v2/toyota/rav4_hybrid_le_hev/2022/ngb_stochastic_02107a97/v1/metadata.json
| 1 | { |
| 2 | "vehicle": { |
| 3 | "vehicle_description": "2022 Toyota RAV4 Hybrid LE", |
| 4 | "powertrain_type": "HEV", |
| 5 | "make": "toyota", |
| 6 | "model": "rav4_hybrid_le", |
| 7 | "year": 2022, |
| 8 | "variant": "stochastic", |
| 9 | "mass_lbs": null, |
| 10 | "fuel_type": "GASOLINE", |
| 11 | "drivetrain": null, |
| 12 | "engine": null, |
| 13 | "trim": "le" |
| 14 | }, |
| 15 | "contract": { |
| 16 | "feature_set": [ |
| 17 | { |
| 18 | "name": "speed_mph", |
| 19 | "units": "mph", |
| 20 | "dtype": "float32", |
| 21 | "constraints": { |
| 22 | "lower": null, |
| 23 | "upper": null |
| 24 | } |
| 25 | }, |
| 26 | { |
| 27 | "name": "grade_dec", |
| 28 | "units": "decimal", |
| 29 | "dtype": "float32", |
| 30 | "constraints": { |
| 31 | "lower": null, |
| 32 | "upper": null |
| 33 | } |
| 34 | }, |
| 35 | { |
| 36 | "name": "road_class", |
| 37 | "units": "category", |
| 38 | "dtype": "float32", |
| 39 | "constraints": { |
| 40 | "lower": null, |
| 41 | "upper": null |
| 42 | } |
| 43 | } |
| 44 | ], |
| 45 | "distance": { |
| 46 | "name": "miles", |
| 47 | "units": "miles", |
| 48 | "dtype": "float32", |
| 49 | "constraints": { |
| 50 | "lower": null, |
| 51 | "upper": null |
| 52 | } |
| 53 | }, |
| 54 | "target": [ |
| 55 | { |
| 56 | "name": "gge", |
| 57 | "units": "gallons_gasoline", |
| 58 | "dtype": "float32", |
| 59 | "constraints": { |
| 60 | "lower": null, |
| 61 | "upper": null |
| 62 | } |
| 63 | } |
| 64 | ], |
| 65 | "predict_method": "rate", |
| 66 | "real_world_adjustment_factor": 1.1252 |
| 67 | }, |
| 68 | "estimator": { |
| 69 | "estimator_type": "NGBoostEstimator", |
| 70 | "model_file": "model.joblib", |
| 71 | "architecture_tag": "ngboost", |
| 72 | "input_spec": { |
| 73 | "lookback": 0, |
| 74 | "grouping_column": null, |
| 75 | "pad_strategy": "repeat_first" |
| 76 | }, |
| 77 | "estimator_sha256": "7613925e09700ea3b069e8d6ad2b46f8aa3bcfe241dcba8808fc713098c11832" |
| 78 | }, |
| 79 | "provenance": { |
| 80 | "source": { |
| 81 | "method": "legacy", |
| 82 | "original_source": "nrel_v1_json_library", |
| 83 | "converted_from": "v1", |
| 84 | "dataset_name": null, |
| 85 | "dataset_hash": null, |
| 86 | "notes": "Converted from the legacy v1 JSON model library. The v1 format recorded no simulator, pipeline, or dataset information, so none is available for these models." |
| 87 | }, |
| 88 | "training": { |
| 89 | "test_size": 0.2, |
| 90 | "validation_size": null, |
| 91 | "random_seed": 42, |
| 92 | "trip_column": "trip_id", |
| 93 | "trained_date": null |
| 94 | } |
| 95 | }, |
| 96 | "errors": { |
| 97 | "estimator_errors": { |
| 98 | "error_by_target": { |
| 99 | "gge": { |
| 100 | "link_root_mean_squared_error": 0.0011845040633372305, |
| 101 | "link_norm_root_mean_squared_error": 0.8981874525127111, |
| 102 | "link_weighted_relative_percent_difference": 0.40958757627828707, |
| 103 | "net_error": 0.007719235651826618, |
| 104 | "actual_dist_per_energy": 41.08090235719252, |
| 105 | "pred_dist_per_energy": 40.76621831141291, |
| 106 | "real_world_pred_dist_per_energy": 36.23019757502033, |
| 107 | "trip_relative_percent_difference": 0.6137891265777545, |
| 108 | "trip_weighted_relative_percent_difference": 0.28968669598628194, |
| 109 | "trip_root_mean_squared_error": 0.0019901264084744323, |
| 110 | "trip_norm_root_mean_squared_error": 0.5737218463101491, |
| 111 | "link_negative_log_likelihood": -5.918505653840009, |
| 112 | "link_continuous_ranked_probability_score": 0.0004663567860018353, |
| 113 | "link_prediction_interval_coverage_probability": 0.96, |
| 114 | "trip_negative_log_likelihood": -5.369786937615079, |
| 115 | "trip_continuous_ranked_probability_score": 0.0008133886870728619, |
| 116 | "trip_prediction_interval_coverage_probability": 0.96 |
| 117 | } |
| 118 | } |
| 119 | } |
| 120 | }, |
| 121 | "routee_version": "1.2.1", |
| 122 | "schema_version": 2, |
| 123 | "model_digest": "sha256:2382a0fcbd46e61c71212982f8ecfbf99001b7bb908732834a4bf60fb051a404" |
| 124 | } |