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fix: allow lookup of models registered at runtime
adds tests for ModelRegistryHelper to stabilize behavior
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3 changed files with 165 additions and 1 deletions
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@ -22,6 +22,27 @@ from llama_stack.schema_utils import json_schema_type
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class ModelsProtocolPrivate(Protocol):
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"""
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Protocol for model management.
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This allows users to register their preferred model identifiers.
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Model registration requires -
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- a provider, used to route the registration request
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- a model identifier, user's intended name for the model during inference
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- a provider model identifier, a model identifier supported by the provider
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Providers will only accept registration for provider model ids they support.
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Example,
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register: provider x my-model-id x provider-model-id
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-> Error if provider does not support provider-model-id
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-> Error if my-model-id is already registered
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-> Success if provider supports provider-model-id
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inference: my-model-id x ...
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-> Provider uses provider-model-id for inference
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"""
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async def register_model(self, model: Model) -> Model: ...
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async def unregister_model(self, model_id: str) -> None: ...
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@ -59,6 +59,8 @@ def build_model_entry(provider_model_id: str, model_descriptor: str) -> Provider
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class ModelRegistryHelper(ModelsProtocolPrivate):
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def __init__(self, model_entries: List[ProviderModelEntry]):
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self.supported_model_ids = {entry.provider_model_id for entry in model_entries}
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self.alias_to_provider_id_map = {}
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self.provider_id_to_llama_model_map = {}
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for entry in model_entries:
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@ -79,6 +81,16 @@ class ModelRegistryHelper(ModelsProtocolPrivate):
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return self.provider_id_to_llama_model_map.get(provider_model_id, None)
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async def register_model(self, model: Model) -> Model:
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if model.provider_resource_id not in self.supported_model_ids:
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raise ValueError(
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f"Model id '{model.provider_resource_id}' is not supported. Supported ids are: {', '.join(self.supported_model_ids)}"
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)
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if model.model_id in self.alias_to_provider_id_map:
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# be idemopotent
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if model.provider_resource_id != self.alias_to_provider_id_map[model.model_id]:
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raise ValueError(
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f"Model id '{model.model_id}' is already registered. Please use a different id or unregister it first."
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)
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if model.model_type == ModelType.embedding:
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# embedding models are always registered by their provider model id and does not need to be mapped to a llama model
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provider_resource_id = model.provider_resource_id
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@ -108,7 +120,12 @@ class ModelRegistryHelper(ModelsProtocolPrivate):
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ALL_HUGGINGFACE_REPOS_TO_MODEL_DESCRIPTOR[llama_model]
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)
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self.alias_to_provider_id_map[model.model_id] = model.provider_resource_id
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return model
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async def unregister_model(self, model_id: str) -> None:
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pass
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if model_id not in self.alias_to_provider_id_map:
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raise ValueError(f"Model id '{model_id}' is not registered.")
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del self.alias_to_provider_id_map[model_id]
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126
tests/unit/providers/utils/test_model_registry.py
Normal file
126
tests/unit/providers/utils/test_model_registry.py
Normal file
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@ -0,0 +1,126 @@
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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#
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# ModelRegistryHelper provides mixin functionality for registering and
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# unregistering models. It maintains a mapping of model ID / aliases to
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# provider model IDs.
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#
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# Test cases -
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# - Looking up an alias that does not exist should return None.
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# - Registering a model + provider ID should add the model to the registry. If provider ID is known.
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# - Registering an existing model should return an error.
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# - Unregistering a model should remove it from the registry.
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# - Unregistering a model that does not exist should return an error.
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# - Models can be registered during initialization or via register_model.
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#
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# Questions -
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# - Should we be allowed to register models w/o provider model IDs? No.
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# According to POST /v1/models, required params are
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# - identifier
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# - provider_resource_id
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# - provider_id
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# - type
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# - metadata
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# - model_type
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#
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# TODO: llama_model functionality
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#
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import pytest
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from llama_stack.apis.models.models import Model
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from llama_stack.providers.utils.inference.model_registry import ModelRegistryHelper, ProviderModelEntry
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@pytest.fixture
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def known_model() -> Model:
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return Model(
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provider_id="provider",
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identifier="known-model",
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provider_resource_id="known-provider-id",
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)
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@pytest.fixture
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def known_provider_model(known_model: Model) -> ProviderModelEntry:
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return ProviderModelEntry(
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provider_model_id=known_model.provider_resource_id,
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# aliases=[],
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)
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@pytest.fixture
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def unknown_model() -> Model:
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return Model(
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provider_id="provider",
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identifier="unknown-model",
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provider_resource_id="unknown-provider-id",
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)
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@pytest.fixture
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def helper(known_provider_model: ProviderModelEntry) -> ModelRegistryHelper:
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return ModelRegistryHelper([known_provider_model])
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@pytest.mark.asyncio
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async def test_lookup_unknown_model(helper: ModelRegistryHelper, unknown_model: Model) -> None:
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assert helper.get_provider_model_id(unknown_model.model_id) is None
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@pytest.mark.asyncio
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async def test_register_unknown_provider_model(helper: ModelRegistryHelper, unknown_model: Model) -> None:
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with pytest.raises(ValueError):
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await helper.register_model(unknown_model)
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@pytest.mark.asyncio
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async def test_register_model(helper: ModelRegistryHelper, known_model: Model) -> None:
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assert helper.get_provider_model_id(known_model.model_id) is None
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await helper.register_model(known_model)
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assert helper.get_provider_model_id(known_model.model_id) == known_model.provider_resource_id
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@pytest.mark.asyncio
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async def test_register_model_existing(helper: ModelRegistryHelper, known_model: Model) -> None:
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await helper.register_model(known_model)
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with pytest.raises(ValueError):
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await helper.register_model(known_model)
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@pytest.mark.asyncio
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async def test_unregister_model(helper: ModelRegistryHelper, known_model: Model) -> None:
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await helper.register_model(known_model)
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assert helper.get_provider_model_id(known_model.model_id) == known_model.provider_model_id
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await helper.unregister_model(known_model.model_id)
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assert helper.get_provider_model_id(known_model.model_id) is None
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@pytest.mark.asyncio
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async def test_unregister_unknown_model(helper: ModelRegistryHelper, unknown_model: Model) -> None:
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with pytest.raises(ValueError):
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await helper.unregister_model(unknown_model.model_id)
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@pytest.mark.asyncio
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async def test_register_model_during_init(helper: ModelRegistryHelper, known_model: Model) -> None:
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assert helper.get_provider_model_id(known_model.provider_resource_id) == known_model.provider_model_id
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@pytest.mark.asyncio
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async def test_register_model_existing_from_init(helper: ModelRegistryHelper, known_model: Model) -> None:
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assert helper.get_provider_model_id(known_model.provider_resource_id) == known_model.provider_model_id
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with pytest.raises(ValueError):
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known_model.identifier = known_model.provider_resource_id
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await helper.register_model(known_model)
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@pytest.mark.asyncio
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async def test_unregister_model_during_init(helper: ModelRegistryHelper, known_model: Model) -> None:
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assert helper.get_provider_model_id(known_model.provider_resource_id) == known_model.provider_model_id
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await helper.unregister_model(known_model.provider_resource_id)
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assert helper.get_provider_model_id(known_model.provider_resource_id) is None
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