#!/usr/bin/env python3
"""
Simple bulk loader for raw text summaries and reports
Just drop your .txt files in a folder and run this script
"""

from app import Me
import os

def main():
    # Initialize the RAG system
    me = Me()
    
    print("=== Simple RAG Text Loader ===\n")
    print("ℹ️  Note: All files in me/ directory are automatically loaded on startup!")
    print("   Just add .txt, .pdf, or .md files to me/ and restart the app.\n")
    
    # Method 1: Load a single text file/summary/report
    single_file = "data/summary.txt"
    if os.path.exists(single_file):
        print(f"Loading single file: {single_file}")
        with open(single_file, 'r', encoding='utf-8') as f:
            content = f.read()
        me.bulk_load_text_content(content, "summary_report")
    
    # Method 2: Load all .txt files from a directory
    text_directory = "data/reports"
    if os.path.exists(text_directory):
        print(f"Loading all text files from: {text_directory}")
        me.load_directory(text_directory)
    
    # Method 3: Load specific files
    specific_files = [
        "data/project_summary.txt",
        "data/technical_report.txt", 
        "data/meeting_notes.txt"
    ]
    
    existing_files = [f for f in specific_files if os.path.exists(f)]
    if existing_files:
        print(f"Loading {len(existing_files)} specific files...")
        me.load_text_files(existing_files)
    
    # Method 4: Load raw text directly (for testing)
    sample_text = """
    Alexandre completed a major project involving AI implementation 
    for a Fortune 500 company. The project improved efficiency by 40% 
    and was delivered 2 weeks ahead of schedule. Technologies used 
    included Python, TensorFlow, and cloud deployment on AWS.
    """
    
    print("Loading sample text content...")
    me.bulk_load_text_content(sample_text, "sample_project_info")
    
    # Method 5: Reload me/ directory if you added new files
    print("\n💡 If you added new files to me/, you can reload them:")
    print("   me.reload_me_directory()")
    
    # Show final stats
    print("\n=== Knowledge Base Stats ===")
    me.get_knowledge_stats()
    
    print("\n✅ Raw text loading completed!")
    print("Your RAG system now has the text content available for chat.")

if __name__ == "__main__":
    main()