from functools import lru_cache from typing import Optional from pydantic_settings import BaseSettings EXTRACT_INFO_SYSTEM = "You are an expert in structured data extraction. You will be given an image or a set of images of a product and should extract its properties into the given structure." EXTRACT_INFO_HUMAN = ( """Output properties of the main product (or {product_taxonomy}) shown in the images. You should use the following product data to assist you, if available: {product_data} If an attribute appears in both the image and the product data, use the value from the product data.""" ).replace(" ", "") FOLLOW_SCHEMA_SYSTEM = "You are an expert in structured data extraction. You will be given an dictionary of attributes of a product and should output the its properties into the given structure." FOLLOW_SCHEMA_HUMAN = """Convert following attributes to structured schema. Keep all the keys and number of values. Only replace the values themselves. : {json_info}""" class Prompts(BaseSettings): EXTRACT_INFO_SYSTEM_MESSAGE: str = EXTRACT_INFO_SYSTEM EXTRACT_INFO_HUMAN_MESSAGE: str = EXTRACT_INFO_HUMAN FOLLOW_SCHEMA_SYSTEM_MESSAGE: str = FOLLOW_SCHEMA_SYSTEM FOLLOW_SCHEMA_HUMAN_MESSAGE: str = FOLLOW_SCHEMA_HUMAN # Create a cached instance of settings @lru_cache def get_prompts() -> Prompts: """ Create and cache a Prompts instance. Returns the same instance for subsequent calls. """ prompts = Prompts() return prompts