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from __future__ import annotations
from abc import ABC, abstractmethod
from collections.abc import Mapping, Sequence
from typing import Generic, TypeVar
from langgraph.checkpoint.serde.base import SerializerProtocol
from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
ValueT = TypeVar("ValueT")
Namespace = tuple[str, ...]
FullKey = tuple[Namespace, str]
class BaseCache(ABC, Generic[ValueT]):
"""Base class for a cache."""
serde: SerializerProtocol = JsonPlusSerializer(pickle_fallback=False)
def __init__(self, *, serde: SerializerProtocol | None = None) -> None:
"""Initialize the cache with a serializer."""
self.serde = serde or self.serde
@abstractmethod
def get(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Get the cached values for the given keys."""
@abstractmethod
async def aget(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Asynchronously get the cached values for the given keys."""
@abstractmethod
def set(self, pairs: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Set the cached values for the given keys and TTLs."""
@abstractmethod
async def aset(self, pairs: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Asynchronously set the cached values for the given keys and TTLs."""
@abstractmethod
def clear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""
@abstractmethod
async def aclear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Asynchronously delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""

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from __future__ import annotations
import datetime
import threading
from collections.abc import Mapping, Sequence
from langgraph.cache.base import BaseCache, FullKey, Namespace, ValueT
from langgraph.checkpoint.serde.base import SerializerProtocol
class InMemoryCache(BaseCache[ValueT]):
def __init__(self, *, serde: SerializerProtocol | None = None):
super().__init__(serde=serde)
self._cache: dict[Namespace, dict[str, tuple[str, bytes, float | None]]] = {}
self._lock = threading.RLock()
def get(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Get the cached values for the given keys."""
with self._lock:
if not keys:
return {}
now = datetime.datetime.now(datetime.timezone.utc).timestamp()
values: dict[FullKey, ValueT] = {}
for ns_tuple, key in keys:
ns = Namespace(ns_tuple)
if ns in self._cache and key in self._cache[ns]:
enc, val, expiry = self._cache[ns][key]
if expiry is None or now < expiry:
values[(ns, key)] = self.serde.loads_typed((enc, val))
else:
del self._cache[ns][key]
return values
async def aget(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Asynchronously get the cached values for the given keys."""
return self.get(keys)
def set(self, keys: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Set the cached values for the given keys."""
with self._lock:
now = datetime.datetime.now(datetime.timezone.utc)
for (ns, key), (value, ttl) in keys.items():
if ttl is not None:
delta = datetime.timedelta(seconds=ttl)
expiry: float | None = (now + delta).timestamp()
else:
expiry = None
if ns not in self._cache:
self._cache[ns] = {}
self._cache[ns][key] = (
*self.serde.dumps_typed(value),
expiry,
)
async def aset(self, keys: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Asynchronously set the cached values for the given keys."""
self.set(keys)
def clear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""
with self._lock:
if namespaces is None:
self._cache.clear()
else:
for ns in namespaces:
if ns in self._cache:
del self._cache[ns]
async def aclear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Asynchronously delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""
self.clear(namespaces)

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from __future__ import annotations
from collections.abc import Mapping, Sequence
from typing import Any
from langgraph.cache.base import BaseCache, FullKey, Namespace, ValueT
from langgraph.checkpoint.serde.base import SerializerProtocol
class RedisCache(BaseCache[ValueT]):
"""Redis-based cache implementation with TTL support."""
def __init__(
self,
redis: Any,
*,
serde: SerializerProtocol | None = None,
prefix: str = "langgraph:cache:",
) -> None:
"""Initialize the cache with a Redis client.
Args:
redis: Redis client instance (sync or async)
serde: Serializer to use for values
prefix: Key prefix for all cached values
"""
super().__init__(serde=serde)
self.redis = redis
self.prefix = prefix
def _make_key(self, ns: Namespace, key: str) -> str:
"""Create a Redis key from namespace and key."""
ns_str = ":".join(ns) if ns else ""
return f"{self.prefix}{ns_str}:{key}" if ns_str else f"{self.prefix}{key}"
def _parse_key(self, redis_key: str) -> tuple[Namespace, str]:
"""Parse a Redis key back to namespace and key."""
if not redis_key.startswith(self.prefix):
raise ValueError(
f"Key {redis_key} does not start with prefix {self.prefix}"
)
remaining = redis_key[len(self.prefix) :]
if ":" in remaining:
parts = remaining.split(":")
key = parts[-1]
ns_parts = parts[:-1]
return (tuple(ns_parts), key)
else:
return (tuple(), remaining)
def get(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Get the cached values for the given keys."""
if not keys:
return {}
# Build Redis keys
redis_keys = [self._make_key(ns, key) for ns, key in keys]
# Get values from Redis using MGET
try:
raw_values = self.redis.mget(redis_keys)
except Exception:
# If Redis is unavailable, return empty dict
return {}
values: dict[FullKey, ValueT] = {}
for i, raw_value in enumerate(raw_values):
if raw_value is not None:
try:
# Deserialize the value
encoding, data = raw_value.split(b":", 1)
values[keys[i]] = self.serde.loads_typed((encoding.decode(), data))
except Exception:
# Skip corrupted entries
continue
return values
async def aget(self, keys: Sequence[FullKey]) -> dict[FullKey, ValueT]:
"""Asynchronously get the cached values for the given keys."""
return self.get(keys)
def set(self, mapping: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Set the cached values for the given keys and TTLs."""
if not mapping:
return
# Use pipeline for efficient batch operations
pipe = self.redis.pipeline()
for (ns, key), (value, ttl) in mapping.items():
redis_key = self._make_key(ns, key)
encoding, data = self.serde.dumps_typed(value)
# Store as "encoding:data" format
serialized_value = f"{encoding}:".encode() + data
if ttl is not None:
pipe.setex(redis_key, ttl, serialized_value)
else:
pipe.set(redis_key, serialized_value)
try:
pipe.execute()
except Exception:
# Silently fail if Redis is unavailable
pass
async def aset(self, mapping: Mapping[FullKey, tuple[ValueT, int | None]]) -> None:
"""Asynchronously set the cached values for the given keys and TTLs."""
self.set(mapping)
def clear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""
try:
if namespaces is None:
# Clear all keys with our prefix
pattern = f"{self.prefix}*"
keys = self.redis.keys(pattern)
if keys:
self.redis.delete(*keys)
else:
# Clear specific namespaces
keys_to_delete = []
for ns in namespaces:
ns_str = ":".join(ns) if ns else ""
pattern = (
f"{self.prefix}{ns_str}:*" if ns_str else f"{self.prefix}*"
)
keys = self.redis.keys(pattern)
keys_to_delete.extend(keys)
if keys_to_delete:
self.redis.delete(*keys_to_delete)
except Exception:
# Silently fail if Redis is unavailable
pass
async def aclear(self, namespaces: Sequence[Namespace] | None = None) -> None:
"""Asynchronously delete the cached values for the given namespaces.
If no namespaces are provided, clear all cached values."""
self.clear(namespaces)