| === [2026-06-29T20:10:32.9944455+03:00] Regenerating structured POV heads on canonical official_hltv === | |
| --- [2026-06-29T20:10:33.0052113+03:00] enemy-belief --- | |
| { | |
| "mode": "pov_structured_oracle_extractor", | |
| "n_train": 24127, | |
| "n_holdout": 5651, | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "target_cols": [ | |
| "target_enemy_zone_0", | |
| "target_enemy_zone_1", | |
| "target_enemy_zone_2", | |
| "target_enemy_zone_3", | |
| "target_enemy_zone_4", | |
| "target_enemy_zone_5", | |
| "target_enemy_zone_6", | |
| "target_enemy_zone_7" | |
| ], | |
| "best_epoch": 6, | |
| "train": { | |
| "nll": 1.2132, | |
| "top1": 0.6323, | |
| "top3": 0.9215, | |
| "ece": 0.1343, | |
| "mean_entropy": 0.6013 | |
| }, | |
| "holdout": { | |
| "nll": 1.4283, | |
| "top1": 0.5174, | |
| "top3": 0.845, | |
| "ece": 0.0453, | |
| "mean_entropy": 0.6321 | |
| }, | |
| "baseline_map_side_time_prior": { | |
| "nll": 1.6177, | |
| "top1": 0.4176, | |
| "top3": 0.7531 | |
| }, | |
| "beats_prior_nll": true, | |
| "beats_prior_top1": true, | |
| "provenance_gate": { | |
| "checked": true, | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ] | |
| } | |
| } | |
| wrote official_hltv\planner_bundle\pov_enemy_belief_head.pt | |
| wrote official_hltv\pov_enemy_belief_report.json | |
| --- [2026-06-29T20:10:41.8214903+03:00] utility-threat --- | |
| { | |
| "mode": "pov_structured_oracle_extractor", | |
| "n_train": 24127, | |
| "n_holdout": 5651, | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "binary_target_cols": [ | |
| "target_enemy_utility_flash_0_5s", | |
| "target_enemy_utility_smoke_0_5s", | |
| "target_enemy_utility_he_0_5s", | |
| "target_enemy_utility_molotov_0_5s", | |
| "target_enemy_utility_flash_5_10s", | |
| "target_enemy_utility_smoke_5_10s", | |
| "target_enemy_utility_he_5_10s", | |
| "target_enemy_utility_molotov_5_10s", | |
| "target_enemy_utility_flash_10_20s", | |
| "target_enemy_utility_smoke_10_20s", | |
| "target_enemy_utility_he_10_20s", | |
| "target_enemy_utility_molotov_10_20s" | |
| ], | |
| "local_target_cols": [ | |
| "target_enemy_utility_local_impact_0_5s", | |
| "target_enemy_utility_local_impact_5_10s", | |
| "target_enemy_utility_local_impact_10_20s" | |
| ], | |
| "zone_target_cols_by_window": { | |
| "0_5s": [ | |
| "target_enemy_utility_zone_0_5s_zone_0", | |
| "target_enemy_utility_zone_0_5s_zone_1", | |
| "target_enemy_utility_zone_0_5s_zone_2", | |
| "target_enemy_utility_zone_0_5s_zone_3", | |
| "target_enemy_utility_zone_0_5s_zone_4", | |
| "target_enemy_utility_zone_0_5s_zone_5", | |
| "target_enemy_utility_zone_0_5s_zone_6", | |
| "target_enemy_utility_zone_0_5s_zone_7" | |
| ], | |
| "5_10s": [ | |
| "target_enemy_utility_zone_5_10s_zone_0", | |
| "target_enemy_utility_zone_5_10s_zone_1", | |
| "target_enemy_utility_zone_5_10s_zone_2", | |
| "target_enemy_utility_zone_5_10s_zone_3", | |
| "target_enemy_utility_zone_5_10s_zone_4", | |
| "target_enemy_utility_zone_5_10s_zone_5", | |
| "target_enemy_utility_zone_5_10s_zone_6", | |
| "target_enemy_utility_zone_5_10s_zone_7" | |
| ], | |
| "10_20s": [ | |
| "target_enemy_utility_zone_10_20s_zone_0", | |
| "target_enemy_utility_zone_10_20s_zone_1", | |
| "target_enemy_utility_zone_10_20s_zone_2", | |
| "target_enemy_utility_zone_10_20s_zone_3", | |
| "target_enemy_utility_zone_10_20s_zone_4", | |
| "target_enemy_utility_zone_10_20s_zone_5", | |
| "target_enemy_utility_zone_10_20s_zone_6", | |
| "target_enemy_utility_zone_10_20s_zone_7" | |
| ] | |
| }, | |
| "utility_types": [ | |
| "flash", | |
| "smoke", | |
| "he", | |
| "molotov" | |
| ], | |
| "utility_windows": [ | |
| { | |
| "name": "0_5s", | |
| "lo_s": 0.0, | |
| "hi_s": 5.0 | |
| }, | |
| { | |
| "name": "5_10s", | |
| "lo_s": 5.0, | |
| "hi_s": 10.0 | |
| }, | |
| { | |
| "name": "10_20s", | |
| "lo_s": 10.0, | |
| "hi_s": 20.0 | |
| } | |
| ], | |
| "positive_rates": { | |
| "target_enemy_utility_flash_0_5s": 0.1609, | |
| "target_enemy_utility_smoke_0_5s": 0.1721, | |
| "target_enemy_utility_he_0_5s": 0.1023, | |
| "target_enemy_utility_molotov_0_5s": 0.1298, | |
| "target_enemy_utility_flash_5_10s": 0.1542, | |
| "target_enemy_utility_smoke_5_10s": 0.1595, | |
| "target_enemy_utility_he_5_10s": 0.0964, | |
| "target_enemy_utility_molotov_5_10s": 0.1194, | |
| "target_enemy_utility_flash_10_20s": 0.2239, | |
| "target_enemy_utility_smoke_10_20s": 0.2303, | |
| "target_enemy_utility_he_10_20s": 0.1371, | |
| "target_enemy_utility_molotov_10_20s": 0.1587, | |
| "target_enemy_utility_local_impact_0_5s": 0.1647, | |
| "target_enemy_utility_local_impact_5_10s": 0.1324, | |
| "target_enemy_utility_local_impact_10_20s": 0.1663 | |
| }, | |
| "best_epoch": 4, | |
| "calibration": { | |
| "method": "train_split_mean_logit_bias", | |
| "binary_logit_bias": [ | |
| -1.5480257272720337, | |
| -1.3060030937194824, | |
| -1.808235764503479, | |
| -1.6642353534698486, | |
| -1.5419772863388062, | |
| -1.414421558380127, | |
| -1.7364752292633057, | |
| -1.653084397315979, | |
| -1.1748497486114502, | |
| -1.0897053480148315, | |
