generic

Imported from Oetgin/namur-recherche (pynguin/src/pynguin/utils/generic/AGENTS.md). Install upstream with npx skills add Oetgin/namur-recherche --skill generic. Copyright stays with the author.

Generic Module - AGENTS.md

Generic algorithms and data structures supporting test generation and constraint solving.

Location: /src/pynguin/utils/generic/

Module Overview

Core algorithmic utilities and generic data structures used across the pynguin framework for test generation, constraint handling, and search operations.

Key Components

Generic Algorithm Support

• Generic algorithmic utilities
• Data structure helpers
• Common algorithmic patterns
• Constraint representation and solving

Search and Optimization

• Utilities for evolutionary algorithms
• Population management helpers
• Fitness calculation support

Integration Points

With Test Generation

• Supports constraint-based test case generation
• Provides data structure utilities for test manipulation
• Generic algorithms for parameter optimization

With Search Operations

• Enables genetic algorithm implementations
• Supports fitness-based selection
• Population management utilities

Common Usage Patterns

# Generic algorithm operations
from pynguin.utils.generic import <module>

# Constraint and data handling
# Algorithm selection and execution

Key Design Patterns

1. Generic Programming - Reusable algorithms independent of data types
2. Data Structure Abstraction - Common interfaces for collections
3. Algorithm Templates - Generic search and optimization patterns

Testing Considerations

• Generic components must work with diverse data types
• Algorithm correctness verified through integration tests
• Performance critical for large search spaces

Documentation timestamp: 2026-01-30

Parent directory: /src/pynguin/utils/