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