| -1.5286815166473389, | |
| -1.404442548751831 | |
| ], | |
| "local_logit_bias": [ | |
| -1.2541126012802124, | |
| -1.566249132156372, | |
| -1.3963247537612915 | |
| ] | |
| }, | |
| "train": { | |
| "binary": { | |
| "mean_ap": 0.3705, | |
| "mean_f1_at_0_5": 0.1959, | |
| "mean_brier": 0.113, | |
| "mean_ece": 0.0354, | |
| "per_target": { | |
| "target_enemy_utility_flash_0_5s": { | |
| "positive_rate": 0.1602, | |
| "ap": 0.3283, | |
| "precision_at_0_5": 0.4876, | |
| "recall_at_0_5": 0.0507, | |
| "f1_at_0_5": 0.0918, | |
| "brier": 0.1221, | |
| "ece": 0.0312 | |
| }, | |
| "target_enemy_utility_smoke_0_5s": { | |
| "positive_rate": 0.1732, | |
| "ap": 0.3816, | |
| "precision_at_0_5": 0.6437, | |
| "recall_at_0_5": 0.0804, | |
| "f1_at_0_5": 0.143, | |
| "brier": 0.1285, | |
| "ece": 0.03 | |
| }, | |
| "target_enemy_utility_he_0_5s": { | |
| "positive_rate": 0.0984, | |
| "ap": 0.3547, | |
| "precision_at_0_5": 0.5039, | |
| "recall_at_0_5": 0.2195, | |
| "f1_at_0_5": 0.3058, | |
| "brier": 0.0777, | |
| "ece": 0.0434 | |
| }, | |
| "target_enemy_utility_molotov_0_5s": { | |
| "positive_rate": 0.1293, | |
| "ap": 0.3981, | |
| "precision_at_0_5": 0.6739, | |
| "recall_at_0_5": 0.1484, | |
| "f1_at_0_5": 0.2433, | |
| "brier": 0.0965, | |
| "ece": 0.0369 | |
| }, | |
| "target_enemy_utility_flash_5_10s": { | |
| "positive_rate": 0.1543, | |
| "ap": 0.3136, | |
| "precision_at_0_5": 0.4367, | |
| "recall_at_0_5": 0.0269, | |
| "f1_at_0_5": 0.0506, | |
| "brier": 0.1188, | |
| "ece": 0.0323 | |
| }, | |
| "target_enemy_utility_smoke_5_10s": { | |
| "positive_rate": 0.1602, | |
| "ap": 0.3764, | |
| "precision_at_0_5": 0.63, | |
| "recall_at_0_5": 0.1216, | |
| "f1_at_0_5": 0.2038, | |
| "brier": 0.12, | |
| "ece": 0.0324 | |
| }, | |
| "target_enemy_utility_he_5_10s": { | |
| "positive_rate": 0.0928, | |
| "ap": 0.3892, | |
| "precision_at_0_5": 0.6046, | |
| "recall_at_0_5": 0.1769, | |
| "f1_at_0_5": 0.2738, | |
| "brier": 0.0719, | |
| "ece": 0.0394 | |
| }, | |
| "target_enemy_utility_molotov_5_10s": { | |
| "positive_rate": 0.1184, | |
| "ap": 0.3795, | |
| "precision_at_0_5": 0.6508, | |
| "recall_at_0_5": 0.1677, | |
| "f1_at_0_5": 0.2667, | |
| "brier": 0.0902, | |
| "ece": 0.0355 | |
| }, | |
| "target_enemy_utility_flash_10_20s": { | |
| "positive_rate": 0.223, | |
| "ap": 0.4177, | |
| "precision_at_0_5": 0.4945, | |
| "recall_at_0_5": 0.1758, | |
| "f1_at_0_5": 0.2594, | |
| "brier": 0.1524, | |
| "ece": 0.036 | |
| }, | |
| "target_enemy_utility_smoke_10_20s": { | |
| "positive_rate": 0.2328, | |
| "ap": 0.3993, | |
| "precision_at_0_5": 0.4761, | |
| "recall_at_0_5": 0.1223, | |
| "f1_at_0_5": 0.1946, | |
| "brier": 0.1593, | |
| "ece": 0.0332 | |
| }, | |
| "target_enemy_utility_he_10_20s": { | |
| "positive_rate": 0.131, | |
| "ap": 0.368, | |
| "precision_at_0_5": 0.483, | |
| "recall_at_0_5": 0.1617, | |
| "f1_at_0_5": 0.2423, | |
| "brier": 0.0991, | |
| "ece": 0.0429 | |
| }, | |
| "target_enemy_utility_molotov_10_20s": { | |
| "positive_rate": 0.1568, | |
| "ap": 0.34, | |
| "precision_at_0_5": 0.5049, | |
| "recall_at_0_5": 0.0407, | |
| "f1_at_0_5": 0.0753, | |
| "brier": 0.119, | |
| "ece": 0.0321 | |
| } | |
| } | |
| }, | |
| "local_impact": { | |
| "mean_ap": 0.3989, | |
| "mean_f1_at_0_5": 0.2704, | |
| "mean_brier": 0.1092, | |
| "mean_ece": 0.0405, | |
| "per_target": { | |
| "target_enemy_utility_local_impact_0_5s": { | |
| "positive_rate": 0.164, | |
| "ap": 0.471, | |
| "precision_at_0_5": 0.5352, | |
| "recall_at_0_5": 0.3575, | |
| "f1_at_0_5": 0.4287, | |
| "brier": 0.1107, | |
| "ece": 0.0483 | |
| }, | |
| "target_enemy_utility_local_impact_5_10s": { | |
| "positive_rate": 0.1304, | |
| "ap": 0.3405, | |
| "precision_at_0_5": 0.4426, | |
| "recall_at_0_5": 0.103, | |
| "f1_at_0_5": 0.1671, | |
| "brier": 0.0993, | |
| "ece": 0.0373 | |
| }, | |
| "target_enemy_utility_local_impact_10_20s": { | |
| "positive_rate": 0.1631, | |
| "ap": 0.3851, | |
| "precision_at_0_5": 0.4721, | |
| "recall_at_0_5": 0.1396, | |
| "f1_at_0_5": 0.2154, | |
| "brier": 0.1176, | |
| "ece": 0.0358 | |
| } | |
| } | |
| }, | |
| "zone": { | |
| "mean_nll": 1.283, | |
| "mean_top1": 0.4849, | |
| "per_window": { | |
| "0_5s": { | |
| "n": 9236, | |
| "nll": 1.2741, | |
| "top1": 0.4801 | |
| }, | |
| "5_10s": { | |
| "n": 8673, | |
| "nll": 1.2784, | |
| "top1": 0.4825 | |
| }, | |
| "10_20s": { | |
| "n": 11078, | |
| "nll": 1.2965, | |
| "top1": 0.4922 | |
| } | |
| } | |
| } | |
| }, | |
| "holdout": { | |
| "binary": { | |
| "mean_ap": 0.2908, | |
| "mean_f1_at_0_5": 0.1323, | |
| "mean_brier": 0.1271, | |
| "mean_ece": 0.0391, | |
| "per_target": { | |
| "target_enemy_utility_flash_0_5s": { | |
| "positive_rate": 0.1639, | |
| "ap": 0.2319, | |
| "precision_at_0_5": 0.1358, | |
| "recall_at_0_5": 0.0119, | |
| "f1_at_0_5": 0.0218, | |
| "brier": 0.1363, | |
| "ece": 0.0309 | |
| }, | |
| "target_enemy_utility_smoke_0_5s": { | |
| "positive_rate": 0.1678, | |
| "ap": 0.2931, | |
| "precision_at_0_5": 0.5773, | |
| "recall_at_0_5": 0.0591, | |
| "f1_at_0_5": 0.1072, | |
