Upload all F1 model artifacts (N06–N15)
Browse files- models/k_means_circuit_clustering/circuit_feature_scaler.pkl +3 -0
- models/k_means_circuit_clustering/kmeans_circuit_classifier_k4.pkl +3 -0
- models/lap_time/xgb_laptime_delta_feature_names.json +27 -0
- models/lap_time/xgb_laptime_delta_final.json +1 -0
- models/model_registry.json +6 -0
- models/overtake_probability/calibrator.pkl +3 -0
- models/overtake_probability/lgbm_overtake_v1.pkl +3 -0
- models/overtake_probability/model_config.json +51 -0
- models/overtake_probability/tcn_best_ckpt-v1.ckpt +3 -0
- models/overtake_probability/tcn_best_ckpt-v2.ckpt +3 -0
- models/overtake_probability/tcn_best_ckpt-v3.ckpt +3 -0
- models/overtake_probability/tcn_best_ckpt-v4.ckpt +3 -0
- models/overtake_probability/tcn_best_ckpt.ckpt +3 -0
- models/pit_prediction/hist_pit_p05_v1.pkl +3 -0
- models/pit_prediction/hist_pit_p10_v1.pkl +3 -0
- models/pit_prediction/hist_pit_p50_v1.pkl +3 -0
- models/pit_prediction/hist_pit_p90_v1.pkl +3 -0
- models/pit_prediction/hist_pit_p95_v1.pkl +3 -0
- models/pit_prediction/model_config.json +79 -0
- models/safety_car_probability/calibrator_sc_v1.pkl +3 -0
- models/safety_car_probability/feature_list_v1.json +82 -0
- models/safety_car_probability/lgbm_sc_v1.pkl +3 -0
- models/tire_degradation/mc_dropout_calibration.json +22 -0
- models/tire_degradation/routing_config.json +32 -0
- models/tire_degradation/tiredeg_C1_ft.pt +3 -0
- models/tire_degradation/tiredeg_C2_ft.pt +3 -0
- models/tire_degradation/tiredeg_C3_ft.pt +3 -0
- models/tire_degradation/tiredeg_C4_ft.pt +3 -0
- models/tire_degradation/tiredeg_C5_ft.pt +3 -0
- models/tire_degradation/tiredeg_modelA_v4.pt +3 -0
- models/tire_degradation/tiredeg_modelB_v4.pt +3 -0
- models/xgb_laptime_final.json +0 -0
- models/xgb_laptime_final_feature_names.json +38 -0
- models/xgb_laptime_global_v1.json +0 -0
models/k_means_circuit_clustering/circuit_feature_scaler.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3ba587a370cb4e2aa67e2e1c49162ac126552a76e859976aad610b14bad6a97d
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size 1431
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models/k_means_circuit_clustering/kmeans_circuit_classifier_k4.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:8fd24c81d57005bbfb2d8bd2e6fc981e29fe1aae41ee54bba73d0e3d9acd30e5
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size 1275
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models/lap_time/xgb_laptime_delta_feature_names.json
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[
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"DriverNumber",
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"LapNumber",
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"Stint",
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"TyreLife",
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"FreshTyre",
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"Position",
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"CompoundID",
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"TeamID",
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"LapsSincePitStop",
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"FuelLoad",
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"Year",
