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- import os
- import pytest
- from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
- from embedchain.config import BaseLlmConfig
- from embedchain.llm.openai import OpenAILlm
- @pytest.fixture
- def config():
- os.environ["OPENAI_API_KEY"] = "test_api_key"
- config = BaseLlmConfig(
- temperature=0.7, max_tokens=50, top_p=0.8, stream=False, system_prompt="System prompt", model="gpt-3.5-turbo"
- )
- yield config
- os.environ.pop("OPENAI_API_KEY")
- def test_get_llm_model_answer(config, mocker):
- mocked_get_answer = mocker.patch("embedchain.llm.openai.OpenAILlm._get_answer", return_value="Test answer")
- llm = OpenAILlm(config)
- answer = llm.get_llm_model_answer("Test query")
- assert answer == "Test answer"
- mocked_get_answer.assert_called_once_with("Test query", config)
- def test_get_llm_model_answer_with_system_prompt(config, mocker):
- config.system_prompt = "Custom system prompt"
- mocked_get_answer = mocker.patch("embedchain.llm.openai.OpenAILlm._get_answer", return_value="Test answer")
- llm = OpenAILlm(config)
- answer = llm.get_llm_model_answer("Test query")
- assert answer == "Test answer"
- mocked_get_answer.assert_called_once_with("Test query", config)
- def test_get_llm_model_answer_empty_prompt(config, mocker):
- mocked_get_answer = mocker.patch("embedchain.llm.openai.OpenAILlm._get_answer", return_value="Test answer")
- llm = OpenAILlm(config)
- answer = llm.get_llm_model_answer("")
- assert answer == "Test answer"
- mocked_get_answer.assert_called_once_with("", config)
- def test_get_llm_model_answer_with_streaming(config, mocker):
- config.stream = True
- mocked_jinachat = mocker.patch("embedchain.llm.openai.ChatOpenAI")
- llm = OpenAILlm(config)
- llm.get_llm_model_answer("Test query")
- mocked_jinachat.assert_called_once()
- callbacks = [callback[1]["callbacks"] for callback in mocked_jinachat.call_args_list]
- assert any(isinstance(callback[0], StreamingStdOutCallbackHandler) for callback in callbacks)
- def test_get_llm_model_answer_without_system_prompt(config, mocker):
- config.system_prompt = None
- mocked_jinachat = mocker.patch("embedchain.llm.openai.ChatOpenAI")
- llm = OpenAILlm(config)
- llm.get_llm_model_answer("Test query")
- mocked_jinachat.assert_called_once_with(
- model=config.model,
- temperature=config.temperature,
- max_tokens=config.max_tokens,
- model_kwargs={"top_p": config.top_p},
- )
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