"""Test logic on base chain class.""" from typing import Any, Dict, List import pytest from pydantic import BaseModel from langchain.callbacks.base import CallbackManager from langchain.chains.base import Chain, Memory from tests.unit_tests.callbacks.fake_callback_handler import FakeCallbackHandler class FakeMemory(Memory, BaseModel): """Fake memory class for testing purposes.""" @property def memory_variables(self) -> List[str]: """Return baz variable.""" return ["baz"] def load_memory_variables(self, inputs: Dict[str, Any]) -> Dict[str, str]: """Return baz variable.""" return {"baz": "foo"} def save_context(self, inputs: Dict[str, Any], outputs: Dict[str, str]) -> None: """Pass.""" pass def clear(self) -> None: """Pass.""" pass class FakeChain(Chain, BaseModel): """Fake chain class for testing purposes.""" be_correct: bool = True the_input_keys: List[str] = ["foo"] the_output_keys: List[str] = ["bar"] @property def input_keys(self) -> List[str]: """Input keys.""" return self.the_input_keys @property def output_keys(self) -> List[str]: """Output key of bar.""" return self.the_output_keys def _call(self, inputs: Dict[str, str]) -> Dict[str, str]: if self.be_correct: return {"bar": "baz"} else: return {"baz": "bar"} def test_bad_inputs() -> None: """Test errors are raised if input keys are not found.""" chain = FakeChain() with pytest.raises(ValueError): chain({"foobar": "baz"}) def test_bad_outputs() -> None: """Test errors are raised if outputs keys are not found.""" chain = FakeChain(be_correct=False) with pytest.raises(ValueError): chain({"foo": "baz"}) def test_correct_call() -> None: """Test correct call of fake chain.""" chain = FakeChain() output = chain({"foo": "bar"}) assert output == {"foo": "bar", "bar": "baz"} def test_single_input_correct() -> None: """Test passing single input works.""" chain = FakeChain() output = chain("bar") assert output == {"foo": "bar", "bar": "baz"} def test_single_input_error() -> None: """Test passing single input errors as expected.""" chain = FakeChain(the_input_keys=["foo", "bar"]) with pytest.raises(ValueError): chain("bar") def test_run_single_arg() -> None: """Test run method with single arg.""" chain = FakeChain() output = chain.run("bar") assert output == "baz" def test_run_multiple_args_error() -> None: """Test run method with multiple args errors as expected.""" chain = FakeChain() with pytest.raises(ValueError): chain.run("bar", "foo") def test_run_kwargs() -> None: """Test run method with kwargs.""" chain = FakeChain(the_input_keys=["foo", "bar"]) output = chain.run(foo="bar", bar="foo") assert output == "baz" def test_run_kwargs_error() -> None: """Test run method with kwargs errors as expected.""" chain = FakeChain(the_input_keys=["foo", "bar"]) with pytest.raises(ValueError): chain.run(foo="bar", baz="foo") def test_run_args_and_kwargs_error() -> None: """Test run method with args and kwargs.""" chain = FakeChain(the_input_keys=["foo", "bar"]) with pytest.raises(ValueError): chain.run("bar", foo="bar") def test_multiple_output_keys_error() -> None: """Test run with multiple output keys errors as expected.""" chain = FakeChain(the_output_keys=["foo", "bar"]) with pytest.raises(ValueError): chain.run("bar") def test_run_arg_with_memory() -> None: """Test run method works when arg is passed.""" chain = FakeChain(the_input_keys=["foo", "baz"], memory=FakeMemory()) chain.run("bar") def test_run_with_callback() -> None: """Test run method works when callback manager is passed.""" handler = FakeCallbackHandler() chain = FakeChain( callback_manager=CallbackManager(handlers=[handler]), verbose=True ) output = chain.run("bar") assert output == "baz" assert handler.starts == 1 assert handler.ends == 1 assert handler.errors == 0 def test_run_with_callback_not_verbose() -> None: """Test run method works when callback manager is passed and not verbose.""" import langchain langchain.verbose = False handler = FakeCallbackHandler() chain = FakeChain(callback_manager=CallbackManager(handlers=[handler])) output = chain.run("bar") assert output == "baz" assert handler.starts == 0 assert handler.ends == 0 assert handler.errors == 0