| "brier": 0.1344, | |
| "ece": 0.0386 | |
| }, | |
| "target_enemy_utility_he_0_5s": { | |
| "positive_rate": 0.1191, | |
| "ap": 0.3112, | |
| "precision_at_0_5": 0.4701, | |
| "recall_at_0_5": 0.1634, | |
| "f1_at_0_5": 0.2426, | |
| "brier": 0.0954, | |
| "ece": 0.0273 | |
| }, | |
| "target_enemy_utility_molotov_0_5s": { | |
| "positive_rate": 0.1318, | |
| "ap": 0.3459, | |
| "precision_at_0_5": 0.546, | |
| "recall_at_0_5": 0.1195, | |
| "f1_at_0_5": 0.196, | |
| "brier": 0.1025, | |
| "ece": 0.0245 | |
| }, | |
| "target_enemy_utility_flash_5_10s": { | |
| "positive_rate": 0.1538, | |
| "ap": 0.2573, | |
| "precision_at_0_5": 0.2632, | |
| "recall_at_0_5": 0.0115, | |
| "f1_at_0_5": 0.0221, | |
| "brier": 0.1268, | |
| "ece": 0.0359 | |
| }, | |
| "target_enemy_utility_smoke_5_10s": { | |
| "positive_rate": 0.1566, | |
| "ap": 0.3134, | |
| "precision_at_0_5": 0.6338, | |
| "recall_at_0_5": 0.1017, | |
| "f1_at_0_5": 0.1753, | |
| "brier": 0.1249, | |
| "ece": 0.0391 | |
| }, | |
| "target_enemy_utility_he_5_10s": { | |
| "positive_rate": 0.1118, | |
| "ap": 0.2811, | |
| "precision_at_0_5": 0.4914, | |
| "recall_at_0_5": 0.0902, | |
| "f1_at_0_5": 0.1524, | |
| "brier": 0.0921, | |
| "ece": 0.0199 | |
| }, | |
| "target_enemy_utility_molotov_5_10s": { | |
| "positive_rate": 0.1237, | |
| "ap": 0.2952, | |
| "precision_at_0_5": 0.5227, | |
| "recall_at_0_5": 0.0987, | |
| "f1_at_0_5": 0.1661, | |
| "brier": 0.1011, | |
| "ece": 0.0366 | |
| }, | |
| "target_enemy_utility_flash_10_20s": { | |
| "positive_rate": 0.2277, | |
| "ap": 0.2959, | |
| "precision_at_0_5": 0.3324, | |
| "recall_at_0_5": 0.0917, | |
| "f1_at_0_5": 0.1437, | |
| "brier": 0.1768, | |
| "ece": 0.0647 | |
| }, | |
| "target_enemy_utility_smoke_10_20s": { | |
| "positive_rate": 0.2196, | |
| "ap": 0.286, | |
| "precision_at_0_5": 0.3101, | |
| "recall_at_0_5": 0.0862, | |
| "f1_at_0_5": 0.1349, | |
| "brier": 0.1702, | |
| "ece": 0.0661 | |
| }, | |
| "target_enemy_utility_he_10_20s": { | |
| "positive_rate": 0.1633, | |
| "ap": 0.3416, | |
| "precision_at_0_5": 0.5412, | |
| "recall_at_0_5": 0.0997, | |
| "f1_at_0_5": 0.1683, | |
| "brier": 0.124, | |
| "ece": 0.026 | |
| }, | |
| "target_enemy_utility_molotov_10_20s": { | |
| "positive_rate": 0.1669, | |
| "ap": 0.2365, | |
| "precision_at_0_5": 0.3973, | |
| "recall_at_0_5": 0.0308, | |
| "f1_at_0_5": 0.0571, | |
| "brier": 0.1402, | |
| "ece": 0.0593 | |
| } | |
| } | |
| }, | |
| "local_impact": { | |
| "mean_ap": 0.3488, | |
| "mean_f1_at_0_5": 0.2223, | |
| "mean_brier": 0.1226, | |
| "mean_ece": 0.0298, | |
| "per_target": { | |
| "target_enemy_utility_local_impact_0_5s": { | |
| "positive_rate": 0.1672, | |
| "ap": 0.4298, | |
| "precision_at_0_5": 0.525, | |
| "recall_at_0_5": 0.3005, | |
| "f1_at_0_5": 0.3822, | |
| "brier": 0.119, | |
| "ece": 0.0381 | |
| }, | |
| "target_enemy_utility_local_impact_5_10s": { | |
| "positive_rate": 0.1412, | |
| "ap": 0.2883, | |
| "precision_at_0_5": 0.3786, | |
| "recall_at_0_5": 0.0664, | |
| "f1_at_0_5": 0.113, | |
| "brier": 0.1123, | |
| "ece": 0.0203 | |
| }, | |
| "target_enemy_utility_local_impact_10_20s": { | |
| "positive_rate": 0.18, | |
| "ap": 0.3283, | |
| "precision_at_0_5": 0.4007, | |
| "recall_at_0_5": 0.1091, | |
| "f1_at_0_5": 0.1716, | |
| "brier": 0.1364, | |
| "ece": 0.0311 | |
| } | |
| } | |
| }, | |
| "zone": { | |
| "mean_nll": 1.5074, | |
| "mean_top1": 0.3975, | |
| "per_window": { | |
| "0_5s": { | |
| "n": 2289, | |
| "nll": 1.4499, | |
| "top1": 0.4045 | |
| }, | |
| "5_10s": { | |
| "n": 2187, | |
| "nll": 1.5061, | |
| "top1": 0.4033 | |
| }, | |
| "10_20s": { | |
| "n": 2798, | |
| "nll": 1.5663, | |
| "top1": 0.3846 | |
| } | |
| } | |
| } | |
| }, | |
| "baseline_map_side_time_prior": { | |
| "binary": { | |
| "mean_ap": 0.3028, | |
| "mean_f1_at_0_5": 0.0955, | |
| "mean_brier": 0.1253, | |
| "mean_ece": 0.0327, | |
| "per_target": { | |
| "target_enemy_utility_flash_0_5s": { | |
| "positive_rate": 0.1639, | |
| "ap": 0.2601, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.1338, | |
| "ece": 0.0242 | |
| }, | |
| "target_enemy_utility_smoke_0_5s": { | |
| "positive_rate": 0.1678, | |
| "ap": 0.3646, | |
| "precision_at_0_5": 0.7542, | |
| "recall_at_0_5": 0.0939, | |
| "f1_at_0_5": 0.167, | |
| "brier": 0.1272, | |
| "ece": 0.0224 | |
| }, | |
| "target_enemy_utility_he_0_5s": { | |
| "positive_rate": 0.1191, | |
| "ap": 0.2807, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.097, | |
| "ece": 0.0289 | |
| }, | |
| "target_enemy_utility_molotov_0_5s": { | |
| "positive_rate": 0.1318, | |
| "ap": 0.362, | |
| "precision_at_0_5": 0.6746, | |
| "recall_at_0_5": 0.1141, | |
| "f1_at_0_5": 0.1952, | |
| "brier": 0.1007, | |
| "ece": 0.0434 | |
| }, | |
| "target_enemy_utility_flash_5_10s": { | |
| "positive_rate": 0.1538, | |
| "ap": 0.2431, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.1283, | |
| "ece": 0.0401 | |
| }, | |
| "target_enemy_utility_smoke_5_10s": { | |
| "positive_rate": 0.1566, | |
| "ap": 0.3029, | |
| "precision_at_0_5": 0.5275, | |
