204 lines
6.7 KiB
JSON
204 lines
6.7 KiB
JSON
{
|
|
"timestamp": "2026-04-10T06:14:42.873102",
|
|
"training_rows": 239,
|
|
"n_trials": 100,
|
|
"best_predicted_quality": 92.49,
|
|
"best_params": {
|
|
"max_pickup_distance_km": 8.97552336109477,
|
|
"max_kitchen_distance_km": 2.7877044648340705,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8903020193864128,
|
|
"workload_penalty_weight": 53.40488265276959,
|
|
"distance_penalty_weight": 4.354470281012198,
|
|
"cluster_radius_km": 2.2678837392223077,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.4157581126349794
|
|
},
|
|
"validation": {
|
|
"r2_score": 0.7729,
|
|
"mae": 4.771,
|
|
"folds": 5,
|
|
"trust_level": "strong",
|
|
"trust_score": 4,
|
|
"interpretation": "Predictions off by +/-4.8 pts (R2=0.77, trust=strong)"
|
|
},
|
|
"baseline_stats": {
|
|
"avg_quality": 77.02,
|
|
"best_quality": 95.0,
|
|
"worst_quality": 30.0,
|
|
"sample_size": 239
|
|
},
|
|
"feature_importance": {
|
|
"rolling_avg_quality_5": 31.48,
|
|
"quality_delta_10": 23.26,
|
|
"num_orders": 14.8,
|
|
"hour": 13.2,
|
|
"day_of_week": 6.2,
|
|
"num_riders": 4.07,
|
|
"max_kitchen_distance_km": 2.3,
|
|
"max_pickup_distance_km": 1.47,
|
|
"workload_balance_threshold": 1.17,
|
|
"max_orders_per_rider": 0.77,
|
|
"ideal_load": 0.61,
|
|
"is_peak": 0.27,
|
|
"distance_penalty_weight": 0.26,
|
|
"search_time_limit_seconds": 0.06,
|
|
"workload_penalty_weight": 0.05,
|
|
"cluster_radius_km": 0.02,
|
|
"road_factor": 0.0
|
|
},
|
|
"top_trials": [
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 8.97552336109477,
|
|
"max_kitchen_distance_km": 2.7877044648340705,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8903020193864128,
|
|
"workload_penalty_weight": 53.40488265276959,
|
|
"distance_penalty_weight": 4.354470281012198,
|
|
"cluster_radius_km": 2.2678837392223077,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.4157581126349794
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.210519212090116,
|
|
"max_kitchen_distance_km": 2.795071874344803,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.890954590372547,
|
|
"workload_penalty_weight": 57.30546495575571,
|
|
"distance_penalty_weight": 4.2825502929828625,
|
|
"cluster_radius_km": 2.2309970986531154,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.407023035324782
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.223563826442748,
|
|
"max_kitchen_distance_km": 2.808717963029326,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.892196769560021,
|
|
"workload_penalty_weight": 57.15330538045706,
|
|
"distance_penalty_weight": 4.282867731690668,
|
|
"cluster_radius_km": 2.2270651869785745,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.403707328692158
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.157491797214524,
|
|
"max_kitchen_distance_km": 2.810126480283359,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8917683811761372,
|
|
"workload_penalty_weight": 57.74787593216373,
|
|
"distance_penalty_weight": 4.3249511318795255,
|
|
"cluster_radius_km": 2.1959915582659053,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.4003360081268916
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.16568429375528,
|
|
"max_kitchen_distance_km": 2.8090951982962844,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8909300879611156,
|
|
"workload_penalty_weight": 57.96924359592614,
|
|
"distance_penalty_weight": 4.356115233659841,
|
|
"cluster_radius_km": 2.1640543998081037,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.4050040294906794
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.259104291226768,
|
|
"max_kitchen_distance_km": 2.338588217223744,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8941495097259085,
|
|
"workload_penalty_weight": 58.30632718290698,
|
|
"distance_penalty_weight": 4.317355430608995,
|
|
"cluster_radius_km": 2.160490975141093,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.3994981879420294
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.318117638956453,
|
|
"max_kitchen_distance_km": 2.8273035648398968,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.88987932201009,
|
|
"workload_penalty_weight": 57.82043331508467,
|
|
"distance_penalty_weight": 4.317908076902964,
|
|
"cluster_radius_km": 2.165564764616809,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.398943484975189
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.30238269859597,
|
|
"max_kitchen_distance_km": 2.8712278434223046,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8892855074968387,
|
|
"workload_penalty_weight": 59.298723357157364,
|
|
"distance_penalty_weight": 4.253012634451528,
|
|
"cluster_radius_km": 1.962817701799511,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.3987881342234323
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.228587208865775,
|
|
"max_kitchen_distance_km": 2.7902336946097517,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8931229523479859,
|
|
"workload_penalty_weight": 58.672651882896744,
|
|
"distance_penalty_weight": 4.295307426122445,
|
|
"cluster_radius_km": 1.993660839663039,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.3993241972723316
|
|
},
|
|
"score": 92.48632049560547
|
|
},
|
|
{
|
|
"params": {
|
|
"max_pickup_distance_km": 9.199491733110056,
|
|
"max_kitchen_distance_km": 2.8798175414522116,
|
|
"max_orders_per_rider": 18,
|
|
"ideal_load": 2,
|
|
"workload_balance_threshold": 0.8907560961453739,
|
|
"workload_penalty_weight": 59.605005662034905,
|
|
"distance_penalty_weight": 4.267902417175325,
|
|
"cluster_radius_km": 2.0020539902282946,
|
|
"search_time_limit_seconds": 15,
|
|
"road_factor": 1.3959721302394685
|
|
},
|
|
"score": 92.48632049560547
|
|
}
|
|
],
|
|
"pareto_frontier": []
|
|
} |