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langchain/libs/community/langchain_community/tools/tavily_search/tool.py

108 lines
3.3 KiB
Python

"""Tool for the Tavily search API."""
from typing import Dict, List, Optional, Type, Union
from langchain_core.callbacks import (
AsyncCallbackManagerForToolRun,
CallbackManagerForToolRun,
)
from langchain_core.pydantic_v1 import BaseModel, Field
from langchain_core.tools import BaseTool
from langchain_community.utilities.tavily_search import TavilySearchAPIWrapper
class TavilyInput(BaseModel):
"""Input for the Tavily tool."""
query: str = Field(description="search query to look up")
class TavilySearchResults(BaseTool):
"""Tool that queries the Tavily Search API and gets back json."""
name: str = "tavily_search_results_json"
description: str = (
"A search engine optimized for comprehensive, accurate, and trusted results. "
"Useful for when you need to answer questions about current events. "
"Input should be a search query."
)
api_wrapper: TavilySearchAPIWrapper = Field(default_factory=TavilySearchAPIWrapper)
max_results: int = 5
args_schema: Type[BaseModel] = TavilyInput
def _run(
self,
query: str,
run_manager: Optional[CallbackManagerForToolRun] = None,
) -> Union[List[Dict], str]:
"""Use the tool."""
try:
return self.api_wrapper.results(
query,
self.max_results,
)
except Exception as e:
return repr(e)
async def _arun(
self,
query: str,
run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
) -> Union[List[Dict], str]:
"""Use the tool asynchronously."""
try:
return await self.api_wrapper.results_async(
query,
self.max_results,
)
except Exception as e:
return repr(e)
class TavilyAnswer(BaseTool):
"""Tool that queries the Tavily Search API and gets back an answer."""
name: str = "tavily_answer"
description: str = (
"A search engine optimized for comprehensive, accurate, and trusted results. "
"Useful for when you need to answer questions about current events. "
"Input should be a search query. "
"This returns only the answer - not the original source data."
)
api_wrapper: TavilySearchAPIWrapper = Field(default_factory=TavilySearchAPIWrapper)
args_schema: Type[BaseModel] = TavilyInput
def _run(
self,
query: str,
run_manager: Optional[CallbackManagerForToolRun] = None,
) -> Union[List[Dict], str]:
"""Use the tool."""
try:
return self.api_wrapper.raw_results(
query,
max_results=5,
include_answer=True,
search_depth="basic",
)["answer"]
except Exception as e:
return repr(e)
async def _arun(
self,
query: str,
run_manager: Optional[AsyncCallbackManagerForToolRun] = None,
) -> Union[List[Dict], str]:
"""Use the tool asynchronously."""
try:
result = await self.api_wrapper.raw_results_async(
query,
max_results=5,
include_answer=True,
search_depth="basic",
)
return result["answer"]
except Exception as e:
return repr(e)