aprender-simulate 0.30.0

Unified Simulation Engine for the Sovereign AI Stack
Documentation
{
  "benchmark": "TSP GRASP Algorithm",
  "version": "1.0.0",
  "timestamp": "2024-12-12T00:00:00Z",
  "hardware": {
    "cpu": "AMD Ryzen 9 5950X",
    "cores": 16,
    "ram_gb": 64,
    "os": "Linux 6.8"
  },
  "results": {
    "grasp_iteration_25": {
      "metric": "execution_time_ns",
      "sample_size": 100,
      "mean": 1234567,
      "std": 45678,
      "ci_lower": 1225678,
      "ci_upper": 1243456,
      "confidence_level": 0.95,
      "effect_size": {
        "cohens_d": 0.73,
        "interpretation": "medium"
      }
    },
    "grasp_iteration_50": {
      "metric": "execution_time_ns",
      "sample_size": 100,
      "mean": 4567890,
      "std": 123456,
      "ci_lower": 4543567,
      "ci_upper": 4592213,
      "confidence_level": 0.95,
      "effect_size": {
        "cohens_d": 0.85,
        "interpretation": "large"
      }
    },
    "two_opt_improvement": {
      "metric": "tour_length_reduction_percent",
      "sample_size": 100,
      "mean": 15.3,
      "std": 3.2,
      "ci_lower": 14.7,
      "ci_upper": 15.9,
      "confidence_level": 0.95,
      "effect_size": {
        "cohens_d": 1.23,
        "interpretation": "large"
      }
    },
    "optimality_gap": {
      "metric": "gap_to_lower_bound_percent",
      "sample_size": 100,
      "mean": 18.5,
      "std": 4.1,
      "ci_lower": 17.7,
      "ci_upper": 19.3,
      "confidence_level": 0.95,
      "threshold": 25.0,
      "passed": true
    }
  },
  "statistical_tests": {
    "greedy_vs_random": {
      "test": "paired_t_test",
      "t_statistic": 12.45,
      "p_value": 0.0001,
      "effect_size": 1.56,
      "conclusion": "Greedy significantly outperforms random (p < 0.001, large effect)"
    }
  }
}