Gracefully degrade when model asks for nonexistent tool (#268)

Not yet tested, but very simple change, assumption is that we're cool
with just producing a generic output when tool is not found
This commit is contained in:
John McDonnell
2022-12-06 21:52:48 -08:00
committed by GitHub
parent 2180a91196
commit 68666d6a22
3 changed files with 59 additions and 9 deletions

View File

@@ -0,0 +1,45 @@
"""Unit tests for agents."""
from typing import Any, List, Mapping, Optional
from langchain.agents import Tool, initialize_agent
from langchain.llms.base import LLM
class FakeListLLM(LLM):
"""Fake LLM for testing that outputs elements of a list."""
def __init__(self, responses: List[str]):
"""Initialize with list of responses."""
self.responses = responses
self.i = -1
def __call__(self, prompt: str, stop: Optional[List[str]] = None) -> str:
"""Increment counter, and then return response in that index."""
self.i += 1
print(self.i)
print(self.responses)
return self.responses[self.i]
@property
def _identifying_params(self) -> Mapping[str, Any]:
return {}
def test_agent_bad_action() -> None:
"""Test react chain when bad action given."""
bad_action_name = "BadAction"
responses = [
f"I'm turning evil\nAction: {bad_action_name}\nAction Input: misalignment",
"Oh well\nAction: Final Answer\nAction Input: curses foiled again",
]
fake_llm = FakeListLLM(responses)
tools = [
Tool("Search", lambda x: x, "Useful for searching"),
Tool("Lookup", lambda x: x, "Useful for looking up things in a table"),
]
agent = initialize_agent(
tools, fake_llm, agent="zero-shot-react-description", verbose=True
)
output = agent.run("when was langchain made")
assert output == "curses foiled again"

View File

@@ -2,8 +2,6 @@
from typing import Any, List, Mapping, Optional, Union
import pytest
from langchain.agents.react.base import ReActChain, ReActDocstoreAgent
from langchain.agents.tools import Tool
from langchain.docstore.base import Docstore
@@ -94,10 +92,12 @@ def test_react_chain() -> None:
def test_react_chain_bad_action() -> None:
"""Test react chain when bad action given."""
bad_action_name = "BadAction"
responses = [
"I should probably search\nAction 1: BadAction[langchain]",
f"I'm turning evil\nAction 1: {bad_action_name}[langchain]",
"Oh well\nAction 2: Finish[curses foiled again]",
]
fake_llm = FakeListLLM(responses)
react_chain = ReActChain(llm=fake_llm, docstore=FakeDocstore())
with pytest.raises(KeyError):
react_chain.run("when was langchain made")
output = react_chain.run("when was langchain made")
assert output == "curses foiled again"