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from typing import Any, Iterator, List, Optional, Sequence, Tuple, cast | |
from langchain_core.stores import ByteStore | |
from langchain_community.utilities.redis import get_client | |
class RedisStore(ByteStore): | |
"""BaseStore implementation using Redis as the underlying store. | |
Examples: | |
Create a RedisStore instance and perform operations on it: | |
.. code-block:: python | |
# Instantiate the RedisStore with a Redis connection | |
from langchain_community.storage import RedisStore | |
from langchain_community.utilities.redis import get_client | |
client = get_client('redis://localhost:6379') | |
redis_store = RedisStore(client) | |
# Set values for keys | |
redis_store.mset([("key1", b"value1"), ("key2", b"value2")]) | |
# Get values for keys | |
values = redis_store.mget(["key1", "key2"]) | |
# [b"value1", b"value2"] | |
# Delete keys | |
redis_store.mdelete(["key1"]) | |
# Iterate over keys | |
for key in redis_store.yield_keys(): | |
print(key) # noqa: T201 | |
""" | |
def __init__( | |
self, | |
*, | |
client: Any = None, | |
redis_url: Optional[str] = None, | |
client_kwargs: Optional[dict] = None, | |
ttl: Optional[int] = None, | |
namespace: Optional[str] = None, | |
) -> None: | |
"""Initialize the RedisStore with a Redis connection. | |
Must provide either a Redis client or a redis_url with optional client_kwargs. | |
Args: | |
client: A Redis connection instance | |
redis_url: redis url | |
client_kwargs: Keyword arguments to pass to the Redis client | |
ttl: time to expire keys in seconds if provided, | |
if None keys will never expire | |
namespace: if provided, all keys will be prefixed with this namespace | |
""" | |
try: | |
from redis import Redis | |
except ImportError as e: | |
raise ImportError( | |
"The RedisStore requires the redis library to be installed. " | |
"pip install redis" | |
) from e | |
if client and redis_url or client and client_kwargs: | |
raise ValueError( | |
"Either a Redis client or a redis_url with optional client_kwargs " | |
"must be provided, but not both." | |
) | |
if client: | |
if not isinstance(client, Redis): | |
raise TypeError( | |
f"Expected Redis client, got {type(client).__name__} instead." | |
) | |
_client = client | |
else: | |
if not redis_url: | |
raise ValueError( | |
"Either a Redis client or a redis_url must be provided." | |
) | |
_client = get_client(redis_url, **(client_kwargs or {})) | |
self.client = _client | |
if not isinstance(ttl, int) and ttl is not None: | |
raise TypeError(f"Expected int or None, got {type(ttl)} instead.") | |
self.ttl = ttl | |
self.namespace = namespace | |
def _get_prefixed_key(self, key: str) -> str: | |
"""Get the key with the namespace prefix. | |
Args: | |
key (str): The original key. | |
Returns: | |
str: The key with the namespace prefix. | |
""" | |
delimiter = "/" | |
if self.namespace: | |
return f"{self.namespace}{delimiter}{key}" | |
return key | |
def mget(self, keys: Sequence[str]) -> List[Optional[bytes]]: | |
"""Get the values associated with the given keys.""" | |
return cast( | |
List[Optional[bytes]], | |
self.client.mget([self._get_prefixed_key(key) for key in keys]), | |
) | |
def mset(self, key_value_pairs: Sequence[Tuple[str, bytes]]) -> None: | |
"""Set the given key-value pairs.""" | |
pipe = self.client.pipeline() | |
for key, value in key_value_pairs: | |
pipe.set(self._get_prefixed_key(key), value, ex=self.ttl) | |
pipe.execute() | |
def mdelete(self, keys: Sequence[str]) -> None: | |
"""Delete the given keys.""" | |
_keys = [self._get_prefixed_key(key) for key in keys] | |
self.client.delete(*_keys) | |
def yield_keys(self, *, prefix: Optional[str] = None) -> Iterator[str]: | |
"""Yield keys in the store.""" | |
if prefix: | |
pattern = self._get_prefixed_key(prefix) | |
else: | |
pattern = self._get_prefixed_key("*") | |
scan_iter = cast(Iterator[bytes], self.client.scan_iter(match=pattern)) | |
for key in scan_iter: | |
decoded_key = key.decode("utf-8") | |
if self.namespace: | |
relative_key = decoded_key[len(self.namespace) + 1 :] | |
yield relative_key | |
else: | |
yield decoded_key | |