llama-stack-mirror/llama_stack/distribution/store/registry.py
2024-11-12 12:26:45 -08:00

169 lines
5.8 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import json
from typing import Dict, List, Optional, Protocol, Tuple
import pydantic
from llama_stack.distribution.datatypes import KVStoreConfig, RoutableObjectWithProvider
from llama_stack.distribution.utils.config_dirs import DISTRIBS_BASE_DIR
from llama_stack.providers.utils.kvstore import (
KVStore,
kvstore_impl,
SqliteKVStoreConfig,
)
class DistributionRegistry(Protocol):
async def get_all(self) -> List[RoutableObjectWithProvider]: ...
async def initialize(self) -> None: ...
async def get(self, identifier: str) -> List[RoutableObjectWithProvider]: ...
def get_cached(self, identifier: str) -> List[RoutableObjectWithProvider]: ...
# The current data structure allows multiple objects with the same identifier but different providers.
# This is not ideal - we should have a single object that can be served by multiple providers,
# suggesting a data structure like (obj: Obj, providers: List[str]) rather than List[RoutableObjectWithProvider].
# The current approach could lead to inconsistencies if the same logical object has different data across providers.
async def register(self, obj: RoutableObjectWithProvider) -> bool: ...
KEY_VERSION = "v1"
KEY_FORMAT = f"distributions:registry:{KEY_VERSION}::" + "{type}:{identifier}"
class DiskDistributionRegistry(DistributionRegistry):
def __init__(self, kvstore: KVStore):
self.kvstore = kvstore
async def initialize(self) -> None:
pass
def get_cached(
self, type: str, identifier: str
) -> List[RoutableObjectWithProvider]:
# Disk registry does not have a cache
return []
async def get_all(self) -> List[RoutableObjectWithProvider]:
start_key = KEY_FORMAT.format(type="", identifier="")
end_key = KEY_FORMAT.format(type="", identifier="\xff")
keys = await self.kvstore.range(start_key, end_key)
tuples = [(key.split(":")[-2], key.split(":")[-1]) for key in keys]
return [await self.get(type, identifier) for type, identifier in tuples]
async def get(self, type: str, identifier: str) -> List[RoutableObjectWithProvider]:
json_str = await self.kvstore.get(
KEY_FORMAT.format(type=type, identifier=identifier)
)
if not json_str:
return []
objects_data = json.loads(json_str)
return [
pydantic.parse_obj_as(
RoutableObjectWithProvider,
json.loads(obj_str),
)
for obj_str in objects_data
]
async def register(self, obj: RoutableObjectWithProvider) -> bool:
existing_objects = await self.get(obj.type, obj.identifier)
# dont register if the object's providerid already exists
for eobj in existing_objects:
if eobj.provider_id == obj.provider_id:
return False
existing_objects.append(obj)
objects_json = [
obj.model_dump_json() for obj in existing_objects
] # Fixed variable name
await self.kvstore.set(
KEY_FORMAT.format(type=obj.type, identifier=obj.identifier),
json.dumps(objects_json),
)
return True
class CachedDiskDistributionRegistry(DiskDistributionRegistry):
def __init__(self, kvstore: KVStore):
super().__init__(kvstore)
self.cache: Dict[Tuple[str, str], List[RoutableObjectWithProvider]] = {}
async def initialize(self) -> None:
start_key = KEY_FORMAT.format(type="", identifier="")
end_key = KEY_FORMAT.format(type="", identifier="\xff")
keys = await self.kvstore.range(start_key, end_key)
for key in keys:
type, identifier = key.split(":")[-2:]
objects = await super().get(type, identifier)
if objects:
self.cache[type, identifier] = objects
def get_cached(
self, type: str, identifier: str
) -> List[RoutableObjectWithProvider]:
return self.cache.get((type, identifier), [])
async def get_all(self) -> List[RoutableObjectWithProvider]:
return [item for sublist in self.cache.values() for item in sublist]
async def get(self, type: str, identifier: str) -> List[RoutableObjectWithProvider]:
cachekey = (type, identifier)
if cachekey in self.cache:
return self.cache[cachekey]
objects = await super().get(type, identifier)
if objects:
self.cache[cachekey] = objects
return objects
async def register(self, obj: RoutableObjectWithProvider) -> bool:
# First update disk
success = await super().register(obj)
if success:
# Then update cache
cachekey = (obj.type, obj.identifier)
if cachekey not in self.cache:
self.cache[cachekey] = []
# Check if provider already exists in cache
for cached_obj in self.cache[cachekey]:
if cached_obj.provider_id == obj.provider_id:
return success
# If not, update cache
self.cache[cachekey].append(obj)
return success
async def create_dist_registry(
metadata_store: Optional[KVStoreConfig],
image_name: str,
) -> tuple[CachedDiskDistributionRegistry, KVStore]:
# instantiate kvstore for storing and retrieving distribution metadata
if metadata_store:
dist_kvstore = await kvstore_impl(metadata_store)
else:
dist_kvstore = await kvstore_impl(
SqliteKVStoreConfig(
db_path=(DISTRIBS_BASE_DIR / image_name / "kvstore.db").as_posix()
)
)
return CachedDiskDistributionRegistry(dist_kvstore), dist_kvstore