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"FuelEffect",
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"Prev_LapTime",
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"Prev_TyreLife",
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"Prev_SpeedST",
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"AirTemp",
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"TrackTemp",
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"Humidity",
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"Rainfall",
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"laps_remaining",
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"Cluster",
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"mean_sector_speed",
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"Prev_DegradationRate",
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"Prev_CumulativeDeg",
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"Prev_DegAcceleration"
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]
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models/lap_time/xgb_laptime_delta_final.json
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models/model_registry.json
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{
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"0": "c:\\Users\\victo\\Desktop\\Documents\\Cuarto A\u00f1o\\TFG\\F1_Strat_Manager\\data\\models\\xgb_laptime_global_v1.json",
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"1": "c:\\Users\\victo\\Desktop\\Documents\\Cuarto A\u00f1o\\TFG\\F1_Strat_Manager\\data\\models\\xgb_laptime_global_v1.json",
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"2": "c:\\Users\\victo\\Desktop\\Documents\\Cuarto A\u00f1o\\TFG\\F1_Strat_Manager\\data\\models\\xgb_laptime_global_v1.json",
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| 5 |
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"3": "c:\\Users\\victo\\Desktop\\Documents\\Cuarto A\u00f1o\\TFG\\F1_Strat_Manager\\data\\models\\xgb_laptime_global_v1.json"
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}
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models/overtake_probability/calibrator.pkl
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:08a8e12a329bde573658ccc9b1862c9d73d93961543cf1588170f64a8bfee9c1
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size 680
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models/overtake_probability/lgbm_overtake_v1.pkl
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:cbb9d0eb0beb2313951bade30ee0d343b1281a59967675cf866d59ec581fc69a
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size 1963788
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models/overtake_probability/model_config.json
ADDED
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{
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"model": "LightGBM binary classifier",
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"version": "v1",
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"model_file": "lgbm_overtake_v1.pkl (joblib, sklearn LGBMClassifier)",
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"features": [
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"gap_ahead_s",
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"pace_delta_s",
