submission_artifacts/planner.json

{
  "dataset_revision": "7f423ac4cb6ab146f7ea7a37872eb4dfc3c9705c",
  "artifact": "submission_artifacts/planner.joblib",
  "quantile": 0.05,
  "event_risk_threshold": 0.5,
  "prediction_offset_days": -5.0,
  "risk_calibration_scale": 1.5,
  "expected_gain_margin": 10.0,
  "expected_service_cost_hours": 2.0,
  "scheduled_fraction": 0.038,
  "capacity_lookback_days": 42,
  "weekly_guard_fraction": 0.95,
  "hard_limit_penalty_multiplier": 1.5,
  "minimum_scheduled_batteries": 8,
  "maximum_scheduled_batteries": 24,
  "calibration_folds": 5,
  "planner_policy": {
    "event_risk_threshold": 0.5,
    "prediction_offset_days": -5.0,
    "building_batch_window_days": 4,
    "unscheduled_margin_days": 1,
    "capacity_lookback_days": 42,
    "capacity_lookahead_days": 21,
    "capacity_daily_limit_fraction": 1.0,
    "capacity_weekly_limit_fraction": 0.95,
    "capacity_limit_penalty_multiplier": 1.5,
    "capacity_operational_cost_weight": 1.5,
    "use_expected_cost": true,
    "risk_calibration_scale": 1.5,
    "expected_event_day_shift": 0.0,
    "expected_service_cost_hours": 2.0,
    "expected_gain_margin": 10.0,
    "expected_emergency_buffer_days": 6.0,
    "stale_risk_cutoff_days": 7.0,
    "recent_gap_risk_factor": 0.75,
    "stale_risk_factor": 0.1,
    "minimum_scheduled_batteries": 8,
    "maximum_scheduled_batteries": 24,
    "route_last_leg_factor": 1.0,
    "survivor_horizon_scale": 1.0,
    "scheduled_fraction": 0.038,
    "risk_quantile_spread_days": 0.0,
    "selection_key": "expected_gain"
  },
  "survivor_rul_head": true,
  "trajectory_weight": 0.25,
  "forecast_heads": [
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    "p30_2.5",
    "p60_2.45",
    "p60_2.5",
    "p90_2.45",
    "p90_2.5",
    "v30",
    "v60",
    "v90"
  ],
  "training_rows": 19890,
  "training_devices": 458,
  "features": [
    "voltage_median",
    "voltage_mean",
    "voltage_min",
    "voltage_max",
    "voltage_std",
    "temperature_median",
    "temperature_std",
    "observations_day",
    "stable_voltage_median",
    "history_days",
    "days_since_previous",
    "voltage_mean_3d",
    "voltage_min_3d",
    "voltage_max_3d",
    "voltage_std_3d",
    "temperature_mean_3d",
    "voltage_slope_3d",
    "span_3d",
    "voltage_mean_7d",
    "voltage_min_7d",
    "voltage_max_7d",
    "voltage_std_7d",
    "temperature_mean_7d",
    "voltage_slope_7d",
    "span_7d",
    "voltage_mean_14d",
    "voltage_min_14d",
    "voltage_max_14d",
    "voltage_std_14d",
    "temperature_mean_14d",
    "voltage_slope_14d",
    "span_14d",
    "voltage_mean_30d",
    "voltage_min_30d",
    "voltage_max_30d",
    "voltage_std_30d",
    "temperature_mean_30d",
    "voltage_slope_30d",
    "span_30d",
    "voltage_mean_60d",
    "voltage_min_60d",
    "voltage_max_60d",
    "voltage_std_60d",
    "temperature_mean_60d",
    "voltage_slope_60d",
    "span_60d",
    "voltage_mean_90d",
    "voltage_min_90d",
    "voltage_max_90d",
    "voltage_std_90d",
    "temperature_mean_90d",
    "voltage_slope_90d",
    "span_90d",
    "voltage_mean_180d",
    "voltage_min_180d",
    "voltage_max_180d",
    "voltage_std_180d",
    "temperature_mean_180d",
    "voltage_slope_180d",
    "span_180d",
    "voltage_mean_365d",
    "voltage_min_365d",
    "voltage_max_365d",
    "voltage_std_365d",
    "temperature_mean_365d",
    "voltage_slope_365d",
    "span_365d",
    "voltage_recent_vs_30d",
    "voltage_recent_vs_90d",
    "voltage_range_day",
    "location_age_days",
    "data_gap_days",
    "voltage_rank_global",
    "voltage_rank_building",
    "voltage_rank_room",
    "building_battery_count",
    "room_battery_count"
  ],
  "artifact_sha256": "3cfca2e7dd2c05ddd84f2eca42a484168a1ab4ad3cd454806ef4e687fe8f1569",
  "runtime_versions": {
    "batteryswap_public": "0.3.4",
    "fastparquet": "2026.5.0",
    "joblib": "1.5.3",
    "numpy": "2.2.6",
    "pandas": "2.3.3",
    "scikit-learn": "1.7.2"
  },
  "validation_report": "artifacts/submission_cv_final.json",
  "optimistic_train_score": {
    "building_change": 10.25,
    "daily_limit": 14.583333333333334,
    "travel": 32.68057291666667,
    "battery_swap": 4.026041666666667,
    "early_swap": 391.3229166666667,
    "weekly_limit": 39.583333333333336,
    "overtime": 51.89251388888891,
    "room_change": 6.75,
    "late_swap": 75.83333333333333,
    "total_cost": 626.9220451388888
  }
}