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rag-solution/services/rag/llamaindex/cli.py

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#!/usr/bin/env python3
"""
CLI entry point for the RAG solution using LlamaIndex and Qdrant.
"""
import click
from loguru import logger
import sys
from pathlib import Path
def setup_logging():
"""Setup logging with loguru to file and stdout."""
# Create logs directory if it doesn't exist
logs_dir = Path("logs")
logs_dir.mkdir(exist_ok=True)
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# Remove default logger to customize it
logger.remove()
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# Add file handler with rotation
logger.add(
"logs/dev.log",
rotation="10 MB",
retention="10 days",
level="INFO",
format="{time:YYYY-MM-DD HH:mm:ss} | {level} | {file}:{line} | {message}"
)
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# Add stdout handler
logger.add(
sys.stdout,
level="INFO",
format="{time:YYYY-MM-DD HH:mm:ss} | {level} | {message}",
colorize=True
)
@click.group()
@click.version_option(version='1.0.0')
def main():
"""Main CLI entry point for the RAG solution."""
setup_logging()
logger.info("Starting RAG solution CLI")
@main.command(help="Basic connectivity test that returns 'pong'")
@click.option('--verbose', '-v', is_flag=True, help="Enable verbose output")
def ping(verbose):
"""Ping command that outputs 'pong'."""
if verbose:
logger.info("Executing ping command")
click.echo("pong")
logger.info("Ping command completed successfully")
else:
click.echo("pong")
logger.info("Ping command executed")
@main.command(help="Load and process documents from the data folder into vector storage")
@click.option('--data-path', '-d', default="../../../data", help="Path to the data folder relative to current directory")
@click.option('--recursive', '-r', default=True, is_flag=True, help="Process subdirectories recursively")
@click.option('--verbose', '-v', is_flag=True, help="Enable verbose output")
def enrich(data_path, recursive, verbose):
"""Load and process documents from the data folder into vector storage."""
if verbose:
logger.enable("__main__")
logger.info(f"Starting document enrichment from: {data_path}")
logger.info(f"Recursive processing: {recursive}")
try:
# Import the enrichment module
from enrichment import enrich_documents, process_documents_from_data_folder
logger.info("Enrichment module imported successfully")
# Call the enrichment function
process_documents_from_data_folder(data_path=data_path, recursive=recursive)
logger.info("Document enrichment completed successfully")
click.echo("Document enrichment completed successfully")
except ImportError as e:
logger.error(f"Failed to import enrichment module: {e}")
click.echo(f"Error: Could not import enrichment module: {e}")
except Exception as e:
logger.error(f"Error during document enrichment: {e}")
click.echo(f"Error during document enrichment: {e}")
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if __name__ == '__main__':
main()