refactor: model management

This commit is contained in:
Junyan Qin
2026-01-01 02:00:24 +08:00
parent 96e40eaf25
commit 4528000fc4
20 changed files with 238 additions and 137 deletions
+108 -84
View File
@@ -16,6 +16,9 @@ class ModelManager:
ap: app.Application
provider_dict: dict[str, requester.RuntimeProvider]
"""运行时模型提供商字典, uuid -> RuntimeProvider"""
llm_models: list[requester.RuntimeLLMModel]
embedding_models: list[requester.RuntimeEmbeddingModel]
@@ -51,23 +54,31 @@ class ModelManager:
self.embedding_models = []
# Load all providers first
self.provider_dict = {}
providers_result = await self.ap.persistence_mgr.execute_async(
sqlalchemy.select(persistence_model.ModelProvider)
)
providers = {p.uuid: p for p in providers_result.all()}
for provider in providers_result.all():
try:
runtime_provider = await self.load_provider(provider)
self.provider_dict[provider.uuid] = runtime_provider
except provider_errors.RequesterNotFoundError as e:
self.ap.logger.warning(f'Requester {e.requester_name} not found, skipping provider {provider.uuid}')
continue
except Exception as e:
self.ap.logger.error(f'Failed to load provider {provider.uuid}: {e}\n{traceback.format_exc()}')
# Load LLM models
result = await self.ap.persistence_mgr.execute_async(sqlalchemy.select(persistence_model.LLMModel))
llm_models = result.all()
for llm_model in llm_models:
try:
provider = providers.get(llm_model.provider_uuid)
provider = self.provider_dict.get(llm_model.provider_uuid)
if provider is None:
self.ap.logger.warning(f'Provider {llm_model.provider_uuid} not found for model {llm_model.uuid}')
continue
await self.load_llm_model_with_provider(llm_model, provider)
except provider_errors.RequesterNotFoundError as e:
self.ap.logger.warning(f'Requester {e.requester_name} not found, skipping llm model {llm_model.uuid}')
runtime_llm_model = await self.load_llm_model_with_provider(llm_model, provider)
self.llm_models.append(runtime_llm_model)
except Exception as e:
self.ap.logger.error(f'Failed to load model {llm_model.uuid}: {e}\n{traceback.format_exc()}')
@@ -76,17 +87,14 @@ class ModelManager:
embedding_models = result.all()
for embedding_model in embedding_models:
try:
provider = providers.get(embedding_model.provider_uuid)
provider = self.provider_dict.get(embedding_model.provider_uuid)
if provider is None:
self.ap.logger.warning(
f'Provider {embedding_model.provider_uuid} not found for model {embedding_model.uuid}'
)
continue
await self.load_embedding_model_with_provider(embedding_model, provider)
except provider_errors.RequesterNotFoundError as e:
self.ap.logger.warning(
f'Requester {e.requester_name} not found, skipping embedding model {embedding_model.uuid}'
)
runtime_embedding_model = await self.load_embedding_model_with_provider(embedding_model, provider)
self.embedding_models.append(runtime_embedding_model)
except Exception as e:
self.ap.logger.error(f'Failed to load model {embedding_model.uuid}: {e}\n{traceback.format_exc()}')
@@ -149,123 +157,139 @@ class ModelManager:
preserve_uuid=True,
)
async def init_runtime_llm_model(
async def init_temporary_runtime_llm_model(
self,
model_info: dict,
):
) -> requester.RuntimeLLMModel:
"""Initialize runtime LLM model from dict (for testing)"""
provider_info = model_info.get('provider', {})
requester_name = provider_info.get('requester', '')
base_url = provider_info.get('base_url', '')
api_keys = provider_info.get('api_keys', [])
if requester_name not in self.requester_dict:
raise provider_errors.RequesterNotFoundError(requester_name)
requester_cfg = {'base_url': base_url}
requester_inst = self.requester_dict[requester_name](ap=self.ap, config=requester_cfg)
await requester_inst.initialize()
# Create a temporary model entity
model_entity = persistence_model.LLMModel(
uuid=model_info.get('uuid', ''),
name=model_info.get('name', ''),
provider_uuid='',
abilities=model_info.get('abilities', []),
extra_args=model_info.get('extra_args', {}),
)
runtime_provider = await self.load_provider(provider_info)
runtime_llm_model = requester.RuntimeLLMModel(
model_entity=model_entity,
token_mgr=token.TokenManager(name=model_entity.uuid, tokens=api_keys),
requester=requester_inst,
model_entity=persistence_model.LLMModel(
uuid=model_info.get('uuid', ''),
name=model_info.get('name', ''),
provider_uuid='',
abilities=model_info.get('abilities', []),
extra_args=model_info.get('extra_args', {}),
),
provider=runtime_provider,
)
return runtime_llm_model
async def init_runtime_embedding_model(
async def init_temporary_runtime_embedding_model(
self,
model_info: dict,
):
) -> requester.RuntimeEmbeddingModel:
"""Initialize runtime embedding model from dict (for testing)"""
provider_info = model_info.get('provider', {})
requester_name = provider_info.get('requester', '')
base_url = provider_info.get('base_url', '')
api_keys = provider_info.get('api_keys', [])
if requester_name not in self.requester_dict:
raise provider_errors.RequesterNotFoundError(requester_name)
requester_cfg = {'base_url': base_url}
