DF_Final_Assignment_Template / tools /produce_classifier.py
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Update tools/produce_classifier.py
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import os
from langchain_core.tools import tool # ← this needs to be before the decorator
from langchain_openai import ChatOpenAI
from loguru import logger
from pydantic import SecretStr
@tool("produce_classifier_tool", parse_docstring=True)
def produce_classifier(food_name: str) -> str:
"""
Classifies a food item as either 'fruit' or 'vegetable' from a botanical perspective.
Args:
food_name (str): The name of the food item to classify.
Returns:
str: The classification of the food item, either 'fruit' or 'vegetable'.
"""
logger.info(f"use produce_classifier_tool with param: {food_name}")
chat = ChatOpenAI(
model="gpt-4o-mini",
temperature=0,
api_key=SecretStr(os.environ['OPENAI_API_KEY'])
)
prompt = (f"From a botanical perspective, classify {food_name} as either 'fruit' or 'vegetable'. "
f"Respond only with a JSON in this exact format: "
f"{{\"name\": \"{food_name}\", \"kind\": \"[classification]\"}}")
return chat.invoke(prompt).content