gnn-shared-utilities

name	gnn-shared-utilities
description	GNN shared utility functions and helper modules. Use when working with common pipeline utilities, logging helpers, file I/O wrappers, path management, or pipeline template infrastructure.

GNN Shared Utilities

Purpose

Provides shared utility functions, helper modules, and common infrastructure used across all 25 pipeline steps. Includes logging, error handling, configuration, dependency validation, and the standardized pipeline template.

Key Commands

# Utils is a shared library — not run directly but imported by all pipeline steps.
# Validate pipeline dependencies
python -c "from utils import validate_pipeline_dependencies; validate_pipeline_dependencies()"

# Check optional dependency status
python -c "from utils import get_dependency_status; print(get_dependency_status())"

# Run pipeline health check
python -c "from utils import generate_pipeline_health_report; print(generate_pipeline_health_report())"

Key Modules

Module	Key Exports	Purpose
pipeline_template	log_step_start, log_step_success, log_step_error, log_step_warning	Visual step logging
logging	PipelineLogger, setup_step_logging, StructuredLogger	Structured logging