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"tyre_life_y",
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"speed_trap_delta",
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| 12 |
+
"LapNumber",
|
| 13 |
+
"drs_window",
|
| 14 |
+
"compound_x",
|
| 15 |
+
"compound_y",
|
| 16 |
+
"circuit_cluster",
|
| 17 |
+
"gap_pace_product",
|
| 18 |
+
"drs_ready_gap",
|
| 19 |
+
"gap_trend",
|
| 20 |
+
"pace_delta_rolling3"
|
| 21 |
+
],
|
| 22 |
+
"categorical_features": [
|
| 23 |
+
"compound_x",
|
| 24 |
+
"compound_y",
|
| 25 |
+
"circuit_cluster"
|
| 26 |
+
],
|
| 27 |
+
"derived_features": {
|
| 28 |
+
"gap_pace_product": "gap_ahead_s * pace_delta_s",
|
| 29 |
+
"drs_ready_gap": "gap_ahead_s * drs_window",
|
| 30 |
+
"gap_trend": "gap_ahead_s[k] - gap_ahead_s[k-1] (per pair per race)",
|
| 31 |
+
"pace_delta_rolling3": "rolling mean(pace_delta_s, 3) (per pair per race)"
|
| 32 |
+
},
|
| 33 |
+
"inference_note": "Compute derived features before predict_proba. Apply calibrator to raw scores.",
|
| 34 |
+
"target": "overtake",
|
| 35 |
+
"train_seasons": [
|
| 36 |
+
2023,
|
| 37 |
+
2024
|
| 38 |
+
],
|
| 39 |
+
"test_season": 2025,
|
| 40 |
+
"n_train": 18277,
|
| 41 |
+
"n_test": 10217,
|
| 42 |
+
"overtake_rate_train": 8.9183,
|
| 43 |
+
"overtake_rate_test": 7.5756,
|
| 44 |
+
"auc_pr_test": 0.5491,
|
| 45 |
+
"auc_roc_test": 0.8758,
|
| 46 |
+
"logloss_test": 0.409,
|
| 47 |
+
"optimal_threshold": 0.7976,
|
| 48 |
+
"scale_pos_weight": 12.0501,
|
| 49 |
+
"n_estimators": 717,
|
| 50 |
+
"calibration": "Platt scaling (LogisticRegression on val 2024 scores)"
|
| 51 |
+
}
|
models/overtake_probability/tcn_best_ckpt-v1.ckpt
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:97148f00fba94260ff04d75230656f1bec90494d3ca38209a460693a28e52dd2
|
| 3 |
+
size 104162
|
models/overtake_probability/tcn_best_ckpt-v2.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
+
size 104162
|
models/overtake_probability/tcn_best_ckpt-v3.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:f2745ace28dd01bb4174e7cce57f458ab4caff8f618470262196758e46fbe2ff
|
| 3 |
+
size 99554
|
models/overtake_probability/tcn_best_ckpt-v4.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:1b2c701cca1c9038258635a42643a3f516b4a3c06b55c986e84d6bd276474177
|
| 3 |
+
size 99554
|
models/overtake_probability/tcn_best_ckpt.ckpt
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
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|
|
|
|
|
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:203f4207aaefd017f5f6dc2efe3da356dabab9741b22707069451f0bdcedcf0a
|
| 3 |
+
size 99554
|
models/pit_prediction/hist_pit_p05_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:569db561c2d227a435b1024d6d244531379b1c65fa979c94cf3dcc7bdaccc836
|
| 3 |
+
size 951664
|
models/pit_prediction/hist_pit_p10_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:a71521ceb24d370780d3a9837ed5f6557932584cd6130bcc8badeb6fcb4e543d
|
| 3 |
+
size 547088
|
models/pit_prediction/hist_pit_p50_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c5f943a29ccdf5db04271342e71dd3edea21d5452198e48184e7f21128be8a5b
|
| 3 |
+
size 867552
|
models/pit_prediction/hist_pit_p90_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:75b1114bc678eb945e0d145603fb02b72920bd5be3341d566a83d0855b65e0e6
|
| 3 |
+
size 547088
|
