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=== [2026-06-29T18:56:48.9951824+03:00] Retraining POV perception heads in official_hltv_string_ids ===
--- [2026-06-29T18:56:49.0198890+03:00] video/audio enemy-belief: video_audio ---
{
"mode": "pov_video_audio_black_radar",
"task": "enemy_region_belief_from_rendered_pov_media",
"planner_eligible": false,
"planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
"n_train": 2048,
"n_holdout": 512,
"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"
],
"target_provenance": "privileged_teacher",
"input_ablation": "video_audio",
"runtime_inputs": [
"obs_video",
"obs_audio",
"black_radar_mask"
],
"runtime_input_provenance": {
"obs_video": "pov_observable",
"obs_audio": "pov_observable",
"black_radar_mask": "pov_observable"
},
"structured_proxy_features_not_used": {
"count": 47,
"role": "oracle_extractor_baseline_or_distillation_source_only"
},
"media": {
"image_size": "64x36",
"frames": 2,
"spatial_view": "full",
"requested_spatial_view": "full",
"video_enabled": true,
"audio_enabled": true,
"audio_sr": 4000,
"audio_bins": 4,
"audio_feature_dim": 7
},
"media_cache": {
"index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
"prefer_cache": true,
"require_cache": true,
"cached_selected_rows": 2560,
"selected_rows": 2560
},
"radar_policy": {
"policy": "masked_black",
"hud_mask": [
[
0.0,
0.0,
0.18,
0.3
]
],
"radar_overlay": "none",
"use_minimap": false
},
"best_epoch": 6,
"train": {
"n": 2048,
"nll": 2.0553,
"top1": 0.1416,
"top3": 0.3809,
"ece": 0.0591,
"mean_entropy": 0.9773
},
"holdout": {
"n": 512,
"nll": 2.0367,
"top1": 0.125,
"top3": 0.3789,
"ece": 0.0758,
"mean_entropy": 0.9772
},
"holdout_slices": {
"by_map": {
"dust2": {
"n": 213,
"nll": 2.0309,
"top1": 0.0939,
"top3": 0.3709,
"ece": 0.1083,
"mean_entropy": 0.9772
},
"inferno": {
"n": 110,
"nll": 2.0562,
"top1": 0.2,
"top3": 0.3,
"ece": 0.0271,
"mean_entropy": 0.9771
},
"mirage": {
"n": 101,
"nll": 2.0724,
"top1": 0.0594,
"top3": 0.3861,
"ece": 0.1401,
"mean_entropy": 0.9771
},
"overpass": {
"n": 88,
"nll": 1.9855,
"top1": 0.1818,
"top3": 0.4886,
"ece": 0.0172,
"mean_entropy": 0.9776
}
},
"by_side": {
"CT": {
"n": 243,
"nll": 2.0415,
"top1": 0.2181,
"top3": 0.3951,
"ece": 0.0261,
"mean_entropy": 0.9773
},
"T": {
"n": 269,
"nll": 2.0324,
"top1": 0.0409,
"top3": 0.3643,
"ece": 0.1588,
"mean_entropy": 0.9772
}
},
"by_map_side": {
"dust2|CT": {
"n": 89,
"nll": 2.129,
"top1": 0.1461,
"top3": 0.3596,
"ece": 0.058,
"mean_entropy": 0.9771
},
"dust2|T": {
"n": 124,
"nll": 1.9604,
"top1": 0.0565,
"top3": 0.379,
"ece": 0.1445,
"mean_entropy": 0.9773
},
"inferno|CT": {
"n": 61,
"nll": 1.9541,
"top1": 0.3607,
"top3": 0.4754,
"ece": 0.1599,
"mean_entropy": 0.9775
},
"inferno|T": {
"n": 49,
"nll": 2.1833,
"top1": 0.0,
"top3": 0.0816,
"ece": 0.2007,
"mean_entropy": 0.9767
},
"mirage|CT": {
"n": 41,
"nll": 2.0822,
"top1": 0.0488,
"top3": 0.3415,
"ece": 0.153,
"mean_entropy": 0.977
},
"mirage|T": {
"n": 60,
"nll": 2.0658,
"top1": 0.0667,
"top3": 0.4167,
"ece": 0.1312,
"mean_entropy": 0.9771
},
"overpass|CT": {
"n": 52,
"nll": 1.9622,
"top1": 0.3077,
"top3": 0.4038,
"ece": 0.1075,
"mean_entropy": 0.9776
},
"overpass|T": {
"n": 36,
"nll": 2.0192,
"top1": 0.0,
"top3": 0.6111,
"ece": 0.1974,
"mean_entropy": 0.9775
}
}
},
"baselines": {
"global_train_prior": {
"n": 512,
"nll": 2.0433,
"top1": 0.125,
"top3": 0.3613,
"ece": 0.0442,
"mean_entropy": 0.9872
},
"map_side_phase_prior": {
"n": 512,
"nll": 1.7779,
"top1": 0.3184,
"top3": 0.7598,
