labeled_few_shot¶

import functai
from functai import *

from typing import Literal

@ai
def team(message: str) -> Literal["shipping", "billing", "product", "account"]:
    """Which team should answer this customer message?"""
    ...

taught = functai.labeled_few_shot(team, functai.datasets.tickets(), k=3, expected="category")
taught.state()

instruction: (written from the code)
examples: 3
  1. message='Refund please: the towels are much thinner than in the photos.'  →  result='billing'
  2. message='I was charged for an order I cancelled (A-1401).'  →  result='billing'
  3. message="I'd like my money back for the toaster, it burns everything."  →  result='billing'