MedQA / tools /umls_tool.py
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Update tools/umls_tool.py
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from langchain.tools import BaseTool
from typing import Type
from pydantic import BaseModel, Field
from clinical_nlp.umls_bioportal import search_umls_term
from services.logger import app_logger
from services.metrics import log_tool_usage
class UMLSInput(BaseModel):
term: str = Field(description="The medical term to search for in UMLS.")
class UMLSLookupTool(BaseTool):
name: str = "umls_lookup"
description: str = (
"Useful for looking up medical terms, concepts, and their definitions or CUIs "
"(Concept Unique Identifiers) in the Unified Medical Language System (UMLS). "
"Provide a specific medical term."
)
args_schema: Type[BaseModel] = UMLSInput
def _run(self, term: str) -> str:
app_logger.info(f"UMLS Tool called with term: {term}")
log_tool_usage(self.name)
results = search_umls_term(term)
if "error" in results:
return f"Error from UMLS lookup: {results['error']}"
# Format results for LLM consumption
if results.get("results"):
formatted_results = []
for res in results["results"][:3]: # Limit to 3 results
formatted_results.append(f"- Term: {res.get('name', 'N/A')}, CUI: {res.get('ui', 'N/A')}") # Assuming 'ui' for CUI based on UMLS API
return "UMLS Results:\n" + "\n".join(formatted_results) if formatted_results else "No results found in UMLS."
return "No results found or unexpected format from UMLS."
async def _arun(self, term: str) -> str:
# For simplicity, using sync version for now
return self._run(term)