""" Debug script to test chunk extraction. """ import asyncio from datetime import datetime from hindsight_api.engine.utils import extract_facts from hindsight_api.engine.llm_wrapper import LLMConfig import os async def main(): # Set up LLM config llm_config = LLMConfig.for_memory() # Test content long_content = """ Alice is a senior software engineer at TechCorp. She has been working there for 5 years. Alice specializes in distributed systems and has led the development of the company's microservices architecture. She is known for writing clean, well-documented code. Bob joined the team last month as a junior developer. He is learning React and Node.js. Bob is enthusiastic and asks great questions during code reviews. He recently completed his first feature, which was a user authentication flow. The team uses Kubernetes for container orchestration and deploys to AWS. They follow agile methodologies with two-week sprints. Code reviews are mandatory before merging. """ # Extract facts and chunks facts, chunks = await extract_facts( text=long_content, event_date=datetime(2024, 1, 15), context="team overview", llm_config=llm_config ) print(f"\n=== Extracted {len(facts)} facts ===") for i, fact in enumerate(facts): print(f"{i+1}. {fact.fact[:100]}...") print(f"\n=== Extracted {len(chunks)} chunks ===") for i, (chunk_text, fact_count) in enumerate(chunks): print(f"Chunk {i}: {fact_count} facts, {len(chunk_text)} chars") print(f" Text: {chunk_text[:100]}...") if __name__ == "__main__": asyncio.run(main())