v2/tesla/model_y_bev/2022/ngb_stochastic_db8522fb/v1/metadata.json
3.2 KB · 106 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 "distance": {
28 "name": "miles",
29 "units": "miles",
30 "dtype": "float32",
31 "constraints": {
32 "lower": null,
33 "upper": null
34 }
35 },
36 "target": [
37 {
38 "name": "ess_kwh_out_ach",
39 "units": "kwh",
40 "dtype": "float32",
41 "constraints": {
42 "lower": null,
43 "upper": null
44 }
45 }
46 ],
47 "predict_method": "raw",
48 "real_world_adjustment_factor": 1.3958
49 },
50 "estimator": {
51 "estimator_type": "NGBoostEstimator",
52 "model_file": "model.joblib",
53 "architecture_tag": "ngboost",
54 "input_spec": {
55 "lookback": 0,
56 "grouping_column": null,
57 "pad_strategy": "repeat_first"
58 },
59 "estimator_sha256": "3d3d27b72259328a0aded6d51d8000461b19da4535153dba62ff92d44edf2c0d"
60 },
61 "provenance": {
62 "source": {
63 "method": "legacy",
64 "original_source": "nrel_v1_json_library",
65 "converted_from": "v1",
66 "dataset_name": null,
67 "dataset_hash": null,
68 "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."
69 },
70 "training": {
71 "test_size": 0.2,
72 "validation_size": null,
73 "random_seed": 42,
74 "trip_column": "trip_id",
75 "trained_date": null
76 }
77 },
78 "errors": {
79 "estimator_errors": {
80 "error_by_target": {
81 "ess_kwh_out_ach": {
82 "link_root_mean_squared_error": 0.023439076518577146,
83 "link_norm_root_mean_squared_error": 2.189672710935329,
84 "link_weighted_relative_percent_difference": 0.9925366108068828,
85 "net_error": -0.0016478045385159938,
86 "actual_dist_per_energy": 5.046490401718873,
87 "pred_dist_per_energy": 5.054819756655269,
88 "real_world_pred_dist_per_energy": 3.621449890138463,
89 "trip_relative_percent_difference": 1.0160623347445805,
90 "trip_weighted_relative_percent_difference": 0.7193603071345648,
91 "trip_root_mean_squared_error": 0.03993396013792255,
92 "trip_norm_root_mean_squared_error": 1.4182389534057696,
93 "link_negative_log_likelihood": -2.8300327346266103,
94 "link_continuous_ranked_probability_score": 0.00973319331788821,
95 "link_prediction_interval_coverage_probability": 0.96,
96 "trip_negative_log_likelihood": -2.3178958936886946,
97 "trip_continuous_ranked_probability_score": 0.016502902639738217,
98 "trip_prediction_interval_coverage_probability": 0.95
99 }
100 }
101 }
102 },
103 "routee_version": "1.2.1",
104 "schema_version": 2,
105 "model_digest": "sha256:119a590a6566009f64ca3ea93355192a427a1b0bfb211badd8f73ba71d4195f9"
106 }