[WIP] Implement Basic Performance Metrics Collection for ALP

[hubbahubba11x]

Implement Basic Performance Metrics Collection for ALP

Description

Task

Add basic performance metrics collection

Acceptance Criteria

• Metrics collection adds less than 5% overhead to learning cycles
• Supports tracking of at least 5 core performance indicators
• Provides configurable logging and reporting
• Can be easily extended for future metrics
• Maintains clean, modular design following project coding standards

Summary of Work

This pull request introduces a lightweight performance metrics collection system for the Adaptive Learning Process (ALP). The implementation will provide core infrastructure to track and report key performance characteristics during learning cycles, enabling better insights into system behavior and optimization opportunities.

Changes Made

• Create src/metrics/performance_metrics.py to define core metrics collection infrastructure
• Implement base MetricsCollector abstract base class
• Add core performance tracking methods (iteration time, resource usage, learning progress)
• Design flexible configuration for metrics collection
• Implement basic logging and reporting mechanisms
• Prepare for extensibility of metrics tracking

Tests

• Verify MetricsCollector can be instantiated and configured
• Test basic performance metric tracking methods
• Validate metrics collection with minimal computational overhead
• Ensure metrics can be easily extended and configured
• Verify logging and reporting of collected metrics

Signatures

Staking Key

BVyt8Mj7KspvZFdZHWDm3kE4Y5UfSCWfX6VgvxCMAci5: LmXSVwH1xbU9em2xPnsX5x7KZXzBoKGYrwVJr9BidfZ9LntCc8HQ9Zzjz6iQZMiN6Pb53qsiUxLUGM36m9DB9Hhcg1cphkCojF8zV52aD8vFWsUhvb1fNTCtN7KV13mtYYWcFGKLptQLjKL6FRQHbsnvPPeNBSN9a36nyjCBkbua6VrREsD3Z4rSa2fnn7ePmd4Dtt8x71gt5TpNkHkuWobRUZhDzQ2WPyqC91fff2REUMHWCx3pzQ1J5t3fyLjhmPEW9A8EGkDJRftD75K8nX2RepNGRMvGTf6eYaHhsvwszQyG3ynDuqrisJkLUtbmk5bzGAGMirHyYwJydXPbwaev7BcaNonnGkwEuYpSNowZZU1U2oy7k6MeH6NGXNY59YrZMvHFkCoETTQzfbo2xKn8gzmvaf5C41vx3EU

Public Key

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