LightRAG/lightrag/kg/redis_impl.py

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import os
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from typing import Any, final
from dataclasses import dataclass
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import pipmaster as pm
import configparser
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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 # type: ignore
from lightrag.utils import logger
from lightrag.base import BaseKVStorage
import json
config = configparser.ConfigParser()
config.read("config.ini", "utf-8")
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@final
@dataclass
class RedisKVStorage(BaseKVStorage):
def __post_init__(self):
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redis_url = os.environ.get(
"REDIS_URI", config.get("redis", "uri", fallback="redis://localhost:6379")
)
self._redis = Redis.from_url(redis_url, decode_responses=True)
logger.info(f"Use Redis as KV {self.namespace}")
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async def get_by_id(self, id: str) -> dict[str, Any] | None:
data = await self._redis.get(f"{self.namespace}:{id}")
return json.loads(data) if data else None
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async def get_by_ids(self, ids: list[str]) -> list[dict[str, Any]]:
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, keys: set[str]) -> set[str]:
pipe = self._redis.pipeline()
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for key in keys:
pipe.exists(f"{self.namespace}:{key}")
results = await pipe.execute()
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existing_ids = {keys[i] for i, exists in enumerate(results) if exists}
return set(keys) - existing_ids
async def upsert(self, data: dict[str, dict[str, Any]]) -> None:
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logger.info(f"Inserting {len(data)} to {self.namespace}")
if not data:
return
pipe = self._redis.pipeline()
for k, v in data.items():
pipe.set(f"{self.namespace}:{k}", json.dumps(v))
await pipe.execute()
for k in data:
data[k]["_id"] = k
async def index_done_callback(self) -> None:
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# Redis handles persistence automatically
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pass
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async def delete(self, ids: list[str]) -> None:
"""Delete entries with specified IDs
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Args:
ids: List of entry IDs to be deleted
"""
if not ids:
return
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pipe = self._redis.pipeline()
for id in ids:
pipe.delete(f"{self.namespace}:{id}")
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results = await pipe.execute()
deleted_count = sum(results)
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logger.info(
f"Deleted {deleted_count} of {len(ids)} entries from {self.namespace}"
)
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async def drop_cache_by_modes(self, modes: list[str] | None = None) -> bool:
"""Delete specific records from storage by by cache mode
Importance notes for Redis storage:
1. This will immediately delete the specified cache modes from Redis
Args:
modes (list[str]): List of cache mode to be drop from storage
Returns:
True: if the cache drop successfully
False: if the cache drop failed
"""
if not modes:
return False
try:
await self.delete(modes)
return True
except Exception:
return False
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async def drop(self) -> dict[str, str]:
"""Drop the storage by removing all keys under the current namespace.
Returns:
dict[str, str]: Status of the operation with keys 'status' and 'message'
"""
try:
keys = await self._redis.keys(f"{self.namespace}:*")
if keys:
pipe = self._redis.pipeline()
for key in keys:
pipe.delete(key)
results = await pipe.execute()
deleted_count = sum(results)
logger.info(f"Dropped {deleted_count} keys from {self.namespace}")
return {"status": "success", "message": f"{deleted_count} keys dropped"}
else:
logger.info(f"No keys found to drop in {self.namespace}")
return {"status": "success", "message": "no keys to drop"}
except Exception as e:
logger.error(f"Error dropping keys from {self.namespace}: {e}")
return {"status": "error", "message": str(e)}