| "recall_at_0_5": 0.1085, | |
| "f1_at_0_5": 0.1799, | |
| "brier": 0.1248, | |
| "ece": 0.0272 | |
| }, | |
| "target_enemy_utility_he_5_10s": { | |
| "positive_rate": 0.1118, | |
| "ap": 0.2898, | |
| "precision_at_0_5": 0.6032, | |
| "recall_at_0_5": 0.1203, | |
| "f1_at_0_5": 0.2005, | |
| "brier": 0.091, | |
| "ece": 0.0277 | |
| }, | |
| "target_enemy_utility_molotov_5_10s": { | |
| "positive_rate": 0.1237, | |
| "ap": 0.3062, | |
| "precision_at_0_5": 0.4457, | |
| "recall_at_0_5": 0.1116, | |
| "f1_at_0_5": 0.1785, | |
| "brier": 0.0994, | |
| "ece": 0.0318 | |
| }, | |
| "target_enemy_utility_flash_10_20s": { | |
| "positive_rate": 0.2277, | |
| "ap": 0.2989, | |
| "precision_at_0_5": 0.5224, | |
| "recall_at_0_5": 0.0272, | |
| "f1_at_0_5": 0.0517, | |
| "brier": 0.1767, | |
| "ece": 0.0463 | |
| }, | |
| "target_enemy_utility_smoke_10_20s": { | |
| "positive_rate": 0.2196, | |
| "ap": 0.3325, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.1611, | |
| "ece": 0.0206 | |
| }, | |
| "target_enemy_utility_he_10_20s": { | |
| "positive_rate": 0.1633, | |
| "ap": 0.3534, | |
| "precision_at_0_5": 0.4846, | |
| "recall_at_0_5": 0.0683, | |
| "f1_at_0_5": 0.1197, | |
| "brier": 0.1253, | |
| "ece": 0.0361 | |
| }, | |
| "target_enemy_utility_molotov_10_20s": { | |
| "positive_rate": 0.1669, | |
| "ap": 0.2391, | |
| "precision_at_0_5": 0.4154, | |
| "recall_at_0_5": 0.0286, | |
| "f1_at_0_5": 0.0536, | |
| "brier": 0.1386, | |
| "ece": 0.0444 | |
| } | |
| } | |
| }, | |
| "local_impact": { | |
| "mean_ap": 0.2324, | |
| "mean_f1_at_0_5": 0.0, | |
| "mean_brier": 0.1331, | |
| "mean_ece": 0.0214, | |
| "per_target": { | |
| "target_enemy_utility_local_impact_0_5s": { | |
| "positive_rate": 0.1672, | |
| "ap": 0.2825, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.1323, | |
| "ece": 0.0108 | |
| }, | |
| "target_enemy_utility_local_impact_5_10s": { | |
| "positive_rate": 0.1412, | |
| "ap": 0.1851, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.121, | |
| "ece": 0.0209 | |
| }, | |
| "target_enemy_utility_local_impact_10_20s": { | |
| "positive_rate": 0.18, | |
| "ap": 0.2297, | |
| "precision_at_0_5": 0.0, | |
| "recall_at_0_5": 0.0, | |
| "f1_at_0_5": 0.0, | |
| "brier": 0.1462, | |
| "ece": 0.0325 | |
| } | |
| } | |
| }, | |
| "zone": { | |
| "mean_nll": 1.7169, | |
| "mean_top1": 0.3604, | |
| "per_window": { | |
| "0_5s": { | |
| "n": 2289, | |
| "nll": 1.5206, | |
| "top1": 0.3735 | |
| }, | |
| "5_10s": { | |
| "n": 2187, | |
| "nll": 1.7915, | |
| "top1": 0.3772 | |
| }, | |
| "10_20s": { | |
| "n": 2798, | |
| "nll": 1.8386, | |
| "top1": 0.3306 | |
| } | |
| } | |
| } | |
| }, | |
| "beats_prior_mean_ap": false, | |
| "beats_prior_zone_nll": true, | |
| "provenance_gate": { | |
| "checked": true, | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ] | |
| } | |
| } | |
| wrote official_hltv\planner_bundle\pov_utility_threat_head.pt | |
| wrote official_hltv\pov_utility_threat_report.json | |
| --- [2026-06-29T20:10:49.5722046+03:00] round-value --- | |
| { | |
| "mode": "pov_structured_oracle_extractor", | |
| "task": "round_win_probability", | |
| "target_col": "target_pov_round_win", | |
| "target_provenance": "privileged_teacher", | |
| "n_train": 24127, | |
| "n_holdout": 5651, | |
| "selected_model": "hud_situation_mlp", | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress" | |
| ], | |
| "candidate_models": { | |
| "structured_pov_mlp": { | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "best_epoch": 1, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5162, | |
| "brier": 0.1705, | |
| "log_loss": 0.5014, | |
| "ece": 0.0197, | |
| "auc": 0.8205, | |
| "accuracy_at_0_5": 0.7251 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5027, | |
| "brier": 0.2034, | |
| "log_loss": 0.5981, | |
| "ece": 0.0963, | |
| "auc": 0.759, | |
| "accuracy_at_0_5": 0.6944 | |
| } | |
| }, | |
| "hud_situation_mlp": { | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress" | |
| ], | |
| "best_epoch": 1, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5182, | |
| "brier": 0.1844, | |
| "log_loss": 0.5382, | |
| "ece": 0.0211, | |
| "auc": 0.7883, | |
| "accuracy_at_0_5": 0.7005 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5041, | |
| "brier": 0.185, | |
| "log_loss": 0.5426, | |
| "ece": 0.1192, | |
| "auc": 0.7937, | |
| "accuracy_at_0_5": 0.6799 | |
| } | |
| } | |
| }, | |
| "best_epoch": 1, | |
| "calibration": { | |
| "method": "train_split_mean_logit_bias", | |
| "logit_bias": -0.05598140315461051 | |
| }, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5182, | |
| "brier": 0.1844, | |
| "log_loss": 0.5382, | |
| "ece": 0.0211, | |
| "auc": 0.7883, | |
| "accuracy_at_0_5": 0.7005 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5041, | |
| "brier": 0.185, | |
| "log_loss": 0.5426, | |
| "ece": 0.1192, | |
| "auc": 0.7937, | |
| "accuracy_at_0_5": 0.6799 | |
| }, | |
| "baselines": { | |
| "global_train_win_rate": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5151, | |
| "brier": 0.2484, | |
| "log_loss": 0.6899, | |
