cognee/cognitive_architecture/modules/cognify/llm/generate_graph.py

28 lines
1.1 KiB
Python

""" This module is responsible for converting content to cognitive layers. """
import json
from typing import Type
from pydantic import BaseModel
from cognitive_architecture.infrastructure.llm.get_llm_client import get_llm_client
from cognitive_architecture.shared.data_models import KnowledgeGraph
from cognitive_architecture.utils import async_render_template
async def generate_graph(text_input: str, filename: str, context, response_model: Type[BaseModel]):
llm_client = get_llm_client()
formatted_text_input = await async_render_template(filename, context)
output = await llm_client.acreate_structured_output(text_input, formatted_text_input, response_model)
context_key = json.dumps(context, sort_keys = True)
# Returning a dictionary with context as the key and the awaited output as its value
return {
context_key: output
}
if __name__ == "__main__":
import asyncio
asyncio.run(generate_graph(text_input="bla", filename = "generate_graph_prompt.txt",context= {
'layer': 'BLA'
}, response_model=KnowledgeGraph))