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https://github.com/hwchase17/langchain.git
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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
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45
tests/unit_tests/agents/test_agent.py
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45
tests/unit_tests/agents/test_agent.py
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@@ -0,0 +1,45 @@
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"""Unit tests for agents."""
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from typing import Any, List, Mapping, Optional
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from langchain.agents import Tool, initialize_agent
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from langchain.llms.base import LLM
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class FakeListLLM(LLM):
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"""Fake LLM for testing that outputs elements of a list."""
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def __init__(self, responses: List[str]):
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"""Initialize with list of responses."""
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self.responses = responses
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self.i = -1
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def __call__(self, prompt: str, stop: Optional[List[str]] = None) -> str:
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"""Increment counter, and then return response in that index."""
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self.i += 1
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print(self.i)
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print(self.responses)
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return self.responses[self.i]
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@property
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def _identifying_params(self) -> Mapping[str, Any]:
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return {}
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def test_agent_bad_action() -> None:
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"""Test react chain when bad action given."""
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bad_action_name = "BadAction"
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responses = [
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f"I'm turning evil\nAction: {bad_action_name}\nAction Input: misalignment",
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"Oh well\nAction: Final Answer\nAction Input: curses foiled again",
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]
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fake_llm = FakeListLLM(responses)
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tools = [
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Tool("Search", lambda x: x, "Useful for searching"),
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Tool("Lookup", lambda x: x, "Useful for looking up things in a table"),
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]
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agent = initialize_agent(
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tools, fake_llm, agent="zero-shot-react-description", verbose=True
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)
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output = agent.run("when was langchain made")
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assert output == "curses foiled again"
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@@ -2,8 +2,6 @@
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from typing import Any, List, Mapping, Optional, Union
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import pytest
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from langchain.agents.react.base import ReActChain, ReActDocstoreAgent
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from langchain.agents.tools import Tool
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from langchain.docstore.base import Docstore
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@@ -94,10 +92,12 @@ def test_react_chain() -> None:
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def test_react_chain_bad_action() -> None:
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"""Test react chain when bad action given."""
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bad_action_name = "BadAction"
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responses = [
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"I should probably search\nAction 1: BadAction[langchain]",
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f"I'm turning evil\nAction 1: {bad_action_name}[langchain]",
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"Oh well\nAction 2: Finish[curses foiled again]",
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]
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fake_llm = FakeListLLM(responses)
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react_chain = ReActChain(llm=fake_llm, docstore=FakeDocstore())
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with pytest.raises(KeyError):
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react_chain.run("when was langchain made")
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output = react_chain.run("when was langchain made")
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assert output == "curses foiled again"
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