v2/toyota/rav4_hybrid_le_hev/2022/ngb_stochastic_940b80b8/v1/metadata.json
3.7 KB · 133 lines · json Raw
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 "name": "turn_angle",
46 "units": "degrees",
47 "dtype": "float32",
48 "constraints": {
49 "lower": null,
50 "upper": null
51 }
52 }
53 ],
54 "distance": {
55 "name": "miles",
56 "units": "miles",
57 "dtype": "float32",
58 "constraints": {
59 "lower": null,
60 "upper": null
61 }
62 },
63 "target": [
64 {
65 "name": "gge",
66 "units": "gallons_gasoline",
67 "dtype": "float32",
68 "constraints": {
69 "lower": null,
70 "upper": null
71 }
72 }
73 ],
74 "predict_method": "rate",
75 "real_world_adjustment_factor": 1.1252
76 },
77 "estimator": {
78 "estimator_type": "NGBoostEstimator",
79 "model_file": "model.joblib",
80 "architecture_tag": "ngboost",
81 "input_spec": {
82 "lookback": 0,
83 "grouping_column": null,
84 "pad_strategy": "repeat_first"
85 },
86 "estimator_sha256": "9141751578746b6c7b432533f5c2750b565524ca05a020a26d5575095bc765e7"
87 },
88 "provenance": {
89 "source": {
90 "method": "legacy",
91 "original_source": "nrel_v1_json_library",
92 "converted_from": "v1",
93 "dataset_name": null,
94 "dataset_hash": null,
95 "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."
96 },
97 "training": {
98 "test_size": 0.2,
99 "validation_size": null,
100 "random_seed": 42,
101 "trip_column": "trip_id",
102 "trained_date": null
103 }
104 },
105 "errors": {
106 "estimator_errors": {
107 "error_by_target": {
108 "gge": {
109 "link_root_mean_squared_error": 0.0011846557636677457,
110 "link_norm_root_mean_squared_error": 0.8983024840585101,
111 "link_weighted_relative_percent_difference": 0.4095718910176427,
112 "net_error": 0.007696325579649393,
113 "actual_dist_per_energy": 41.08090235719252,
114 "pred_dist_per_energy": 40.7671451352786,
115 "real_world_pred_dist_per_energy": 36.2310212720215,
116 "trip_relative_percent_difference": 0.6137731080920867,
117 "trip_weighted_relative_percent_difference": 0.2897467374627805,
118 "trip_root_mean_squared_error": 0.0019914735393753297,
119 "trip_norm_root_mean_squared_error": 0.5741102027604696,
120 "link_negative_log_likelihood": -5.924566504468805,
121 "link_continuous_ranked_probability_score": 0.0004683374564480044,
122 "link_prediction_interval_coverage_probability": 0.96,
123 "trip_negative_log_likelihood": -5.385648776789723,
124 "trip_continuous_ranked_probability_score": 0.0008187093669369271,
125 "trip_prediction_interval_coverage_probability": 0.96
126 }
127 }
128 }
129 },
130 "routee_version": "1.2.1",
131 "schema_version": 2,
132 "model_digest": "sha256:3a56bcbc351e00703db004c4041d0bde938d3ebecc52c83aab5b18aecf375da0"
133 }