| "ece": 0.0466, | |
| "auc": 0.565, | |
| "accuracy_at_0_5": 0.5617 | |
| }, | |
| "map_side_time_prior": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5142, | |
| "brier": 0.2733, | |
| "log_loss": 0.754, | |
| "ece": 0.2182, | |
| "auc": 0.5072, | |
| "accuracy_at_0_5": 0.4539 | |
| }, | |
| "hud_situation_mlp": { | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress" | |
| ], | |
| "best_epoch": 1, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5182, | |
| "brier": 0.1844, | |
| "log_loss": 0.5382, | |
| "ece": 0.0211, | |
| "auc": 0.7883, | |
| "accuracy_at_0_5": 0.7005 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5041, | |
| "brier": 0.185, | |
| "log_loss": 0.5426, | |
| "ece": 0.1192, | |
| "auc": 0.7937, | |
| "accuracy_at_0_5": 0.6799 | |
| } | |
| } | |
| }, | |
| "repair_latent_comparison": null, | |
| "beats_global_brier": true, | |
| "beats_map_side_time_brier": true, | |
| "structured_beats_hud_situation_brier": false, | |
| "provenance_gate": { | |
| "checked": true, | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ], | |
| "input_feature_count": 13, | |
| "label_source": "parsed rounds winner_team, target only" | |
| } | |
| } | |
| wrote official_hltv\planner_bundle\pov_value_head.pt | |
| wrote official_hltv\pov_value_report.json | |
| --- [2026-06-29T20:10:57.1888458+03:00] destination --- | |
| { | |
| "mode": "pov_structured_oracle_extractor", | |
| "task": "own_future_destination_zone", | |
| "target_cols": [ | |
| "target_own_destination_zone_3s", | |
| "target_own_destination_zone_6s", | |
| "target_own_destination_zone_12s" | |
| ], | |
| "target_provenance": "privileged_teacher", | |
| "horizons_s": [ | |
| 3.0, | |
| 6.0, | |
| 12.0 | |
| ], | |
| "num_zones": 8, | |
| "n_train": 24127, | |
| "n_holdout": 5651, | |
| "selected_model": "structured_pov_mlp", | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "current_zone_cols": [ | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7" | |
| ], | |
| "best_epoch": 8, | |
| "train": { | |
| "by_horizon": { | |
| "3s": { | |
| "all": { | |
| "n": 24127, | |
| "top1": 0.8666, | |
| "top3": 0.9941, | |
| "nll": 0.378, | |
| "ece": 0.0079, | |
| "mover_rate": 0.1606 | |
| }, | |
| "movers": { | |
| "n": 3875, | |
| "top1": 0.2689, | |
| "top3": 0.9636, | |
| "nll": 1.6492, | |
| "ece": 0.4208, | |
| "mover_rate": 0.1606 | |
| } | |
| }, | |
| "6s": { | |
| "all": { | |
| "n": 24127, | |
| "top1": 0.8003, | |
| "top3": 0.9878, | |
| "nll": 0.5424, | |
| "ece": 0.0142, | |
| "mover_rate": 0.266 | |
| }, | |
| "movers": { | |
| "n": 6417, | |
| "top1": 0.3598, | |
| "top3": 0.9545, | |
| "nll": 1.4344, | |
| "ece": 0.2874, | |
| "mover_rate": 0.266 | |
| } | |
| }, | |
| "12s": { | |
| "all": { | |
| "n": 24127, | |
| "top1": 0.7143, | |
| "top3": 0.9622, | |
| "nll": 0.7793, | |
| "ece": 0.022, | |
| "mover_rate": 0.3895 | |
| }, | |
| "movers": { | |
| "n": 9397, | |
| "top1": 0.3748, | |
| "top3": 0.904, | |
| "nll": 1.462, | |
| "ece": 0.2235, | |
| "mover_rate": 0.3895 | |
| } | |
| } | |
| }, | |
| "mean": { | |
| "top1": 0.7937, | |
| "top3": 0.9814, | |
| "nll": 0.5666, | |
| "ece": 0.0147 | |
| }, | |
| "mean_movers": { | |
| "top1": 0.3345, | |
| "top3": 0.9407, | |
| "nll": 1.5152, | |
| "ece": 0.3106 | |
| } | |
| }, | |
| "holdout": { | |
| "by_horizon": { | |
| "3s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.8554, | |
| "top3": 0.9866, | |
| "nll": 0.4808, | |
| "ece": 0.0263, | |
| "mover_rate": 0.1557 | |
| }, | |
| "movers": { | |
| "n": 880, | |
| "top1": 0.2011, | |
| "top3": 0.9136, | |
| "nll": 2.2385, | |
| "ece": 0.5286, | |
| "mover_rate": 0.1557 | |
| } | |
| }, | |
| "6s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.7705, | |
| "top3": 0.9708, | |
| "nll": 0.7064, | |
| "ece": 0.0307, | |
| "mover_rate": 0.2493 | |
| }, | |
| "movers": { | |
| "n": 1409, | |
| "top1": 0.2463, | |
| "top3": 0.8843, | |
| "nll": 1.9814, | |
| "ece": 0.426, | |
| "mover_rate": 0.2493 | |
| } | |
| }, | |
| "12s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.6514, | |
| "top3": 0.9342, | |
| "nll": 0.9965, | |
| "ece": 0.032, | |
| "mover_rate": 0.3658 | |
| }, | |
| "movers": { | |
| "n": 2067, | |
| "top1": 0.255, | |
| "top3": 0.8249, | |
| "nll": 1.9325, | |
| "ece": 0.3529, | |
| "mover_rate": 0.3658 | |
| } | |
| } | |
| }, | |
| "mean": { | |
| "top1": 0.7591, | |
| "top3": 0.9639, | |
| "nll": 0.7279, | |
| "ece": 0.0297 | |
| }, | |
| "mean_movers": { | |
| "top1": 0.2341, | |
| "top3": 0.8743, | |
| "nll": 2.0508, | |
| "ece": 0.4358 | |
| } | |
| }, | |
| "baselines": { | |
| "stay_current_zone": { | |
| "by_horizon": { | |
| "3s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.8443, | |
| "top3": 0.8682, | |
| "nll": 1.4349, | |
| "ece": 0.155, | |
| "mover_rate": 0.1557 | |
| }, | |
| "movers": { | |
| "n": 880, | |
| "top1": 0.0, | |
| "top3": 0.1534, | |
| "nll": 9.2103, | |
| "ece": 0.9993, | |
| "mover_rate": 0.1557 | |
| } | |
| }, | |
| "6s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.7507, | |
| "top3": 0.7947, | |
| "nll": 2.297, | |
