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, SystemPromptMessage, UserPromptMessage from core.model_runtime.errors.validate import CredentialsValidateFailedError from core.model_runtime.model_providers.tongyi.llm.llm import TongyiLargeLanguageModel def test_validate_credentials(): model = TongyiLargeLanguageModel() with pytest.raises(CredentialsValidateFailedError): model.validate_credentials( model='qwen-turbo', credentials={ 'dashscope_api_key': 'invalid_key' } ) model.validate_credentials( model='qwen-turbo', credentials={ 'dashscope_api_key': os.environ.get('TONGYI_DASHSCOPE_API_KEY') } ) def test_invoke_model(): model = TongyiLargeLanguageModel() response = model.invoke( model='qwen-turbo', credentials={ 'dashscope_api_key': os.environ.get('TONGYI_DASHSCOPE_API_KEY') }, prompt_messages=[ UserPromptMessage( content='Who are you?' ) ], model_parameters={ 'temperature': 0.5, 'max_tokens': 10 }, stop=['How'], stream=False, user="abc-123" ) assert isinstance(response, LLMResult) assert len(response.message.content) > 0 def test_invoke_stream_model(): model = TongyiLargeLanguageModel() response = model.invoke( model='qwen-turbo', credentials={ 'dashscope_api_key': os.environ.get('TONGYI_DASHSCOPE_API_KEY') }, prompt_messages=[ UserPromptMessage( content='Hello World!' ) ], model_parameters={ 'temperature': 0.5, 'max_tokens': 100, 'seed': 1234 }, 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 = TongyiLargeLanguageModel() num_tokens = model.get_num_tokens( model='qwen-turbo', credentials={ 'dashscope_api_key': os.environ.get('TONGYI_DASHSCOPE_API_KEY') }, prompt_messages=[ SystemPromptMessage( content='You are a helpful AI assistant.', ), UserPromptMessage( content='Hello World!' ) ] ) assert num_tokens == 12