v2/toyota/rav4_hybrid_le_hev/2022/ngb_stochastic_aaa9554f/v1/metadata.json
3.4 KB · 115 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 "distance": {
37 "name": "miles",
38 "units": "miles",
39 "dtype": "float32",
40 "constraints": {
41 "lower": null,
42 "upper": null
43 }
44 },
45 "target": [
46 {
47 "name": "gge",
48 "units": "gallons_gasoline",
49 "dtype": "float32",
50 "constraints": {
51 "lower": null,
52 "upper": null
53 }
54 }
55 ],
56 "predict_method": "rate",
57 "real_world_adjustment_factor": 1.1252
58 },
59 "estimator": {
60 "estimator_type": "NGBoostEstimator",
61 "model_file": "model.joblib",
62 "architecture_tag": "ngboost",
63 "input_spec": {
64 "lookback": 0,
65 "grouping_column": null,
66 "pad_strategy": "repeat_first"
67 },
68 "estimator_sha256": "62003438194932b8182ed6616b37b1666fc550de3fa3fc4684c04c4b3588fd24"
69 },
70 "provenance": {
71 "source": {
72 "method": "legacy",
73 "original_source": "nrel_v1_json_library",
74 "converted_from": "v1",
75 "dataset_name": null,
76 "dataset_hash": null,
77 "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."
78 },
79 "training": {
80 "test_size": 0.2,
81 "validation_size": null,
82 "random_seed": 42,
83 "trip_column": "trip_id",
84 "trained_date": null
85 }
86 },
87 "errors": {
88 "estimator_errors": {
89 "error_by_target": {
90 "gge": {
91 "link_root_mean_squared_error": 0.0011851764656634258,
92 "link_norm_root_mean_squared_error": 0.8986973227201019,
93 "link_weighted_relative_percent_difference": 0.4099880347252479,
94 "net_error": 0.008198090559066245,
95 "actual_dist_per_energy": 41.08090235719252,
96 "pred_dist_per_energy": 40.74685594218129,
97 "real_world_pred_dist_per_energy": 36.21298963933632,
98 "trip_relative_percent_difference": 0.6143170096050677,
99 "trip_weighted_relative_percent_difference": 0.28994217147872237,
100 "trip_root_mean_squared_error": 0.0019919121184919157,
101 "trip_norm_root_mean_squared_error": 0.5742366381564572,
102 "link_negative_log_likelihood": -5.920631662392202,
103 "link_continuous_ranked_probability_score": 0.0004682415143360153,
104 "link_prediction_interval_coverage_probability": 0.96,
105 "trip_negative_log_likelihood": -5.381685876128316,
106 "trip_continuous_ranked_probability_score": 0.0008173454116290204,
107 "trip_prediction_interval_coverage_probability": 0.96
108 }
109 }
110 }
111 },
112 "routee_version": "1.2.1",
113 "schema_version": 2,
114 "model_digest": "sha256:790547f385dcf5396bdc1b70c18b9b25488489c17fecd2c0cec89b5863cd52c4"
115 }