Guide AI Models with Examples, Not Complex Prompts

from opper import Opper
from pydantic import BaseModel
 
class EmailInput(BaseModel):
    customer_message: str
    tone: str
 
class EmailResponse(BaseModel):
    response: str
 
# Create function with automatic example retrieval
function = opper.functions.create(
    name="customer_support",
    instructions="Generate helpful support responses",
    input_schema=EmailInput.model_json_schema(),
    output_schema=EmailResponse.model_json_schema(),
    configuration={
        "invocation.few_shot.count": 5  # Pull 5 relevant examples
    }
)
 
# Add curated examples to guide the model
function.dataset.add_entry({
    "input": {"customer_message": "I can't log in", "tone": "friendly"},
    "output": {"response": "I'd be happy to help you with login issues..."}
})
 
# Model automatically uses relevant examples from dataset
result = function.call(input={"customer_message": "Payment failed", "tone": "professional"})