Logging Utilities Module

Purpose

This module provides centralized logging utilities for the GNN processing pipeline. It standardizes log formatting, file handling, and output across all pipeline steps.

Key Files

```
logging_utils.py
```
- Core logging configuration and utilities

Functionality

Configurable log levels (DEBUG, INFO, WARNING, ERROR)
File and console logging handlers
Timestamped log entries
Pipeline step-specific loggers
Performance metrics logging

Usage

from utils.logging.logging_utils import setup_logging, get_logger

# Setup logging for a pipeline step
setup_logging(verbose=True, log_file="output/step.log")

# Get a logger for a module
logger = get_logger(__name__)
logger.info("Processing started")

Integration Points

All 25 pipeline step scripts use these utilities
MCP tools log through this system
Test framework uses consistent logging

Maintenance

When modifying logging:

Maintain backward compatibility with existing log formats
Ensure thread-safe logging for parallel execution
Test log rotation and file handling

Logging Utilities Module

Purpose

This module provides centralized logging utilities for the GNN processing pipeline. It standardizes log formatting, file handling, and output across all pipeline steps.

Key Files

```
logging_utils.py
```
- Core logging configuration and utilities

Functionality

Configurable log levels (DEBUG, INFO, WARNING, ERROR)
File and console logging handlers
Timestamped log entries
Pipeline step-specific loggers
Performance metrics logging

Usage

from utils.logging.logging_utils import setup_logging, get_logger

# Setup logging for a pipeline step
setup_logging(verbose=True, log_file="output/step.log")

# Get a logger for a module
logger = get_logger(__name__)
logger.info("Processing started")

Integration Points

All 25 pipeline step scripts use these utilities
MCP tools log through this system
Test framework uses consistent logging

Maintenance

When modifying logging:

Maintain backward compatibility with existing log formats
Ensure thread-safe logging for parallel execution
Test log rotation and file handling

Logging Utilities Module

Logging Utilities Module

Purpose

Key Files

Functionality

Usage

Integration Points

Maintenance

Related Skills

Markdown Converter

Nano Banana Pro

1password

Logging Utilities Module

Purpose

Key Files

Functionality

Usage

Integration Points

Maintenance