PR: Add Reproduction Module and Action Tracking System - Githubissues

Dooders / Experiments

Repository for all specific experiments and tests

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PR: Add Reproduction Module and Action Tracking System #43

Closed csmangum closed 1 week ago

csmangum commented 1 week ago

This PR introduces two major enhancements to the simulation system:

A new Reproduction Module using Deep Q-Learning for intelligent agent reproduction
A comprehensive action tracking system for detailed simulation analysis

Key Changes

1. Reproduction Module

Added ReproduceModule with DQN-based decision making
Implemented intelligent reproduction strategies considering:
- Resource levels
- Population density
- Agent health
- Environmental conditions
Added configuration parameters for fine-tuning reproduction behavior
Integrated reproduction action into agent action set

2. Action Tracking System

Added new database tables:
- AgentActions: Tracks detailed action history
- LearningExperiences: Records learning events
Implemented batch processing for action logging
Added action collection system in Environment class
Modified action modules (move, attack, gather, share) to use new tracking system

3. Database Enhancements

Added methods for batch logging actions and experiences
Improved commit handling for better performance
Added new tables and indices for action tracking

4. Documentation

Added comprehensive documentation for Reproduction Module
Updated action module documentation
Added configuration examples and best practices

Performance Considerations

Implemented batch processing for action logging
Optimized database commits
Added efficient state calculations for reproduction decisions