langchain/tests/unit_tests/llms/test_base.py
2023-01-06 07:30:10 -08:00

31 lines
1.0 KiB
Python

"""Test base LLM functionality."""
import langchain
from langchain.cache import InMemoryCache
from langchain.schema import Generation, LLMResult
from tests.unit_tests.llms.fake_llm import FakeLLM
def test_caching() -> None:
"""Test caching behavior."""
langchain.llm_cache = InMemoryCache()
llm = FakeLLM()
params = llm._llm_dict()
params["stop"] = None
llm_string = str(sorted([(k, v) for k, v in params.items()]))
langchain.llm_cache.update("foo", llm_string, [Generation(text="fizz")])
output = llm.generate(["foo", "bar", "foo"])
expected_cache_output = [Generation(text="foo")]
cache_output = langchain.llm_cache.lookup("bar", llm_string)
assert cache_output == expected_cache_output
langchain.llm_cache = None
expected_generations = [
[Generation(text="fizz")],
[Generation(text="foo")],
[Generation(text="fizz")],
]
expected_output = LLMResult(
expected_generations,
llm_output=None,
)
assert output == expected_output