| "ece": 0.2486, | |
| "mover_rate": 0.2493 | |
| }, | |
| "movers": { | |
| "n": 1409, | |
| "top1": 0.0, | |
| "top3": 0.1767, | |
| "nll": 9.2103, | |
| "ece": 0.9993, | |
| "mover_rate": 0.2493 | |
| } | |
| }, | |
| "12s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.6342, | |
| "top3": 0.6955, | |
| "nll": 3.3694, | |
| "ece": 0.3651, | |
| "mover_rate": 0.3658 | |
| }, | |
| "movers": { | |
| "n": 2067, | |
| "top1": 0.0, | |
| "top3": 0.1674, | |
| "nll": 9.2103, | |
| "ece": 0.9993, | |
| "mover_rate": 0.3658 | |
| } | |
| } | |
| }, | |
| "mean": { | |
| "top1": 0.7431, | |
| "top3": 0.7861, | |
| "nll": 2.3671, | |
| "ece": 0.2562 | |
| }, | |
| "mean_movers": { | |
| "top1": 0.0, | |
| "top3": 0.1658, | |
| "nll": 9.2103, | |
| "ece": 0.9993 | |
| } | |
| }, | |
| "global_train_destination_prior": { | |
| "by_horizon": { | |
| "3s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.16, | |
| "top3": 0.4429, | |
| "nll": 2.0413, | |
| "ece": 0.0073, | |
| "mover_rate": 0.1557 | |
| }, | |
| "movers": { | |
| "n": 880, | |
| "top1": 0.1886, | |
| "top3": 0.5034, | |
| "nll": 2.0295, | |
| "ece": 0.0213, | |
| "mover_rate": 0.1557 | |
| } | |
| }, | |
| "6s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.1617, | |
| "top3": 0.4197, | |
| "nll": 2.0419, | |
| "ece": 0.0079, | |
| "mover_rate": 0.2493 | |
| }, | |
| "movers": { | |
| "n": 1409, | |
| "top1": 0.1796, | |
| "top3": 0.3982, | |
| "nll": 2.0462, | |
| "ece": 0.0099, | |
| "mover_rate": 0.2493 | |
| } | |
| }, | |
| "12s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.1536, | |
| "top3": 0.4449, | |
| "nll": 2.0407, | |
| "ece": 0.0153, | |
| "mover_rate": 0.3658 | |
| }, | |
| "movers": { | |
| "n": 2067, | |
| "top1": 0.1597, | |
| "top3": 0.4625, | |
| "nll": 2.0487, | |
| "ece": 0.0093, | |
| "mover_rate": 0.3658 | |
| } | |
| } | |
| }, | |
| "mean": { | |
| "top1": 0.1584, | |
| "top3": 0.4358, | |
| "nll": 2.0413, | |
| "ece": 0.0102 | |
| }, | |
| "mean_movers": { | |
| "top1": 0.176, | |
| "top3": 0.4547, | |
| "nll": 2.0415, | |
| "ece": 0.0135 | |
| } | |
| }, | |
| "map_side_time_current_zone_prior": { | |
| "by_horizon": { | |
| "3s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.8498, | |
| "top3": 0.9807, | |
| "nll": 0.5507, | |
| "ece": 0.0315, | |
| "mover_rate": 0.1557 | |
| }, | |
| "movers": { | |
| "n": 880, | |
| "top1": 0.0898, | |
| "top3": 0.8761, | |
| "nll": 2.4771, | |
| "ece": 0.658, | |
| "mover_rate": 0.1557 | |
| } | |
| }, | |
| "6s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.7641, | |
| "top3": 0.9577, | |
| "nll": 0.7944, | |
| "ece": 0.0451, | |
| "mover_rate": 0.2493 | |
| }, | |
| "movers": { | |
| "n": 1409, | |
| "top1": 0.1214, | |
| "top3": 0.8332, | |
| "nll": 2.2117, | |
| "ece": 0.543, | |
| "mover_rate": 0.2493 | |
| } | |
| }, | |
| "12s": { | |
| "all": { | |
| "n": 5651, | |
| "top1": 0.6576, | |
| "top3": 0.9167, | |
| "nll": 1.081, | |
| "ece": 0.0604, | |
| "mover_rate": 0.3658 | |
| }, | |
| "movers": { | |
| "n": 2067, | |
| "top1": 0.1456, | |
| "top3": 0.7784, | |
| "nll": 2.1039, | |
| "ece": 0.4259, | |
| "mover_rate": 0.3658 | |
| } | |
| } | |
| }, | |
| "mean": { | |
| "top1": 0.7572, | |
| "top3": 0.9517, | |
| "nll": 0.8087, | |
| "ece": 0.0457 | |
| }, | |
| "mean_movers": { | |
| "top1": 0.1189, | |
| "top3": 0.8292, | |
| "nll": 2.2642, | |
| "ece": 0.5423 | |
| } | |
| } | |
| }, | |
| "repair_latent_comparison": null, | |
| "beats_stay_mover_top1": true, | |
| "beats_context_prior_mover_top3": true, | |
| "provenance_gate": { | |
| "checked": true, | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ], | |
| "input_feature_count": 47, | |
| "label_source": "privileged future own position destination labels", | |
| "planner_eligible": true | |
| } | |
| } | |
| wrote official_hltv\planner_bundle\pov_destination_head.pt | |
| wrote official_hltv\pov_destination_report.json | |
| --- [2026-06-29T20:11:04.6836563+03:00] option-value --- | |
| { | |
| "mode": "pov_structured_oracle_extractor", | |
| "task": "destination_option_value", | |
| "target_col": "target_pov_round_win", | |
| "target_provenance": "privileged_teacher", | |
| "logged_option_col": "target_own_destination_zone_6s", | |
| "logged_option_provenance": "privileged_teacher", | |
| "horizon_s": 6.0, | |
| "num_zones": 8, | |
| "n_train": 24127, | |
| "n_holdout": 5651, | |
| "n_train_round_groups": 104, | |
| "n_holdout_round_groups": 23, | |
| "selected_model": "structured_pov_destination_conditioned_mlp", | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "option_feature_cols": [ | |
| "candidate_zone_0", | |
| "candidate_zone_1", | |
| "candidate_zone_2", | |
| "candidate_zone_3", | |
| "candidate_zone_4", | |
| "candidate_zone_5", | |
| "candidate_zone_6", | |
| "candidate_zone_7", | |
| "candidate_is_current_zone" | |
| ], | |
| "current_zone_cols": [ | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7" | |
| ], | |
| "best_epoch": 1, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5137, | |
| "brier": 0.1693, | |
| "log_loss": 0.4997, | |
