langchain/libs/standard-tests/README.md

79 lines
2.3 KiB
Markdown
Raw Normal View History

# langchain-standard-tests
This is an INTERNAL library for the LangChain project. It contains the base classes for
a standard set of tests.
## Installation
This package will NOT be regularly published to pypi. It is intended to be installed
directly from github at test time.
Pip:
```bash
pip install git+https://github.com/langchain-ai/langchain.git#subdirectory=libs/standard-tests
```
Poetry:
```bash
poetry add git+https://github.com/langchain-ai/langchain.git#subdirectory=libs/standard-tests
```
## Usage
To add standard tests to an integration package's e.g. ChatModel, you need to create
1. A unit test class that inherits from ChatModelUnitTests
2. An integration test class that inherits from ChatModelIntegrationTests
`tests/unit_tests/test_standard.py`:
```python
"""Standard LangChain interface tests"""
from typing import Type
import pytest
from langchain_core.language_models import BaseChatModel
from langchain_standard_tests.unit_tests import ChatModelUnitTests
from langchain_parrot_chain import ChatParrotChain
class TestParrotChainStandard(ChatModelUnitTests):
@pytest.fixture
def chat_model_class(self) -> Type[BaseChatModel]:
return ChatParrotChain
```
`tests/integration_tests/test_standard.py`:
```python
"""Standard LangChain interface tests"""
from typing import Type
import pytest
from langchain_core.language_models import BaseChatModel
from langchain_standard_tests.integration_tests import ChatModelIntegrationTests
from langchain_parrot_chain import ChatParrotChain
class TestParrotChainStandard(ChatModelIntegrationTests):
@pytest.fixture
def chat_model_class(self) -> Type[BaseChatModel]:
return ChatParrotChain
```
## Reference
The following fixtures are configurable in the test classes. Anything not marked
as required is optional.
- `chat_model_class` (required): The class of the chat model to be tested
- `chat_model_params`: The keyword arguments to pass to the chat model constructor
- `chat_model_has_tool_calling`: Whether the chat model can call tools. By default, this is set to `hasattr(chat_model_class, 'bind_tools)`
- `chat_model_has_structured_output`: Whether the chat model can structured output. By default, this is set to `hasattr(chat_model_class, 'with_structured_output')`