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Harun CAN
2026-01-30 03:08:09 +03:00
parent 8674911033
commit 15f57dcb08
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100
.agent/skills/senior-ml-engineer/scripts/ml_monitoring_suite.py
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#!/usr/bin/env python3
"""
Ml Monitoring Suite
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 MlMonitoringSuite:
"""Production-grade ml monitoring suite"""
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="Ml Monitoring Suite"
)
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 = MlMonitoringSuite(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()

100
.agent/skills/senior-ml-engineer/scripts/model_deployment_pipeline.py
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#!/usr/bin/env python3
"""
Model Deployment Pipeline
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 ModelDeploymentPipeline:
"""Production-grade model deployment pipeline"""
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="Model Deployment Pipeline"
)
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 = ModelDeploymentPipeline(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()

100
.agent/skills/senior-ml-engineer/scripts/rag_system_builder.py
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@@ -1,100 +0,0 @@
#!/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()