v2/tesla/model_y_bev/2022/ngb_stochastic_aaa9554f/v1/metadata.json
3.4 KB · 115 lines · json Raw
1 {
2 "vehicle": {
3 "vehicle_description": "2022 Tesla Model Y RWD",
4 "powertrain_type": "BEV",
5 "make": "tesla",
6 "model": "model_y",
7 "year": 2022,
8 "variant": "stochastic",
9 "mass_lbs": null,
10 "fuel_type": "ELECTRICITY",
11 "drivetrain": "RWD",
12 "engine": null,
13 "trim": null
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": "ess_kwh_out_ach",
48 "units": "kwh",
49 "dtype": "float32",
50 "constraints": {
51 "lower": null,
52 "upper": null
53 }
54 }
55 ],
56 "predict_method": "raw",
57 "real_world_adjustment_factor": 1.3958
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": "ec223c4862e82b8c6b6b1cce814435648d1647948baa096e77a369c622111d8f"
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 "ess_kwh_out_ach": {
91 "link_root_mean_squared_error": 0.02118903898432864,
92 "link_norm_root_mean_squared_error": 1.9794747629308806,
93 "link_weighted_relative_percent_difference": 0.9099575088767642,
94 "net_error": -0.0013852741696711093,
95 "actual_dist_per_energy": 5.046490401718873,
96 "pred_dist_per_energy": 5.053490872090649,
97 "real_world_pred_dist_per_energy": 3.620497830699704,
98 "trip_relative_percent_difference": 0.9795881526387724,
99 "trip_weighted_relative_percent_difference": 0.6647966145133445,
100 "trip_root_mean_squared_error": 0.036576628313167665,
101 "trip_norm_root_mean_squared_error": 1.2990046286122567,
102 "link_negative_log_likelihood": -2.870244075661448,
103 "link_continuous_ranked_probability_score": 0.008907970392244965,
104 "link_prediction_interval_coverage_probability": 0.96,
105 "trip_negative_log_likelihood": -2.36559449055719,
106 "trip_continuous_ranked_probability_score": 0.015084240129409331,
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:b3af03e0e8e925cecdd52c5fe47f64fb9f7707e39312c8d7c8dc02260d37f614"
115 }