import os from collections.abc import Generator import pytest from core.model_runtime.entities.llm_entities import LLMResult, LLMResultChunk, LLMResultChunkDelta from core.model_runtime.entities.message_entities import AssistantPromptMessage, UserPromptMessage from core.model_runtime.errors.validate import CredentialsValidateFailedError from core.model_runtime.model_providers.volcengine_maas.llm.llm import VolcengineMaaSLargeLanguageModel def test_validate_credentials_for_chat_model(): model = VolcengineMaaSLargeLanguageModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': 'INVALID', 'volc_secret_access_key': 'INVALID', 'endpoint_id': 'INVALID', } ) model.validate_credentials( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_MODEL_ENDPOINT_ID'), } ) def test_invoke_model(): model = VolcengineMaaSLargeLanguageModel() response = model.invoke( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_MODEL_ENDPOINT_ID'), 'base_model_name': 'Skylark2-pro-4k', }, prompt_messages=[ UserPromptMessage( content='Hello World!' ) ], model_parameters={ 'temperature': 0.7, 'top_p': 1.0, 'top_k': 1, }, stop=['you'], user="abc-123", stream=False ) assert isinstance(response, LLMResult) assert len(response.message.content) > 0 assert response.usage.total_tokens > 0 def test_invoke_stream_model(): model = VolcengineMaaSLargeLanguageModel() response = model.invoke( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_MODEL_ENDPOINT_ID'), 'base_model_name': 'Skylark2-pro-4k', }, prompt_messages=[ UserPromptMessage( content='Hello World!' ) ], model_parameters={ 'temperature': 0.7, 'top_p': 1.0, 'top_k': 1, }, stop=['you'], stream=True, user="abc-123" ) assert isinstance(response, Generator) for chunk in response: assert isinstance(chunk, LLMResultChunk) assert isinstance(chunk.delta, LLMResultChunkDelta) assert isinstance(chunk.delta.message, AssistantPromptMessage) assert len( chunk.delta.message.content) > 0 if chunk.delta.finish_reason is None else True def test_get_num_tokens(): model = VolcengineMaaSLargeLanguageModel() response = model.get_num_tokens( model='NOT IMPORTANT', credentials={ 'api_endpoint_host': 'maas-api.ml-platform-cn-beijing.volces.com', 'volc_region': 'cn-beijing', 'volc_access_key_id': os.environ.get('VOLC_API_KEY'), 'volc_secret_access_key': os.environ.get('VOLC_SECRET_KEY'), 'endpoint_id': os.environ.get('VOLC_MODEL_ENDPOINT_ID'), 'base_model_name': 'Skylark2-pro-4k', }, prompt_messages=[ UserPromptMessage( content='Hello World!' ) ], tools=[] ) assert isinstance(response, int) assert response == 6