from __future__ import annotations from typing import Any from core.app.entities.app_invoke_entities import ModelConfigWithCredentialsEntity from core.errors.error import ProviderTokenNotInitError from core.model_manager import ModelInstance, ModelManager from core.model_runtime.entities.model_entities import ModelType from core.provider_manager import ProviderManager from core.workflow.nodes.llm.entities import ModelConfig from core.workflow.nodes.llm.exc import LLMModeRequiredError, ModelNotExistError from core.workflow.nodes.llm.protocols import CredentialsProvider, ModelFactory class DifyCredentialsProvider: tenant_id: str provider_manager: ProviderManager def __init__(self, tenant_id: str, provider_manager: ProviderManager | None = None) -> None: self.tenant_id = tenant_id self.provider_manager = provider_manager or ProviderManager() def fetch(self, provider_name: str, model_name: str) -> dict[str, Any]: provider_configurations = self.provider_manager.get_configurations(self.tenant_id) provider_configuration = provider_configurations.get(provider_name) if not provider_configuration: raise ValueError(f"Provider {provider_name} does not exist.") provider_model = provider_configuration.get_provider_model(model_type=ModelType.LLM, model=model_name) if provider_model is None: raise ModelNotExistError(f"Model {model_name} not exist.") provider_model.raise_for_status() credentials = provider_configuration.get_current_credentials(model_type=ModelType.LLM, model=model_name) if credentials is None: raise ProviderTokenNotInitError(f"Model {model_name} credentials is not initialized.") return credentials class DifyModelFactory: tenant_id: str model_manager: ModelManager def __init__(self, tenant_id: str, model_manager: ModelManager | None = None) -> None: self.tenant_id = tenant_id self.model_manager = model_manager or ModelManager() def init_model_instance(self, provider_name: str, model_name: str) -> ModelInstance: return self.model_manager.get_model_instance( tenant_id=self.tenant_id, provider=provider_name, model_type=ModelType.LLM, model=model_name, ) def build_dify_model_access(tenant_id: str) -> tuple[CredentialsProvider, ModelFactory]: return ( DifyCredentialsProvider(tenant_id=tenant_id), DifyModelFactory(tenant_id=tenant_id), ) def fetch_model_config( *, node_data_model: ModelConfig, credentials_provider: CredentialsProvider, model_factory: ModelFactory, ) -> tuple[ModelInstance, ModelConfigWithCredentialsEntity]: if not node_data_model.mode: raise LLMModeRequiredError("LLM mode is required.") credentials = credentials_provider.fetch(node_data_model.provider, node_data_model.name) model_instance = model_factory.init_model_instance(node_data_model.provider, node_data_model.name) provider_model_bundle = model_instance.provider_model_bundle provider_model = provider_model_bundle.configuration.get_provider_model( model=node_data_model.name, model_type=ModelType.LLM, ) if provider_model is None: raise ModelNotExistError(f"Model {node_data_model.name} not exist.") provider_model.raise_for_status() completion_params = dict(node_data_model.completion_params) stop = completion_params.pop("stop", []) if not isinstance(stop, list): stop = [] model_schema = model_instance.model_type_instance.get_model_schema(node_data_model.name, credentials) if not model_schema: raise ModelNotExistError(f"Model {node_data_model.name} not exist.") model_instance.provider = node_data_model.provider model_instance.model_name = node_data_model.name model_instance.credentials = credentials model_instance.parameters = completion_params model_instance.stop = tuple(stop) return model_instance, ModelConfigWithCredentialsEntity( provider=node_data_model.provider, model=node_data_model.name, model_schema=model_schema, mode=node_data_model.mode, provider_model_bundle=provider_model_bundle, credentials=credentials, parameters=completion_params, stop=stop, )