"ece": 0.0657,
"mean_entropy": 0.7775
}
},
"beats_global_prior_nll": true,
"beats_map_side_phase_prior_nll": false,
"provenance_gate": {
"checked": true,
"forbidden_input_provenance": [
"eval_only",
"privileged_teacher"
],
"label_source": "parsed demo enemy positions, target only"
}
}
wrote official_hltv_string_ids\planner_bundle\pov_video_audio_enemy_belief.pt
wrote official_hltv_string_ids\pov_video_audio_enemy_belief_report.json
--- [2026-06-29T18:57:32.3092433+03:00] video/audio enemy-belief: video_only ---
{
"mode": "pov_video_audio_black_radar",
"task": "enemy_region_belief_from_rendered_pov_media",
"planner_eligible": false,
"planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
"n_train": 2048,
"n_holdout": 512,
"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"
],
"target_provenance": "privileged_teacher",
"input_ablation": "video_only",
"runtime_inputs": [
"obs_video",
"black_radar_mask"
],
"runtime_input_provenance": {
"obs_video": "pov_observable",
"black_radar_mask": "pov_observable"
},
"structured_proxy_features_not_used": {
"count": 47,
"role": "oracle_extractor_baseline_or_distillation_source_only"
},
"media": {
"image_size": "64x36",
"frames": 2,
"spatial_view": "full",
"requested_spatial_view": "full",
"video_enabled": true,
"audio_enabled": false,
"audio_sr": 4000,
"audio_bins": 4,
"audio_feature_dim": 7
},
"media_cache": {
"index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
"prefer_cache": true,
"require_cache": true,
"cached_selected_rows": 2560,
"selected_rows": 2560
},
"radar_policy": {
"policy": "masked_black",
"hud_mask": [
[
0.0,
0.0,
0.18,
0.3
]
],
"radar_overlay": "none",
"use_minimap": false
},
"best_epoch": 4,
"train": {
"n": 2048,
"nll": 2.0563,
"top1": 0.1416,
"top3": 0.3618,
"ece": 0.0414,
"mean_entropy": 0.9775
},
"holdout": {
"n": 512,
"nll": 2.0388,
"top1": 0.125,
"top3": 0.3613,
"ece": 0.058,
"mean_entropy": 0.9774
},
"holdout_slices": {
"by_map": {
"dust2": {
"n": 213,
"nll": 2.0551,
"top1": 0.0939,
"top3": 0.3474,
"ece": 0.0891,
"mean_entropy": 0.9774
},
"inferno": {
"n": 110,
"nll": 2.0544,
"top1": 0.2,
"top3": 0.3091,
"ece": 0.0171,
"mean_entropy": 0.9773
},
"mirage": {
"n": 101,
"nll": 2.0306,
"top1": 0.0594,
"top3": 0.3564,
"ece": 0.1234,
"mean_entropy": 0.9772
},
"overpass": {
"n": 88,
"nll": 1.9892,
"top1": 0.1818,
"top3": 0.4659,
"ece": 0.0012,
"mean_entropy": 0.9776
}
},
"by_side": {
"CT": {
"n": 243,
"nll": 2.0497,
"top1": 0.2181,
"top3": 0.3951,
"ece": 0.0351,
"mean_entropy": 0.9774
},
"T": {
"n": 269,
"nll": 2.029,
"top1": 0.0409,
"top3": 0.3309,
"ece": 0.142,
"mean_entropy": 0.9773
}
},
"by_map_side": {
"dust2|CT": {
"n": 89,
"nll": 2.1543,
"top1": 0.1461,
"top3": 0.3933,
"ece": 0.0369,
"mean_entropy": 0.9773
},
"dust2|T": {
"n": 124,
"nll": 1.984,
"top1": 0.0565,
"top3": 0.3145,
"ece": 0.1266,
"mean_entropy": 0.9774
},
"inferno|CT": {
"n": 61,
"nll": 1.9227,
"top1": 0.3607,
"top3": 0.5082,
"ece": 0.1776,
"mean_entropy": 0.9776
},
"inferno|T": {
"n": 49,
"nll": 2.2184,
"top1": 0.0,
"top3": 0.0612,
"ece": 0.1827,
"mean_entropy": 0.977
},
"mirage|CT": {
"n": 41,
"nll": 2.0704,
"top1": 0.0488,
"top3": 0.2683,
"ece": 0.134,
"mean_entropy": 0.9772
},
"mirage|T": {
"n": 60,
"nll": 2.0033,
"top1": 0.0667,
"top3": 0.4167,
"ece": 0.1162,
"mean_entropy": 0.9773
},
"overpass|CT": {
"n": 52,
"nll": 2.0033,
"top1": 0.3077,
"top3": 0.3654,
"ece": 0.1247,
"mean_entropy": 0.9776
},
"overpass|T": {
"n": 36,
"nll": 1.9688,
"top1": 0.0,
"top3": 0.6111,
"ece": 0.183,
"mean_entropy": 0.9776