| "ece": 0.0201, | |
| "auc": 0.8244, | |
| "accuracy_at_0_5": 0.7319 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5059, | |
| "brier": 0.2187, | |
| "log_loss": 0.6294, | |
| "ece": 0.0835, | |
| "auc": 0.7177, | |
| "accuracy_at_0_5": 0.6447 | |
| }, | |
| "baselines": { | |
| "global_train_win_rate": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5151, | |
| "brier": 0.2484, | |
| "log_loss": 0.6899, | |
| "ece": 0.0466, | |
| "auc": 0.565, | |
| "accuracy_at_0_5": 0.5617 | |
| }, | |
| "map_side_time_prior": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5142, | |
| "brier": 0.2733, | |
| "log_loss": 0.754, | |
| "ece": 0.2182, | |
| "auc": 0.5072, | |
| "accuracy_at_0_5": 0.4539 | |
| }, | |
| "state_only_mlp": { | |
| "feature_cols": [ | |
| "hud_health", | |
| "hud_armor", | |
| "hud_weapon_id", | |
| "own_alive", | |
| "enemy_alive", | |
| "man_adv", | |
| "own_hp", | |
| "own_armor", | |
| "own_primaries", | |
| "planted", | |
| "post_plant_frac", | |
| "i_am_t", | |
| "progress", | |
| "own_view_sin", | |
| "own_view_cos", | |
| "own_speed", | |
| "visible_enemy_count", | |
| "visible_enemy_frac", | |
| "nearest_visible_enemy_dist", | |
| "audio_enemy_near_count", | |
| "audio_weapon_fire_near_count", | |
| "visible_utility_count", | |
| "own_zone_0", | |
| "own_zone_1", | |
| "own_zone_2", | |
| "own_zone_3", | |
| "own_zone_4", | |
| "own_zone_5", | |
| "own_zone_6", | |
| "own_zone_7", | |
| "visible_enemy_zone_0", | |
| "visible_enemy_zone_1", | |
| "visible_enemy_zone_2", | |
| "visible_enemy_zone_3", | |
| "visible_enemy_zone_4", | |
| "visible_enemy_zone_5", | |
| "visible_enemy_zone_6", | |
| "visible_enemy_zone_7", | |
| "map_dust2", | |
| "map_mirage", | |
| "map_nuke", | |
| "map_inferno", | |
| "map_overpass", | |
| "map_anubis", | |
| "map_ancient", | |
| "map_vertigo", | |
| "map_train" | |
| ], | |
| "best_epoch": 1, | |
| "train": { | |
| "n": 24127, | |
| "positive_rate": 0.5151, | |
| "mean_prob": 0.5181, | |
| "brier": 0.169, | |
| "log_loss": 0.4999, | |
| "ece": 0.0209, | |
| "auc": 0.8249, | |
| "accuracy_at_0_5": 0.7336 | |
| }, | |
| "holdout": { | |
| "n": 5651, | |
| "positive_rate": 0.5617, | |
| "mean_prob": 0.5119, | |
| "brier": 0.2017, | |
| "log_loss": 0.5886, | |
| "ece": 0.0735, | |
| "auc": 0.7566, | |
| "accuracy_at_0_5": 0.676 | |
| } | |
| } | |
| }, | |
| "option_signal": { | |
| "factual_brier_gain_over_state_only": -0.017, | |
| "factual_auc_gain_over_state_only": -0.0389, | |
| "train_logged_destination_counts": [ | |
| 2315, | |
| 3411, | |
| 1369, | |
| 3019, | |
| 2555, | |
| 3975, | |
| 3390, | |
| 4093 | |
| ], | |
| "support_min_count": 50, | |
| "support_min_propensity": 0.02 | |
| }, | |
| "policy_evaluation": { | |
| "logged_observed_mean_win": 0.5617, | |
| "policies": { | |
| "support_greedy_q": { | |
| "dr_value": 0.5318, | |
| "logged_match_rate": 0.3534, | |
| "ess": 656.69, | |
| "mean_selected_behavior_prob": 0.3648, | |
| "unsupported_selected": 0 | |
| }, | |
| "behavior_context_prior_argmax": { | |
| "dr_value": 0.5712, | |
| "logged_match_rate": 0.7641, | |
| "ess": 4117.04, | |
| "mean_selected_behavior_prob": 0.728, | |
| "unsupported_selected": 0 | |
| }, | |
| "stay_current_zone": { | |
| "dr_value": 0.5351, | |
| "logged_match_rate": 0.7507, | |
| "ess": 1849.11, | |
| "mean_selected_behavior_prob": 0.7086, | |
| "unsupported_selected": 0 | |
| } | |
| }, | |
| "greedy_vs_logged_observed_dr_delta_bootstrap": { | |
| "mean": -0.03, | |
| "std": 0.0251, | |
| "ci95": [ | |
| -0.0807, | |
| 0.017 | |
| ] | |
| }, | |
| "greedy_switch_rate_vs_context_imitation": 0.6096, | |
| "greedy_mean_q_gap_vs_context_imitation": 0.053, | |
| "behavior_propensity_source": "train_split_map_side_time_current_zone_destination_prior" | |
| }, | |
| "promotion_decision": "report_pov_values_only_do_not_override_imitation", | |
| "caveat": "This is an observational destination-conditioned value head. It is POV-valid as an inference model, but its greedy policy is not causal proof and must be treated as advisory unless OPE confidence is clearly positive at larger scale.", | |
| "provenance_gate": { | |
| "checked": true, | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ], | |
| "input_feature_count": 47, | |
| "candidate_feature_count": 9, | |
| "label_source": "privileged round outcome and future own destination labels", | |
| "planner_eligible": true | |
| } | |
| } | |
| wrote official_hltv\planner_bundle\pov_option_value_head.pt | |
| wrote official_hltv\pov_option_value_report.json | |
| --- [2026-06-29T20:11:12.2936795+03:00] leakage audit --- | |
| { | |
| "mode": "pov_leakage_audit", | |
| "passed": true, | |
| "violations": [], | |
| "warnings": [], | |
| "checks": { | |
| "metadata": { | |
| "metadata": { | |
| "feature_count": 47, | |
| "target_count": 59, | |
| "schema_version": 4, | |
| "input_mode": "pov_structured_oracle_extractor" | |
| } | |
| }, | |
| "checkpoint_files": [ | |
| "official_hltv\\planner_bundle\\pov_audio_only_enemy_belief.pt", | |
| "official_hltv\\planner_bundle\\pov_destination_head.pt", | |
