v2/bmw/i3_phev/2016/cnn_base_charge_sustaining_d8b7ef3c/v1/metadata.json
| 1 | { |
| 2 | "vehicle": { |
| 3 | "vehicle_description": "2016_BMW_i3_REx_PHEV_Charge_Sustaining | fastsim 3.1.0 | routee-powertrain 2.0.1", |
| 4 | "powertrain_type": "PHEV_HEV_MODE", |
| 5 | "make": "bmw", |
| 6 | "model": "i3", |
| 7 | "year": 2016, |
| 8 | "variant": "base_charge_sustaining", |
| 9 | "mass_lbs": 3674.82906278988, |
| 10 | "fuel_type": "GASOLINE", |
| 11 | "drivetrain": "FWD", |
| 12 | "engine": null, |
| 13 | "trim": "REx PHEV" |
| 14 | }, |
| 15 | "contract": { |
| 16 | "feature_set": [ |
| 17 | { |
| 18 | "name": "speed_mph", |
| 19 | "units": "mph", |
| 20 | "dtype": "float32", |
| 21 | "constraints": { |
| 22 | "lower": 0.0, |
| 23 | "upper": 120.0 |
| 24 | } |
| 25 | }, |
| 26 | { |
| 27 | "name": "grade_pct", |
| 28 | "units": "percent", |
| 29 | "dtype": "float32", |
| 30 | "constraints": { |
| 31 | "lower": -30.0, |
| 32 | "upper": 30.0 |
| 33 | } |
| 34 | }, |
| 35 | { |
| 36 | "name": "distance_mi", |
| 37 | "units": "miles", |
| 38 | "dtype": "float32", |
| 39 | "constraints": { |
| 40 | "lower": 0.0, |
| 41 | "upper": null |
| 42 | } |
| 43 | }, |
| 44 | { |
| 45 | "name": "link_time", |
| 46 | "units": "seconds", |
| 47 | "dtype": "float32", |
| 48 | "constraints": { |
| 49 | "lower": 0.0, |
| 50 | "upper": null |
| 51 | } |
| 52 | }, |
| 53 | { |
| 54 | "name": "link_sinuosity", |
| 55 | "units": "ratio", |
| 56 | "dtype": "float32", |
| 57 | "constraints": { |
| 58 | "lower": 1.0, |
| 59 | "upper": null |
| 60 | } |
| 61 | }, |
| 62 | { |
| 63 | "name": "link_abs_bearing_delta", |
| 64 | "units": "degrees", |
| 65 | "dtype": "float32", |
| 66 | "constraints": { |
| 67 | "lower": 0.0, |
| 68 | "upper": 180.0 |
| 69 | } |
| 70 | } |
| 71 | ], |
| 72 | "distance": { |
| 73 | "name": "distance_mi", |
| 74 | "units": "miles", |
| 75 | "dtype": "float32", |
| 76 | "constraints": { |
| 77 | "lower": null, |
| 78 | "upper": null |
| 79 | } |
| 80 | }, |
| 81 | "target": [ |
| 82 | { |
| 83 | "name": "fuel_gge", |
| 84 | "units": "gallons gasoline", |
| 85 | "dtype": "float32", |
| 86 | "constraints": { |
| 87 | "lower": null, |
| 88 | "upper": null |
| 89 | } |
| 90 | } |
| 91 | ], |
| 92 | "predict_method": "rate", |
| 93 | "real_world_adjustment_factor": 1.1252 |
| 94 | }, |
| 95 | "estimator": { |
| 96 | "estimator_type": "ONNXEstimator", |
| 97 | "model_file": "model.onnx", |
| 98 | "architecture_tag": "cnn", |
| 99 | "input_spec": { |
| 100 | "lookback": 5, |
| 101 | "grouping_column": "trip_id", |
| 102 | "pad_strategy": "zero" |
| 103 | }, |
| 104 | "estimator_sha256": "2860a7467ca8b68203a84c4da9ef9300380dcf1d7e6f69cd070cfba542742f2a" |
| 105 | }, |
| 106 | "provenance": { |
| 107 | "source": { |
| 108 | "method": "fastsim_simulation", |
| 109 | "fastsim_vehicle_id": "v1/fastsim-3/phev/bmw/i3-rex-phev/2016/base/r1", |
| 110 | "fastsim_vehicles_ref": "r1", |
| 111 | "fastsim_version": "3.1.0", |
| 112 | "pipeline_version": "0.1.0", |
| 113 | "pipeline_run_id": "train_models_train_and_serialize_8d2aa7c7", |
| 114 | "pipeline_repo_ref": "d6f5f14cc12c516041324a117963bd07338ecf33", |
| 115 | "dataset_run_ids": [ |
| 116 | "prepare_training_data_validate_training_data_08363275", |
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| 164 | ], |
| 165 | "data_sources": [ |
| 166 | "wm1" |
| 167 | ], |
| 168 | "notes": "pipeline-derived charge_sustaining split of the referenced fastsim vehicle" |
| 169 | }, |
| 170 | "training": { |
| 171 | "test_size": 0.2, |
| 172 | "validation_size": null, |
| 173 | "random_seed": 52, |
| 174 | "trip_column": "trip_id", |
| 175 | "trained_date": "2026-08-07" |
| 176 | } |
| 177 | }, |
| 178 | "errors": { |
| 179 | "estimator_errors": { |
| 180 | "error_by_target": { |
| 181 | "fuel_gge": { |
| 182 | "link_root_mean_squared_error": 0.0005142546241648677, |
| 183 | "link_norm_root_mean_squared_error": 0.5900690016975456, |
| 184 | "link_weighted_relative_percent_difference": 0.2019392129351894, |
| 185 | "net_error": 0.0025857289947048482, |
| 186 | "actual_dist_per_energy": 56.17571065938474, |
| 187 | "pred_dist_per_energy": 56.03083011735292, |
| 188 | "real_world_pred_dist_per_energy": 49.79632964571003, |
| 189 | "trip_relative_percent_difference": 0.01716205702052448, |
| 190 | "trip_weighted_relative_percent_difference": 0.04792414057024359, |
| 191 | "trip_root_mean_squared_error": 0.005397558318119437, |
| 192 | "trip_norm_root_mean_squared_error": 0.15796481581997407, |
| 193 | "link_negative_log_likelihood": null, |
| 194 | "link_continuous_ranked_probability_score": null, |
| 195 | "link_prediction_interval_coverage_probability": null, |
| 196 | "trip_negative_log_likelihood": null, |
| 197 | "trip_continuous_ranked_probability_score": null, |
| 198 | "trip_prediction_interval_coverage_probability": null |
| 199 | } |
| 200 | } |
| 201 | } |
| 202 | }, |
| 203 | "routee_version": "2.0.1", |
| 204 | "schema_version": 2, |
| 205 | "model_key": "bmw/i3_phev/2016/cnn_base_charge_sustaining_d8b7ef3c", |
| 206 | "model_digest": "sha256:638e62c165c63df1a7508aee0603baf898d1a49d1d337aebd8421205bb28d11f" |
| 207 | } |