TestLLM / litellm /_redis.py
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# +-----------------------------------------------+
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# | https://github.com/BerriAI/litellm/issues/new |
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# Thank you users! We ❤️ you! - Krrish & Ishaan
import inspect
import json
# s/o [@Frank Colson](https://www.linkedin.com/in/frank-colson-422b9b183/) for this redis implementation
import os
from typing import List, Optional, Union
import redis # type: ignore
import redis.asyncio as async_redis # type: ignore
from litellm import get_secret, get_secret_str
from ._logging import verbose_logger
def _get_redis_kwargs():
arg_spec = inspect.getfullargspec(redis.Redis)
# Only allow primitive arguments
exclude_args = {
"self",
"connection_pool",
"retry",
}
include_args = ["url"]
available_args = [x for x in arg_spec.args if x not in exclude_args] + include_args
return available_args
def _get_redis_url_kwargs(client=None):
if client is None:
client = redis.Redis.from_url
arg_spec = inspect.getfullargspec(redis.Redis.from_url)
# Only allow primitive arguments
exclude_args = {
"self",
"connection_pool",
"retry",
}
include_args = ["url"]
available_args = [x for x in arg_spec.args if x not in exclude_args] + include_args
return available_args
def _get_redis_cluster_kwargs(client=None):
if client is None:
client = redis.Redis.from_url
arg_spec = inspect.getfullargspec(redis.RedisCluster)
# Only allow primitive arguments
exclude_args = {"self", "connection_pool", "retry", "host", "port", "startup_nodes"}
available_args = [x for x in arg_spec.args if x not in exclude_args]
available_args.append("password")
available_args.append("username")
available_args.append("ssl")
return available_args
def _get_redis_env_kwarg_mapping():
PREFIX = "REDIS_"
return {f"{PREFIX}{x.upper()}": x for x in _get_redis_kwargs()}
def _redis_kwargs_from_environment():
mapping = _get_redis_env_kwarg_mapping()
return_dict = {}
for k, v in mapping.items():
value = get_secret(k, default_value=None) # type: ignore
if value is not None:
return_dict[v] = value
return return_dict
def get_redis_url_from_environment():
if "REDIS_URL" in os.environ:
return os.environ["REDIS_URL"]
if "REDIS_HOST" not in os.environ or "REDIS_PORT" not in os.environ:
raise ValueError(
"Either 'REDIS_URL' or both 'REDIS_HOST' and 'REDIS_PORT' must be specified for Redis."
)
if "REDIS_PASSWORD" in os.environ:
redis_password = f":{os.environ['REDIS_PASSWORD']}@"
else:
redis_password = ""
return (
f"redis://{redis_password}{os.environ['REDIS_HOST']}:{os.environ['REDIS_PORT']}"
)
def _get_redis_client_logic(**env_overrides):
"""
Common functionality across sync + async redis client implementations
"""
### check if "os.environ/<key-name>" passed in
for k, v in env_overrides.items():
if isinstance(v, str) and v.startswith("os.environ/"):
v = v.replace("os.environ/", "")
value = get_secret(v) # type: ignore
env_overrides[k] = value
redis_kwargs = {
**_redis_kwargs_from_environment(),
**env_overrides,
}
_startup_nodes: Optional[Union[str, list]] = redis_kwargs.get("startup_nodes", None) or get_secret( # type: ignore
"REDIS_CLUSTER_NODES"
)
if _startup_nodes is not None and isinstance(_startup_nodes, str):
redis_kwargs["startup_nodes"] = json.loads(_startup_nodes)
_sentinel_nodes: Optional[Union[str, list]] = redis_kwargs.get("sentinel_nodes", None) or get_secret( # type: ignore
"REDIS_SENTINEL_NODES"
)
if _sentinel_nodes is not None and isinstance(_sentinel_nodes, str):
redis_kwargs["sentinel_nodes"] = json.loads(_sentinel_nodes)
_sentinel_password: Optional[str] = redis_kwargs.get(
"sentinel_password", None
) or get_secret_str("REDIS_SENTINEL_PASSWORD")
if _sentinel_password is not None:
redis_kwargs["sentinel_password"] = _sentinel_password
_service_name: Optional[str] = redis_kwargs.get("service_name", None) or get_secret( # type: ignore
"REDIS_SERVICE_NAME"
)
if _service_name is not None:
redis_kwargs["service_name"] = _service_name
if "url" in redis_kwargs and redis_kwargs["url"] is not None:
redis_kwargs.pop("host", None)
redis_kwargs.pop("port", None)
redis_kwargs.pop("db", None)
redis_kwargs.pop("password", None)
elif "startup_nodes" in redis_kwargs and redis_kwargs["startup_nodes"] is not None:
pass
elif (
"sentinel_nodes" in redis_kwargs and redis_kwargs["sentinel_nodes"] is not None
):
pass
elif "host" not in redis_kwargs or redis_kwargs["host"] is None:
raise ValueError("Either 'host' or 'url' must be specified for redis.")
# litellm.print_verbose(f"redis_kwargs: {redis_kwargs}")
return redis_kwargs
def init_redis_cluster(redis_kwargs) -> redis.RedisCluster:
_redis_cluster_nodes_in_env: Optional[str] = get_secret("REDIS_CLUSTER_NODES") # type: ignore
if _redis_cluster_nodes_in_env is not None:
try:
redis_kwargs["startup_nodes"] = json.loads(_redis_cluster_nodes_in_env)
except json.JSONDecodeError:
raise ValueError(
"REDIS_CLUSTER_NODES environment variable is not valid JSON. Please ensure it's properly formatted."