models/pit_prediction/hist_pit_p95_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:33e1fd0e41d0ed4ca17810ac00ea8c3cc07834fa81a73830461aa7ee49bb549b
|
| 3 |
+
size 952000
|
models/pit_prediction/model_config.json
ADDED
|
@@ -0,0 +1,79 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_version": "v1",
|
| 3 |
+
"target": "physical_stop_est",
|
| 4 |
+
"features": [
|
| 5 |
+
"team",
|
| 6 |
+
"year",
|
| 7 |
+
"tyre_life_in",
|
| 8 |
+
"lap_number",
|
| 9 |
+
"compound_id",
|
| 10 |
+
"compound_change",
|
| 11 |
+
"under_sc",
|
| 12 |
+
"tight_pit_box",
|
| 13 |
+
"team_year_median"
|
| 14 |
+
],
|
| 15 |
+
"cat_features": [
|
| 16 |
+
"team"
|
| 17 |
+
],
|
| 18 |
+
"quantiles": {
|
| 19 |
+
"p05": 0.05,
|
| 20 |
+
"p50": 0.5,
|
| 21 |
+
"p95": 0.95
|
| 22 |
+
},
|
| 23 |
+
"physical_stop_floor_s": 1.5,
|
| 24 |
+
"circuit_traversal_lookup": {
|
| 25 |
+
"Abu Dhabi Grand Prix": 19.7617,
|
| 26 |
+
"Australian Grand Prix": 15.740450000000003,
|
| 27 |
+
"Austrian Grand Prix": 14.92475,
|
| 28 |
+
"Azerbaijan Grand Prix": 18.5914,
|
| 29 |
+
"Bahrain Grand Prix": 22.6685,
|
| 30 |
+
"Belgian Grand Prix": 21.130499999999998,
|
| 31 |
+
"British Grand Prix": 26.8368,
|
| 32 |
+
"Canadian Grand Prix": 21.9512,
|
| 33 |
+
"Chinese Grand Prix": 20.70505,
|
| 34 |
+
"Dutch Grand Prix": 17.6202,
|
| 35 |
+
"Emilia Romagna Grand Prix": 28.123800000000003,
|
| 36 |
+
"Hungarian Grand Prix": 19.656,
|
| 37 |
+
"Italian Grand Prix": 22.3712,
|
| 38 |
+
"Japanese Grand Prix": 21.3928,
|
| 39 |
+
"Las Vegas Grand Prix": 19.205199999999998,
|
| 40 |
+
"Mexico City Grand Prix": 20.562,
|
| 41 |
+
"Miami Grand Prix": 20.4122,
|
| 42 |
+
"Monaco Grand Prix": 22.53705,
|
| 43 |
+
"Qatar Grand Prix": 21.29165,
|
| 44 |
+
"Saudi Arabian Grand Prix": 19.168,
|
| 45 |
+
"Singapore Grand Prix": 27.5119,
|
| 46 |
+
"Spanish Grand Prix": 19.96405,
|
| 47 |
+
"S\u00e3o Paulo Grand Prix": 17.2244,
|
| 48 |
+
"United States Grand Prix": 22.1354
|
| 49 |
+
},
|
| 50 |
+
"label_encoder_classes": {
|
| 51 |
+
"team": [
|
| 52 |
+
"Alfa Romeo",
|
| 53 |
+
"AlphaTauri",
|
| 54 |
+
"Alpine",
|
| 55 |
+
"Aston Martin",
|
| 56 |
+
"Ferrari",
|
| 57 |
+
"Haas F1 Team",
|
| 58 |
+
"Kick Sauber",
|
| 59 |
+
"McLaren",
|
| 60 |
+
"Mercedes",
|
| 61 |
+
"RB",
|
| 62 |
+
"Red Bull Racing",
|
| 63 |
+
"Williams"
|
| 64 |
+
]
|
| 65 |
+
},
|
| 66 |
+
"train_years": [
|
| 67 |
+
2023,
|
| 68 |
+
2024
|
| 69 |
+
],
|
| 70 |
+
"test_year": 2025,
|
| 71 |
+
"eval": {
|
| 72 |
+
"p50_mae_test": 0.487,
|
| 73 |
+
"p05_pinball_test": 0.0377,
|
| 74 |
+
"p95_pinball_test": 0.1102,
|
| 75 |
+
"p05_p95_coverage_test": 0.7047,
|
| 76 |
+
"baseline_mae_test": 1.677
|
| 77 |
+
},
|
| 78 |
+
"inference_note": "physical_stop_est = model.predict(features) [P05/P50/P95]; total_pit_s = physical_stop_est + circuit_traversal_lookup[circuit]"
|
| 79 |
+
}
|
models/safety_car_probability/calibrator_sc_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ec8361dd6bce6d80100f95a60c8e450baafc043eadc702c552633bacf42e5108
|
| 3 |
+
size 831
|
models/safety_car_probability/feature_list_v1.json
ADDED
|
@@ -0,0 +1,82 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_version": "lgbm_sc_v1",
|
| 3 |
+
"features": [
|
| 4 |
+
"lap_time_mean_z",
|
| 5 |
+
"lap_time_std_z",
|
| 6 |
+
"lap_time_min_z",
|
| 7 |
+
"lap_time_cv",
|
| 8 |
+
