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.openllm.llm.llm import OpenLLMLargeLanguageModel def test_validate_credentials_for_chat_model(): model = OpenLLMLargeLanguageModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='NOT IMPORTANT', credentials={ 'server_url': 'invalid_key', } ) model.validate_credentials( model='NOT IMPORTANT', credentials={ 'server_url': os.environ.get('OPENLLM_SERVER_URL'), } ) def test_invoke_model(): model = OpenLLMLargeLanguageModel() response = model.invoke( model='NOT IMPORTANT', credentials={ 'server_url': os.environ.get('OPENLLM_SERVER_URL'), }, 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 = OpenLLMLargeLanguageModel() response = model.invoke( model='NOT IMPORTANT', credentials={ 'server_url': os.environ.get('OPENLLM_SERVER_URL'), }, 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 = OpenLLMLargeLanguageModel() response = model.get_num_tokens( model='NOT IMPORTANT', credentials={ 'server_url': os.environ.get('OPENLLM_SERVER_URL'), }, prompt_messages=[ UserPromptMessage( content='Hello World!' ) ], tools=[] ) assert isinstance(response, int) assert response == 3