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Harrison/fix create sql agent (#2870)
Co-authored-by: Timothé Pearce <timothe.pearce@gmail.com>
This commit is contained in:
18
tests/unit_tests/agents/test_sql.py
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18
tests/unit_tests/agents/test_sql.py
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@@ -0,0 +1,18 @@
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from langchain.agents import create_sql_agent
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from langchain.agents.agent_toolkits import SQLDatabaseToolkit
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from langchain.sql_database import SQLDatabase
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from tests.unit_tests.llms.fake_llm import FakeLLM
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def test_create_sql_agent() -> None:
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db = SQLDatabase.from_uri("sqlite:///:memory:")
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queries = {"foo": "Final Answer: baz"}
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llm = FakeLLM(queries=queries, sequential_responses=True)
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toolkit = SQLDatabaseToolkit(db=db, llm=llm)
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agent_executor = create_sql_agent(
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llm=llm,
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toolkit=toolkit,
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)
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assert agent_executor.run("hello") == "baz"
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@@ -1,5 +1,7 @@
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"""Fake LLM wrapper for testing purposes."""
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from typing import Any, List, Mapping, Optional
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from typing import Any, List, Mapping, Optional, cast
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from pydantic import validator
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from langchain.llms.base import LLM
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@@ -8,6 +10,18 @@ class FakeLLM(LLM):
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"""Fake LLM wrapper for testing purposes."""
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queries: Optional[Mapping] = None
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sequential_responses: Optional[bool] = False
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response_index: int = 0
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@validator("queries", always=True)
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def check_queries_required(
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cls, queries: Optional[Mapping], values: Mapping[str, Any]
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) -> Optional[Mapping]:
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if values.get("sequential_response") and not queries:
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raise ValueError(
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"queries is required when sequential_response is set to True"
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)
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return queries
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@property
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def _llm_type(self) -> str:
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@@ -15,7 +29,9 @@ class FakeLLM(LLM):
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return "fake"
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def _call(self, prompt: str, stop: Optional[List[str]] = None) -> str:
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"""First try to lookup in queries, else return 'foo' or 'bar'."""
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if self.sequential_responses:
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return self._get_next_response_in_sequence
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if self.queries is not None:
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return self.queries[prompt]
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if stop is None:
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@@ -26,3 +42,10 @@ class FakeLLM(LLM):
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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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@property
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def _get_next_response_in_sequence(self) -> str:
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queries = cast(Mapping, self.queries)
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response = queries[list(queries.keys())[self.response_index]]
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self.response_index = self.response_index + 1
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return response
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