)
verbose_logger.debug(
"init_redis_cluster: startup nodes: ", redis_kwargs["startup_nodes"]
)
from redis.cluster import ClusterNode
args = _get_redis_cluster_kwargs()
cluster_kwargs = {}
for arg in redis_kwargs:
if arg in args:
cluster_kwargs[arg] = redis_kwargs[arg]
new_startup_nodes: List[ClusterNode] = []
for item in redis_kwargs["startup_nodes"]:
new_startup_nodes.append(ClusterNode(**item))
redis_kwargs.pop("startup_nodes")
return redis.RedisCluster(startup_nodes=new_startup_nodes, **cluster_kwargs) # type: ignore
def _init_redis_sentinel(redis_kwargs) -> redis.Redis:
sentinel_nodes = redis_kwargs.get("sentinel_nodes")
service_name = redis_kwargs.get("service_name")
if not sentinel_nodes or not service_name:
raise ValueError(
"Both 'sentinel_nodes' and 'service_name' are required for Redis Sentinel."
)
verbose_logger.debug("init_redis_sentinel: sentinel nodes are being initialized.")
# Set up the Sentinel client
sentinel = redis.Sentinel(sentinel_nodes, socket_timeout=0.1)
# Return the master instance for the given service
return sentinel.master_for(service_name)
def _init_async_redis_sentinel(redis_kwargs) -> async_redis.Redis:
sentinel_nodes = redis_kwargs.get("sentinel_nodes")
sentinel_password = redis_kwargs.get("sentinel_password")
service_name = redis_kwargs.get("service_name")
if not sentinel_nodes or not service_name:
raise ValueError(
"Both 'sentinel_nodes' and 'service_name' are required for Redis Sentinel."
)
verbose_logger.debug("init_redis_sentinel: sentinel nodes are being initialized.")
# Set up the Sentinel client
sentinel = async_redis.Sentinel(
sentinel_nodes,
socket_timeout=0.1,
password=sentinel_password,
)
# Return the master instance for the given service
return sentinel.master_for(service_name)
def get_redis_client(**env_overrides):
redis_kwargs = _get_redis_client_logic(**env_overrides)
if "url" in redis_kwargs and redis_kwargs["url"] is not None:
args = _get_redis_url_kwargs()
url_kwargs = {}
for arg in redis_kwargs:
if arg in args:
url_kwargs[arg] = redis_kwargs[arg]
return redis.Redis.from_url(**url_kwargs)
if "startup_nodes" in redis_kwargs or get_secret("REDIS_CLUSTER_NODES") is not None: # type: ignore
return init_redis_cluster(redis_kwargs)
# Check for Redis Sentinel
if "sentinel_nodes" in redis_kwargs and "service_name" in redis_kwargs:
return _init_redis_sentinel(redis_kwargs)
return redis.Redis(**redis_kwargs)
def get_redis_async_client(**env_overrides) -> async_redis.Redis:
redis_kwargs = _get_redis_client_logic(**env_overrides)
if "url" in redis_kwargs and redis_kwargs["url"] is not None:
args = _get_redis_url_kwargs(client=async_redis.Redis.from_url)
url_kwargs = {}
for arg in redis_kwargs:
if arg in args:
url_kwargs[arg] = redis_kwargs[arg]
else:
verbose_logger.debug(
"REDIS: ignoring argument: {}. Not an allowed async_redis.Redis.from_url arg.".format(
arg
)
)
return async_redis.Redis.from_url(**url_kwargs)
if "startup_nodes" in redis_kwargs:
from redis.cluster import ClusterNode
args = _get_redis_cluster_kwargs()
cluster_kwargs = {}
for arg in redis_kwargs:
if arg in args:
cluster_kwargs[arg] = redis_kwargs[arg]
new_startup_nodes: List[ClusterNode] = []
for item in redis_kwargs["startup_nodes"]:
new_startup_nodes.append(ClusterNode(**item))
redis_kwargs.pop("startup_nodes")
return async_redis.RedisCluster(
startup_nodes=new_startup_nodes, **cluster_kwargs # type: ignore
)
# Check for Redis Sentinel
if "sentinel_nodes" in redis_kwargs and "service_name" in redis_kwargs:
return _init_async_redis_sentinel(redis_kwargs)
return async_redis.Redis(
socket_timeout=5,
**redis_kwargs,
)
def get_redis_connection_pool(**env_overrides):
redis_kwargs = _get_redis_client_logic(**env_overrides)
verbose_logger.debug("get_redis_connection_pool: redis_kwargs", redis_kwargs)
if "url" in redis_kwargs and redis_kwargs["url"] is not None:
return async_redis.BlockingConnectionPool.from_url(
timeout=5, url=redis_kwargs["url"]
)
connection_class = async_redis.Connection
if "ssl" in redis_kwargs:
connection_class = async_redis.SSLConnection
redis_kwargs.pop("ssl", None)
redis_kwargs["connection_class"] = connection_class
redis_kwargs.pop("startup_nodes", None)
return async_redis.BlockingConnectionPool(timeout=5, **redis_kwargs)