Another round of simplification and clarity for models/shields/memory_banks stuff

This commit is contained in:
Ashwin Bharambe 2024-10-09 19:19:26 -07:00
parent 73a0a34e39
commit b55034c0de
27 changed files with 454 additions and 444 deletions

View file

@ -4,7 +4,7 @@
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from typing import Any, List
from typing import Any
from llama_stack.distribution.datatypes import * # noqa: F403
from .routing_tables import (
@ -16,7 +16,6 @@ from .routing_tables import (
async def get_routing_table_impl(
api: Api,
registry: List[RoutableObject],
impls_by_provider_id: Dict[str, RoutedProtocol],
_deps,
) -> Any:
@ -28,7 +27,7 @@ async def get_routing_table_impl(
if api.value not in api_to_tables:
raise ValueError(f"API {api.value} not found in router map")
impl = api_to_tables[api.value](registry, impls_by_provider_id)
impl = api_to_tables[api.value](impls_by_provider_id)
await impl.initialize()
return impl

View file

@ -4,7 +4,7 @@
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from typing import Any, List, Optional
from typing import Any, Dict, List, Optional
from llama_models.llama3.api.datatypes import * # noqa: F403
@ -29,115 +29,145 @@ async def register_object_with_provider(obj: RoutableObject, p: Any) -> None:
await p.register_memory_bank(obj)
Registry = Dict[str, List[RoutableObjectWithProvider]]
# TODO: this routing table maintains state in memory purely. We need to
# add persistence to it when we add dynamic registration of objects.
class CommonRoutingTableImpl(RoutingTable):
def __init__(
self,
registry: List[RoutableObject],
impls_by_provider_id: Dict[str, RoutedProtocol],
) -> None:
for obj in registry:
if obj.provider_id not in impls_by_provider_id:
print(f"{impls_by_provider_id=}")
raise ValueError(
f"Provider `{obj.provider_id}` pointed by `{obj.identifier}` not found"
)
self.impls_by_provider_id = impls_by_provider_id
self.registry = registry
for p in self.impls_by_provider_id.values():
async def initialize(self) -> None:
self.registry: Registry = {}
def add_objects(objs: List[RoutableObjectWithProvider]) -> None:
for obj in objs:
if obj.identifier not in self.registry:
self.registry[obj.identifier] = []
self.registry[obj.identifier].append(obj)
for pid, p in self.impls_by_provider_id.items():
api = get_impl_api(p)
if api == Api.inference:
p.model_store = self
models = await p.list_models()
add_objects(
[ModelDefWithProvider(**m.dict(), provider_id=pid) for m in models]
)
elif api == Api.safety:
p.shield_store = self
shields = await p.list_shields()
add_objects(
[
ShieldDefWithProvider(**s.dict(), provider_id=pid)
for s in shields
]
)
elif api == Api.memory:
p.memory_bank_store = self
memory_banks = await p.list_memory_banks()
self.routing_key_to_object = {}
for obj in self.registry:
self.routing_key_to_object[obj.identifier] = obj
# do in-memory updates due to pesky Annotated unions
for m in memory_banks:
m.provider_id = pid
async def initialize(self) -> None:
for obj in self.registry:
p = self.impls_by_provider_id[obj.provider_id]
await register_object_with_provider(obj, p)
add_objects(memory_banks)
async def shutdown(self) -> None:
for p in self.impls_by_provider_id.values():
await p.shutdown()
def get_provider_impl(self, routing_key: str) -> Any:
if routing_key not in self.routing_key_to_object:
def get_provider_impl(
self, routing_key: str, provider_id: Optional[str] = None
) -> Any:
if routing_key not in self.registry:
raise ValueError(f"`{routing_key}` not registered")
obj = self.routing_key_to_object[routing_key]
objs = self.registry[routing_key]
for obj in objs:
if not provider_id or provider_id == obj.provider_id:
return self.impls_by_provider_id[obj.provider_id]