| "official_hltv\\planner_bundle\\pov_enemy_belief_head.pt", | |
| "official_hltv\\planner_bundle\\pov_hud_token_head.pt", | |
| "official_hltv\\planner_bundle\\pov_option_value_head.pt", | |
| "official_hltv\\planner_bundle\\pov_utility_threat_head.pt", | |
| "official_hltv\\planner_bundle\\pov_value_head.pt", | |
| "official_hltv\\planner_bundle\\pov_video_audio_enemy_belief.pt", | |
| "official_hltv\\planner_bundle\\pov_video_only_enemy_belief.pt" | |
| ], | |
| "checkpoint:pov_audio_only_enemy_belief.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_audio_only_enemy_belief.pt", | |
| "feature_count": 0, | |
| "planner_eligible": false, | |
| "context_mode": null, | |
| "input_mode": "pov_video_audio_black_radar", | |
| "media_runtime_inputs": [ | |
| "obs_audio" | |
| ], | |
| "radar_policy": "masked_black" | |
| } | |
| }, | |
| "checkpoint:pov_destination_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_destination_head.pt", | |
| "feature_count": 47, | |
| "planner_eligible": true, | |
| "context_mode": null, | |
| "input_mode": null | |
| }, | |
| "checkpoint_features": { | |
| "metadata": { | |
| "feature_count": 47, | |
| "target_count": 59, | |
| "schema_version": null, | |
| "input_mode": null | |
| } | |
| } | |
| }, | |
| "checkpoint:pov_enemy_belief_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_enemy_belief_head.pt", | |
| "feature_count": 47, | |
| "planner_eligible": null, | |
| "context_mode": null, | |
| "input_mode": null | |
| }, | |
| "checkpoint_features": { | |
| "metadata": { | |
| "feature_count": 47, | |
| "target_count": 59, | |
| "schema_version": null, | |
| "input_mode": null | |
| } | |
| } | |
| }, | |
| "checkpoint:pov_hud_token_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_hud_token_head.pt", | |
| "feature_count": 0, | |
| "planner_eligible": false, | |
| "context_mode": null, | |
| "input_mode": "pov_video_hud_crops_black_radar", | |
| "media_runtime_inputs": [ | |
| "black_radar_mask", | |
| "hud_crops", | |
| "obs_video" | |
| ], | |
| "radar_policy": "masked_black" | |
| } | |
| }, | |
| "checkpoint:pov_option_value_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_option_value_head.pt", | |
| "feature_count": 47, | |
| "planner_eligible": true, | |
| "context_mode": null, | |
| "input_mode": null | |
| }, | |
| "checkpoint_features": { | |
| "metadata": { | |
| "feature_count": 47, | |
| "target_count": 59, | |
| "schema_version": null, | |
| "input_mode": null | |
| } | |
| } | |
| }, | |
| "checkpoint:pov_utility_threat_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_utility_threat_head.pt", | |
| "feature_count": 47, | |
| "planner_eligible": null, | |
| "context_mode": null, | |
| "input_mode": null | |
| }, | |
| "checkpoint_features": { | |
| "metadata": { | |
| "feature_count": 47, | |
| "target_count": 59, | |
| "schema_version": null, | |
| "input_mode": null | |
| } | |
| } | |
| }, | |
| "checkpoint:pov_value_head.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_value_head.pt", | |
| "feature_count": 13, | |
| "planner_eligible": null, | |
| "context_mode": null, | |
| "input_mode": null | |
| }, | |
| "checkpoint_features": { | |
| "metadata": { | |
| "feature_count": 13, | |
| "target_count": 59, | |
| "schema_version": null, | |
| "input_mode": null | |
| } | |
| } | |
| }, | |
| "checkpoint:pov_video_audio_enemy_belief.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_video_audio_enemy_belief.pt", | |
| "feature_count": 0, | |
| "planner_eligible": false, | |
| "context_mode": null, | |
| "input_mode": "pov_video_audio_black_radar", | |
| "media_runtime_inputs": [ | |
| "black_radar_mask", | |
| "obs_audio", | |
| "obs_video" | |
| ], | |
| "radar_policy": "masked_black" | |
| } | |
| }, | |
| "checkpoint:pov_video_only_enemy_belief.pt": { | |
| "checkpoint": { | |
| "path": "official_hltv\\planner_bundle\\pov_video_only_enemy_belief.pt", | |
| "feature_count": 0, | |
| "planner_eligible": false, | |
| "context_mode": null, | |
| "input_mode": "pov_video_audio_black_radar", | |
| "media_runtime_inputs": [ | |
| "black_radar_mask", | |
| "obs_video" | |
| ], | |
| "radar_policy": "masked_black" | |
| } | |
| }, | |
| "splits": { | |
| "round_disjoint_split": { | |
| "rounds_checked": 127, | |
| "mixed_rounds": 0 | |
| } | |
| }, | |
| "planner_contract": { | |
| "mode": "pov", | |
| "input_contract": "single_player_pov_observation_history", | |
| "allowed_input_provenance": [ | |
| "pov_observable", | |
| "pov_extracted", | |
| "belief_predicted" | |
| ], | |
| "forbidden_input_provenance": [ | |
| "eval_only", | |
| "privileged_teacher" | |
| ] | |
| } | |
| } | |
| } | |
| === [2026-06-29T20:11:14.8989597+03:00] Structured head regeneration complete (leakage audit exit 0) === | |
| pov_audio_only_enemy_belief.pt | |
| pov_destination_head.pt | |
| pov_enemy_belief_head.pt | |
| pov_hud_token_head.pt | |
| pov_option_value_head.pt | |
| pov_utility_threat_head.pt | |
| pov_value_head.pt | |
| pov_video_audio_enemy_belief.pt | |
| pov_video_only_enemy_belief.pt | |