101 lines
2.7 KiB
Python
101 lines
2.7 KiB
Python
#!/usr/bin/env python3
|
|
"""
|
|
Rag System Builder
|
|
Production-grade tool for senior ml/ai engineer
|
|
"""
|
|
|
|
import os
|
|
import sys
|
|
import json
|
|
import logging
|
|
import argparse
|
|
from pathlib import Path
|
|
from typing import Dict, List, Optional
|
|
from datetime import datetime
|
|
|
|
logging.basicConfig(
|
|
level=logging.INFO,
|
|
format='%(asctime)s - %(levelname)s - %(message)s'
|
|
)
|
|
logger = logging.getLogger(__name__)
|
|
|
|
class RagSystemBuilder:
|
|
"""Production-grade rag system builder"""
|
|
|
|
def __init__(self, config: Dict):
|
|
self.config = config
|
|
self.results = {
|
|
'status': 'initialized',
|
|
'start_time': datetime.now().isoformat(),
|
|
'processed_items': 0
|
|
}
|
|
logger.info(f"Initialized {self.__class__.__name__}")
|
|
|
|
def validate_config(self) -> bool:
|
|
"""Validate configuration"""
|
|
logger.info("Validating configuration...")
|
|
# Add validation logic
|
|
logger.info("Configuration validated")
|
|
return True
|
|
|
|
def process(self) -> Dict:
|
|
"""Main processing logic"""
|
|
logger.info("Starting processing...")
|
|
|
|
try:
|
|
self.validate_config()
|
|
|
|
# Main processing
|
|
result = self._execute()
|
|
|
|
self.results['status'] = 'completed'
|
|
self.results['end_time'] = datetime.now().isoformat()
|
|
|
|
logger.info("Processing completed successfully")
|
|
return self.results
|
|
|
|
except Exception as e:
|
|
self.results['status'] = 'failed'
|
|
self.results['error'] = str(e)
|
|
logger.error(f"Processing failed: {e}")
|
|
raise
|
|
|
|
def _execute(self) -> Dict:
|
|
"""Execute main logic"""
|
|
# Implementation here
|
|
return {'success': True}
|
|
|
|
def main():
|
|
"""Main entry point"""
|
|
parser = argparse.ArgumentParser(
|
|
description="Rag System Builder"
|
|
)
|
|
parser.add_argument('--input', '-i', required=True, help='Input path')
|
|
parser.add_argument('--output', '-o', required=True, help='Output path')
|
|
parser.add_argument('--config', '-c', help='Configuration file')
|
|
parser.add_argument('--verbose', '-v', action='store_true', help='Verbose output')
|
|
|
|
args = parser.parse_args()
|
|
|
|
if args.verbose:
|
|
logging.getLogger().setLevel(logging.DEBUG)
|
|
|
|
try:
|
|
config = {
|
|
'input': args.input,
|
|
'output': args.output
|
|
}
|
|
|
|
processor = RagSystemBuilder(config)
|
|
results = processor.process()
|
|
|
|
print(json.dumps(results, indent=2))
|
|
sys.exit(0)
|
|
|
|
except Exception as e:
|
|
logger.error(f"Fatal error: {e}")
|
|
sys.exit(1)
|
|
|
|
if __name__ == '__main__':
|
|
main()
|