"lap_time_trend_5",
|
| 9 |
+
"n_drivers",
|
| 10 |
+
"n_drivers_delta",
|
| 11 |
+
"tyre_life_mean",
|
| 12 |
+
"tyre_life_max",
|
| 13 |
+
"tyre_age_high_risk_count",
|
| 14 |
+
"active_pitstop_count",
|
| 15 |
+
"outlap_drivers",
|
| 16 |
+
"track_status_enc",
|
| 17 |
+
"status_changed",
|
| 18 |
+
"status_change_direction",
|
| 19 |
+
"yellow_escalation_count",
|
| 20 |
+
"laps_since_last_yellow",
|
| 21 |
+
"had_incident_msg",
|
| 22 |
+
"incident_escalation",
|
| 23 |
+
"yellow_sectors_this_lap",
|
| 24 |
+
"yellow_sectors_prev3",
|
| 25 |
+
"rcm_incident_count_prev3",
|
| 26 |
+
"track_temp",
|
| 27 |
+
"air_temp",
|
| 28 |
+
"humidity",
|
| 29 |
+
"track_temp_delta",
|
| 30 |
+
"circuit_cluster",
|
| 31 |
+
"circuit_sc_rate",
|
| 32 |
+
"lap_pct",
|
| 33 |
+
"is_lap1",
|
| 34 |
+
"anomaly_and_yellow",
|
| 35 |
+
"lap1_chaos"
|
| 36 |
+
],
|
| 37 |
+
"target": "sc_within_3_laps",
|
| 38 |
+
"best_threshold": 0.2335,
|
| 39 |
+
"train_years": [
|
| 40 |
+
2023,
|
| 41 |
+
2024
|
| 42 |
+
],
|
| 43 |
+
"test_year": 2025,
|
| 44 |
+
"target_comparison": {
|
| 45 |
+
"3-lap": {
|
| 46 |
+
"target_col": "sc_within_3_laps",
|
| 47 |
+
"auc_pr": 0.0723,
|
| 48 |
+
"auc_roc": 0.6411,
|
| 49 |
+
"baseline": 0.0432,
|
| 50 |
+
"lift": 1.673
|
| 51 |
+
},
|
| 52 |
+
"5-lap": {
|
| 53 |
+
"target_col": "sc_within_5_laps",
|
| 54 |
+
"auc_pr": 0.0987,
|
| 55 |
+
"auc_roc": 0.5962,
|
| 56 |
+
"baseline": 0.0683,
|
| 57 |
+
"lift": 1.444
|
| 58 |
+
},
|
| 59 |
+
"7-lap": {
|
| 60 |
+
"target_col": "sc_within_7_laps",
|
| 61 |
+
"auc_pr": 0.1165,
|
| 62 |
+
"auc_roc": 0.5642,
|
| 63 |
+
"baseline": 0.0905,
|
| 64 |
+
"lift": 1.287
|
| 65 |
+
}
|
| 66 |
+
},
|
| 67 |
+
"metrics": {
|
| 68 |
+
"val_2fold_cv_auc_pr": 0.0865,
|
| 69 |
+
"test_auc_pr": 0.0723,
|
| 70 |
+
"test_auc_pr_calibrated": 0.0723,
|
| 71 |
+
"test_auc_roc": 0.6411,
|
| 72 |
+
"baseline_auc_pr": 0.0432,
|
| 73 |
+
"best_f2": 0.2537
|
| 74 |
+
},
|
| 75 |
+
"calibration": {
|
| 76 |
+
"method": "platt",
|
| 77 |
+
"fitted_on": "val_2024",
|
| 78 |
+
"coef": 5.759313,
|
| 79 |
+
"intercept": -5.47717
|
| 80 |
+
},
|
| 81 |
+
"inference_note": "1) raw_p = model.predict_proba(X)[:,1] 2) cal_p = calibrator.predict_proba(raw_p.reshape(-1,1))[:,1] 3) P(SC in N laps) = 1 - prod(1 - cal_p_k for k in 1..N)"
|
| 82 |
+
}
|
models/safety_car_probability/lgbm_sc_v1.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b2fc491d1fd56ec58976b152870291c751273ba91693fb818bfd485f537bc4ff
|
| 3 |
+
size 388988
|
models/tire_degradation/mc_dropout_calibration.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"C2": {
|
| 3 |
+
"mean_sigma_s": 0.1244,
|
| 4 |
+
"p95_sigma_s": 0.1643,
|
| 5 |
+
"max_sigma_s": 0.1878
|
| 6 |
+
},
|
| 7 |
+
"C4": {
|
| 8 |
+
"mean_sigma_s": 0.1504,
|
| 9 |
+
"p95_sigma_s": 0.1974,
|
| 10 |
+
"max_sigma_s": 0.2057
|
| 11 |
+
},
|
| 12 |
+
"C5": {
|
| 13 |
+
"mean_sigma_s": 0.1549,
|
| 14 |
+
"p95_sigma_s": 0.1953,
|
| 15 |
+
"max_sigma_s": 0.2071
|
| 16 |
+
},
|
| 17 |
+
"C6": {
|
| 18 |
+
"mean_sigma_s": 0.2621,
|
| 19 |
+
"p95_sigma_s": 0.4233,
|
| 20 |
+
"max_sigma_s": 0.4654
|
| 21 |
+
}
|
| 22 |
+
}
|
models/tire_degradation/routing_config.json
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
|
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|
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|