requester_inst = self.requester_dict[requester_name](ap=self.ap, config=requester_cfg)
await requester_inst.initialize()
model_entity = persistence_model.EmbeddingModel(
uuid=model_info.get('uuid', ''),
name=model_info.get('name', ''),
provider_uuid='',
extra_args=model_info.get('extra_args', {}),
)
runtime_provider = await self.load_provider(provider_info)
runtime_embedding_model = requester.RuntimeEmbeddingModel(
model_entity=model_entity,
token_mgr=token.TokenManager(name=model_entity.uuid, tokens=api_keys),
requester=requester_inst,
model_entity=persistence_model.EmbeddingModel(
uuid=model_info.get('uuid', ''),
name=model_info.get('name', ''),
provider_uuid='',
extra_args=model_info.get('extra_args', {}),
),
provider=runtime_provider,
)
return runtime_embedding_model
async def load_provider(
self, provider_info: persistence_model.ModelProvider | sqlalchemy.Row | dict
) -> requester.RuntimeProvider:
"""Load provider from dict"""
if isinstance(provider_info, sqlalchemy.Row):
provider_entity = persistence_model.ModelProvider(**provider_info._mapping)
elif isinstance(provider_info, dict):
provider_entity = persistence_model.ModelProvider(**provider_info)
else:
provider_entity = provider_info
if provider_entity.requester not in self.requester_dict:
raise provider_errors.RequesterNotFoundError(provider_entity.requester)
requester_inst = self.requester_dict[provider_entity.requester](
ap=self.ap, config={'base_url': provider_entity.base_url}
)
await requester_inst.initialize()
token_mgr = token.TokenManager(name=provider_entity.uuid, tokens=provider_entity.api_keys or [])
provider = requester.RuntimeProvider(
provider_entity=provider_entity,
token_mgr=token_mgr,
requester=requester_inst,
)
return provider
async def remove_provider(self, provider_uuid: str):
"""Remove provider
This method will not consider the models using this provider,
because the models should be removed by the caller.
"""
del self.provider_dict[provider_uuid]
async def reload_provider(self, provider_uuid: str):
"""Reload provider"""
provider_entity = await self.ap.persistence_mgr.execute_async(
sqlalchemy.select(persistence_model.ModelProvider).where(
persistence_model.ModelProvider.uuid == provider_uuid
)
)
provider_entity = provider_entity.first()
if provider_entity is None:
raise provider_errors.ProviderNotFoundError(provider_uuid)
new_runtime_provider = await self.load_provider(provider_entity)
# update refs in runtime models
for model in self.llm_models:
if model.provider.provider_entity.uuid == provider_uuid:
model.provider = new_runtime_provider
for model in self.embedding_models:
if model.provider.provider_entity.uuid == provider_uuid:
model.provider = new_runtime_provider
# update ref in provider dict
self.provider_dict[provider_uuid] = new_runtime_provider
async def load_llm_model_with_provider(
self,
model_info: persistence_model.LLMModel | sqlalchemy.Row,
provider: persistence_model.ModelProvider | sqlalchemy.Row,
):
provider: requester.RuntimeProvider,
) -> requester.RuntimeLLMModel:
"""Load LLM model with provider info"""
if isinstance(model_info, sqlalchemy.Row):
model_info = persistence_model.LLMModel(**model_info._mapping)
if isinstance(provider, sqlalchemy.Row):
provider = persistence_model.ModelProvider(**provider._mapping)
if provider.requester not in self.requester_dict:
raise provider_errors.RequesterNotFoundError(provider.requester)
requester_cfg = {'base_url': provider.base_url}
requester_inst = self.requester_dict[provider.requester](ap=self.ap, config=requester_cfg)
await requester_inst.initialize()
runtime_llm_model = requester.RuntimeLLMModel(
model_entity=model_info,
token_mgr=token.TokenManager(name=model_info.uuid, tokens=provider.api_keys or []),
requester=requester_inst,
provider=provider,
)
self.llm_models.append(runtime_llm_model)
return runtime_llm_model
async def load_embedding_model_with_provider(
self,
model_info: persistence_model.EmbeddingModel | sqlalchemy.Row,
provider: persistence_model.ModelProvider | sqlalchemy.Row,
):
provider: requester.RuntimeProvider,
) -> requester.RuntimeEmbeddingModel:
"""Load embedding model with provider info"""
if isinstance(model_info, sqlalchemy.Row):
model_info = persistence_model.EmbeddingModel(**model_info._mapping)
if isinstance(provider, sqlalchemy.Row):
provider = persistence_model.ModelProvider(**provider._mapping)
if provider.requester not in self.requester_dict:
raise provider_errors.RequesterNotFoundError(provider.requester)
requester_cfg = {'base_url': provider.base_url}
requester_inst = self.requester_dict[provider.requester](ap=self.ap, config=requester_cfg)
await requester_inst.initialize()
runtime_embedding_model = requester.RuntimeEmbeddingModel(
model_entity=model_info,
token_mgr=token.TokenManager(name=model_info.uuid, tokens=provider.api_keys or []),
requester=requester_inst,
provider=provider,
)
self.embedding_models.append(runtime_embedding_model)
return runtime_embedding_model
async def load_llm_model(self, model_info: dict):
"""Load LLM model from dict (with provider info)"""