Examples

Complete simulation examples demonstrating SimCraft capabilities.

Available Examples

• M/M/1 Queue Example
  • Overview
  • Queueing Theory Background
  • Code Walkthrough
  • Running the Example
  • Sample Output
  • Extending the Example
  • Source Code
• Manufacturing Example
  • Overview
  • The Manufacturing Process
  • Code Walkthrough
  • Running the Example
  • Sample Output
  • Key Patterns Demonstrated
  • Extensions
  • Source Code
• Port Terminal Example
  • Overview
  • Terminal Operations
  • Code Walkthrough
  • RL Integration
  • Running the Example
  • Sample Output
  • Key Patterns
  • Source Code

Example Overview

Example	Complexity	Concepts Demonstrated
M/M/1 Queue	Beginner	Basic events, server, statistics, theoretical validation
Manufacturing	Intermediate	Multi-step routing, constraints, batch processing
Port Terminal	Advanced	Multiple resources, decision points, RL integration

Running Examples

All examples can be run from the examples module:

from simcraft.examples import mm1_queue, manufacturing, port_terminal

# Run M/M/1 queue
mm1_queue.run_mm1_example()

# Run manufacturing simulation
manufacturing.run_manufacturing_example()

# Run port terminal simulation
port_terminal.run_port_example()

Or run directly from the command line:

python -m simcraft.examples.mm1_queue
python -m simcraft.examples.manufacturing
python -m simcraft.examples.port_terminal

Learning Path

1. Start with M/M/1 Queue: Learn the basics of event scheduling, servers, and statistics collection. Validate against theoretical results.

2. Progress to Manufacturing: Understand multi-step processes, quality constraints, and batch processing.

3. Master Port Terminal: See how to build complex simulations with multiple resource types and RL integration points.