llama-stack-mirror/llama_stack/providers/utils/inference/model_registry.py
2024-11-12 14:29:22 -08:00

57 lines
2 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.
from collections import namedtuple
from typing import List
from llama_stack.providers.datatypes import Model, ModelsProtocolPrivate
ModelAlias = namedtuple("ModelAlias", ["provider_model_id", "aliases", "llama_model"])
class ModelLookup:
def __init__(
self,
model_aliases: List[ModelAlias],
):
self.alias_to_provider_id_map = {}
self.provider_id_to_llama_model_map = {}
for alias_obj in model_aliases:
for alias in alias_obj.aliases:
self.alias_to_provider_id_map[alias] = alias_obj.provider_model_id
# also add a mapping from provider model id to itself for easy lookup
self.alias_to_provider_id_map[alias_obj.provider_model_id] = (
alias_obj.provider_model_id
)
self.provider_id_to_llama_model_map[alias_obj.provider_model_id] = (
alias_obj.llama_model
)
def get_provider_model_id(self, identifier: str) -> str:
if identifier in self.alias_to_provider_id_map:
return self.alias_to_provider_id_map[identifier]
else:
raise ValueError(f"Unknown model: `{identifier}`")
class ModelRegistryHelper(ModelsProtocolPrivate):
def __init__(self, model_aliases: List[ModelAlias]):
self.model_lookup = ModelLookup(model_aliases)
def get_llama_model(self, provider_model_id: str) -> str:
return self.model_lookup.provider_id_to_llama_model_map[provider_model_id]
async def register_model(self, model: Model) -> Model:
provider_model_id = self.model_lookup.get_provider_model_id(
model.provider_resource_id
)
if not provider_model_id:
raise ValueError(f"Unknown model: `{model.provider_resource_id}`")
model.provider_resource_id = provider_model_id
return model