raise ValueError(f"Provider not found for `{routing_key}`")
def get_object_by_identifier(
self, identifier: str
) -> Optional[RoutableObjectWithProvider]:
objs = self.registry.get(identifier, [])
if not objs:
return None
# kind of ill-defined behavior here, but we'll just return the first one
return objs[0]
async def register_object(self, obj: RoutableObjectWithProvider):
entries = self.registry.get(obj.identifier, [])
for entry in entries:
if entry.provider_id == obj.provider_id:
print(f"`{obj.identifier}` already registered with `{obj.provider_id}`")
return
if obj.provider_id not in self.impls_by_provider_id:
raise ValueError(f"Provider `{obj.provider_id}` not found")
return self.impls_by_provider_id[obj.provider_id]
def get_object_by_identifier(self, identifier: str) -> Optional[RoutableObject]:
for obj in self.registry:
if obj.identifier == identifier:
return obj
return None
async def register_object(self, obj: RoutableObject):
if obj.identifier in self.routing_key_to_object:
print(f"`{obj.identifier}` is already registered")
return
if not obj.provider_id:
provider_ids = list(self.impls_by_provider_id.keys())
if not provider_ids:
raise ValueError("No providers found")
print(f"Picking provider `{provider_ids[0]}` for {obj.identifier}")
obj.provider_id = provider_ids[0]
else:
if obj.provider_id not in self.impls_by_provider_id:
raise ValueError(f"Provider `{obj.provider_id}` not found")
p = self.impls_by_provider_id[obj.provider_id]
await register_object_with_provider(obj, p)
self.routing_key_to_object[obj.identifier] = obj
self.registry.append(obj)
if obj.identifier not in self.registry:
self.registry[obj.identifier] = []
self.registry[obj.identifier].append(obj)
# TODO: persist this to a store
class ModelsRoutingTable(CommonRoutingTableImpl, Models):
async def list_models(self) -> List[ModelDef]:
return self.registry
async def list_models(self) -> List[ModelDefWithProvider]:
objects = []
for objs in self.registry.values():
objects.extend(objs)
return objects
async def get_model(self, identifier: str) -> Optional[ModelDef]:
async def get_model(self, identifier: str) -> Optional[ModelDefWithProvider]:
return self.get_object_by_identifier(identifier)
async def register_model(self, model: ModelDef) -> None:
async def register_model(self, model: ModelDefWithProvider) -> None:
await self.register_object(model)
class ShieldsRoutingTable(CommonRoutingTableImpl, Shields):
async def list_shields(self) -> List[ShieldDef]:
return self.registry
objects = []
for objs in self.registry.values():
objects.extend(objs)
return objects
async def get_shield(self, shield_type: str) -> Optional[ShieldDef]:
async def get_shield(self, shield_type: str) -> Optional[ShieldDefWithProvider]:
return self.get_object_by_identifier(shield_type)
async def register_shield(self, shield: ShieldDef) -> None:
async def register_shield(self, shield: ShieldDefWithProvider) -> None:
await self.register_object(shield)
class MemoryBanksRoutingTable(CommonRoutingTableImpl, MemoryBanks):
async def list_memory_banks(self) -> List[MemoryBankDef]:
return self.registry
async def list_memory_banks(self) -> List[MemoryBankDefWithProvider]:
objects = []
for objs in self.registry.values():
objects.extend(objs)
return objects
async def get_memory_bank(self, identifier: str) -> Optional[MemoryBankDef]:
async def get_memory_bank(
self, identifier: str
) -> Optional[MemoryBankDefWithProvider]:
return self.get_object_by_identifier(identifier)
async def register_memory_bank(self, bank: MemoryBankDef) -> None:
await self.register_object(bank)
async def register_memory_bank(
self, memory_bank: MemoryBankDefWithProvider
) -> None:
await self.register_object(memory_bank)