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- from unittest.mock import MagicMock, patch
- import pytest
- from langchain.schema import HumanMessage, SystemMessage
- from embedchain.config import BaseLlmConfig
- from embedchain.core.db.database import database_manager
- from embedchain.llm.vertex_ai import VertexAILlm
- @pytest.fixture(autouse=True)
- def setup_database():
- database_manager.setup_engine()
- @pytest.fixture
- def vertexai_llm():
- config = BaseLlmConfig(temperature=0.6, model="chat-bison")
- return VertexAILlm(config)
- def test_get_llm_model_answer(vertexai_llm):
- with patch.object(VertexAILlm, "_get_answer", return_value="Test Response") as mock_method:
- prompt = "Test Prompt"
- response = vertexai_llm.get_llm_model_answer(prompt)
- assert response == "Test Response"
- mock_method.assert_called_once_with(prompt=prompt, config=vertexai_llm.config)
- @patch("embedchain.llm.vertex_ai.ChatVertexAI")
- def test_get_answer(mock_chat_vertexai, vertexai_llm, caplog):
- mock_chat_vertexai.return_value.invoke.return_value = MagicMock(content="Test Response")
- config = vertexai_llm.config
- prompt = "Test Prompt"
- messages = vertexai_llm._get_messages(prompt)
- response = vertexai_llm._get_answer(prompt, config)
- mock_chat_vertexai.return_value.invoke.assert_called_once_with(messages)
- assert response == "Test Response" # Assertion corrected
- assert "Config option `top_p` is not supported by this model." not in caplog.text
- def test_get_messages(vertexai_llm):
- prompt = "Test Prompt"
- system_prompt = "Test System Prompt"
- messages = vertexai_llm._get_messages(prompt, system_prompt)
- assert messages == [
- SystemMessage(content="Test System Prompt", additional_kwargs={}),
- HumanMessage(content="Test Prompt", additional_kwargs={}, example=False),
- ]
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