Datasets:
Modalities:
Text
Formats:
json
Size:
< 1K
Tags:
retail
inventory-optimization
predict-then-optimize
chronos-2
operations-research
stochastic-programming
License:
| { | |
| "instance_id": "oil_shock_s123", | |
| "scenario_id": "oil_shock", | |
| "seed": 123, | |
| "oracle_cost": 32842.63, | |
| "forecast_decoupling": false, | |
| "insight": "For this scenario, deterministic_p50 aligns forecast accuracy and decision cost optimality.", | |
| "policies": [ | |
| { | |
| "policy": "naive_ma", | |
| "mae": 8.65, | |
| "rmse": 11.518, | |
| "total_cost": 38199.89, | |
| "stockout_cost": 18502.05, | |
| "holding_cost": 513.61, | |
| "waste_cost": 4732.58, | |
| "service_level": 0.9029499999999999, | |
| "decision_regret": 5357.260000000002, | |
| "runtime_sec": 0.0115 | |
| }, | |
| { | |
| "policy": "deterministic_p50", | |
| "mae": 7.125, | |
| "rmse": 8.513, | |
| "total_cost": 35850.89, | |
| "stockout_cost": 2.97, | |
| "holding_cost": 519.67, | |
| "waste_cost": 19436.9, | |
| "service_level": 1.0, | |
| "decision_regret": 3008.260000000002, | |
| "runtime_sec": 0.0115 | |
| }, | |
| { | |
| "policy": "quantile_stochastic", | |
| "mae": 7.227, | |
| "rmse": 8.647, | |
| "total_cost": 47805.36, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1044.72, | |
| "waste_cost": 30457.46, | |
| "service_level": 1.0, | |
| "decision_regret": 14962.730000000003, | |
| "runtime_sec": 0.0407 | |
| }, | |
| { | |
| "policy": "quantile_robust", | |
| "mae": 7.335, | |
| "rmse": 8.757, | |
| "total_cost": 65081.6, | |
| "stockout_cost": 0.0, | |
| "holding_cost": 1259.78, | |
| "waste_cost": 47239.99, | |
| "service_level": 1.0, | |
| "decision_regret": 32238.97, | |
| "runtime_sec": 0.0402 | |
| } | |
| ] | |
| } |