results if data.get("status") == status] or None