|
|
|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"C1": {
|
| 3 |
+
"bundle": "tiredeg_C1_ft.pt",
|
| 4 |
+
"window": 25,
|
| 5 |
+
"model": "fine-tuned"
|
| 6 |
+
},
|
| 7 |
+
"C2": {
|
| 8 |
+
"bundle": "tiredeg_C2_ft.pt",
|
| 9 |
+
"window": 31,
|
| 10 |
+
"model": "fine-tuned"
|
| 11 |
+
},
|
| 12 |
+
"C3": {
|
| 13 |
+
"bundle": "tiredeg_C3_ft.pt",
|
| 14 |
+
"window": 30,
|
| 15 |
+
"model": "fine-tuned"
|
| 16 |
+
},
|
| 17 |
+
"C4": {
|
| 18 |
+
"bundle": "tiredeg_C4_ft.pt",
|
| 19 |
+
"window": 26,
|
| 20 |
+
"model": "fine-tuned"
|
| 21 |
+
},
|
| 22 |
+
"C5": {
|
| 23 |
+
"bundle": "tiredeg_C5_ft.pt",
|
| 24 |
+
"window": 22,
|
| 25 |
+
"model": "fine-tuned"
|
| 26 |
+
},
|
| 27 |
+
"C6": {
|
| 28 |
+
"bundle": "tiredeg_modelA_v4.pt",
|
| 29 |
+
"window": 28,
|
| 30 |
+
"model": "global"
|
| 31 |
+
}
|
| 32 |
+
}
|
models/tire_degradation/tiredeg_C1_ft.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e07549faf350915e0223770142a88c022412527c9e08360ac0a8ed038f7daf9a
|
| 3 |
+
size 427959
|
models/tire_degradation/tiredeg_C2_ft.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:34da0b0f1f2211337e5de32f6f8a77d9dc994fe5783801ca01c9c798c743b0ed
|
| 3 |
+
size 428023
|
models/tire_degradation/tiredeg_C3_ft.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dc76d3cf564450cdff2659ae82d5bec34a156293cac499cc73ad9c532027a44f
|
| 3 |
+
size 428023
|
models/tire_degradation/tiredeg_C4_ft.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c1e7d65bc54df607a9d853e02baf2f2d666657b13282433c604cc2f35989a156
|
| 3 |
+
size 427959
|
models/tire_degradation/tiredeg_C5_ft.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a79626d45dd3cc227e0acd5869d20cb3bf8e437dcf70e5b9283b9be952826665
|
| 3 |
+
size 428023
|
models/tire_degradation/tiredeg_modelA_v4.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f802692a3f1f37e56b05be5cef1d4d55df8d9acda6a37801a59b87dc070467ea
|
| 3 |
+
size 427191
|
models/tire_degradation/tiredeg_modelB_v4.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:400f579bcf22e42cbdb40cec8efa5dd32d85f62f177d7114774fefb9f4449f68
|
| 3 |
+
size 423991
|
models/xgb_laptime_final.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
models/xgb_laptime_final_feature_names.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
"DriverNumber",
|
| 3 |
+
"LapNumber",
|
| 4 |
+
"Stint",
|
| 5 |
+
"SpeedI1",
|
| 6 |
+
"SpeedI2",
|
| 7 |
+
"SpeedFL",
|
| 8 |
+
"SpeedST",
|
| 9 |
+
"TyreLife",
|
| 10 |
+
"FreshTyre",
|
| 11 |
+
"Position",
|
| 12 |
+
"CompoundID",
|
| 13 |
+
"TeamID",
|
| 14 |
+
"LapsSincePitStop",
|
| 15 |
+
"FuelLoad",
|
| 16 |
+
"Year",
|
| 17 |
+
"FuelEffect",
|
| 18 |
+
"FuelAdjustedDegPercent",
|
| 19 |
+
"Prev_LapTime",
|
| 20 |
+
"Prev_TyreLife",
|
| 21 |
+
"Prev_SpeedST",
|
| 22 |
+
"LapTime_Delta",
|
| 23 |
+
"SpeedI1_Delta",
|
| 24 |
+
"SpeedI2_Delta",
|
| 25 |
+
"SpeedFL_Delta",
|
| 26 |
+
"SpeedST_Delta",
|
| 27 |
+
"LapTime_Trend",
|
| 28 |
+
"DegradationRate",
|
| 29 |
+
"CumulativeDeg",
|
| 30 |
+
"DegAcceleration",
|
| 31 |
+
"AirTemp",
|
| 32 |
+
"TrackTemp",
|
| 33 |
+
"Humidity",
|
| 34 |
+
"Rainfall",
|
| 35 |
+
"laps_remaining",
|
| 36 |
+
"Cluster",
|
| 37 |
+
"mean_sector_speed"
|
| 38 |
+
]
|
models/xgb_laptime_global_v1.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|