}
}
},
"baselines": {
"global_train_prior": {
"n": 512,
"nll": 2.0433,
"top1": 0.125,
"top3": 0.3613,
"ece": 0.0442,
"mean_entropy": 0.9872
},
"map_side_phase_prior": {
"n": 512,
"nll": 1.7779,
"top1": 0.3184,
"top3": 0.7598,
"ece": 0.0657,
"mean_entropy": 0.7775
}
},
"beats_global_prior_nll": true,
"beats_map_side_phase_prior_nll": false,
"provenance_gate": {
"checked": true,
"forbidden_input_provenance": [
"eval_only",
"privileged_teacher"
],
"label_source": "parsed demo enemy positions, target only"
}
}
wrote official_hltv_string_ids\planner_bundle\pov_video_only_enemy_belief.pt
wrote official_hltv_string_ids\pov_video_only_enemy_belief_report.json
--- [2026-06-29T18:57:59.8382282+03:00] video/audio enemy-belief: audio_only ---
{
"mode": "pov_video_audio_black_radar",
"task": "enemy_region_belief_from_rendered_pov_media",
"planner_eligible": false,
"planner_integration_status": "diagnostic_media_baseline_not_loaded_by_planner",
"n_train": 2048,
"n_holdout": 512,
"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"
],
"target_provenance": "privileged_teacher",
"input_ablation": "audio_only",
"runtime_inputs": [
"obs_audio"
],
"runtime_input_provenance": {
"obs_audio": "pov_observable"
},
"structured_proxy_features_not_used": {
"count": 47,
"role": "oracle_extractor_baseline_or_distillation_source_only"
},
"media": {
"image_size": "64x36",
"frames": 2,
"spatial_view": "full",
"requested_spatial_view": "full",
"video_enabled": false,
"audio_enabled": true,
"audio_sr": 4000,
"audio_bins": 4,
"audio_feature_dim": 7
},
"media_cache": {
"index": "official_hltv_string_ids\\pov_media_cache\\27ca51fe6767\\index.parquet",
"prefer_cache": true,
"require_cache": true,
"cached_selected_rows": 2560,
"selected_rows": 2560
},
"radar_policy": {
"policy": "masked_black",
"hud_mask": [
[
0.0,
0.0,
0.18,
0.3
]
],
"radar_overlay": "none",
"use_minimap": false
},
"best_epoch": 4,
"train": {
"n": 2048,
"nll": 2.0569,
"top1": 0.1416,
"top3": 0.3618,
"ece": 0.0574,
"mean_entropy": 0.9758
},
"holdout": {
"n": 512,
"nll": 2.0362,
"top1": 0.125,
"top3": 0.3613,
"ece": 0.0664,
"mean_entropy": 0.9758
},
"holdout_slices": {
"by_map": {
"dust2": {
"n": 213,
"nll": 2.0565,
"top1": 0.0939,
"top3": 0.3474,
"ece": 0.0983,
"mean_entropy": 0.9758
},
"inferno": {
"n": 110,
"nll": 2.0477,
"top1": 0.2,
"top3": 0.3091,
"ece": 0.0244,
"mean_entropy": 0.9757
},
"mirage": {
"n": 101,
"nll": 2.0266,
"top1": 0.0594,
"top3": 0.3564,
"ece": 0.1312,
"mean_entropy": 0.9758
},
"overpass": {
"n": 88,
"nll": 1.9839,
"top1": 0.1818,
"top3": 0.4659,
"ece": 0.0078,
"mean_entropy": 0.976
}
},
"by_side": {
"CT": {
"n": 243,
"nll": 2.0414,
"top1": 0.2181,
"top3": 0.3951,
"ece": 0.0258,
"mean_entropy": 0.9758
},
"T": {
"n": 269,
"nll": 2.0316,
"top1": 0.0409,
"top3": 0.3309,
"ece": 0.1496,
"mean_entropy": 0.9759
}
},
"by_map_side": {
"dust2|CT": {
"n": 89,
"nll": 2.1499,
"top1": 0.1461,
"top3": 0.3933,
"ece": 0.0477,
"mean_entropy": 0.9757
},
"dust2|T": {
"n": 124,
"nll": 1.9895,
"top1": 0.0565,
"top3": 0.3145,
"ece": 0.1346,
"mean_entropy": 0.9759
},
"inferno|CT": {
"n": 61,
"nll": 1.9079,
"top1": 0.3607,
"top3": 0.5082,
"ece": 0.1691,
"mean_entropy": 0.9758
},
"inferno|T": {
"n": 49,
"nll": 2.2217,
"top1": 0.0,
"top3": 0.0612,
"ece": 0.1922,
"mean_entropy": 0.9756
},
"mirage|CT": {
"n": 41,
"nll": 2.0757,
"top1": 0.0488,
"top3": 0.2683,
"ece": 0.1437,
"mean_entropy": 0.9757
},
"mirage|T": {
"n": 60,
"nll": 1.9931,
"top1": 0.0667,
"top3": 0.4167,
"ece": 0.1227,
"mean_entropy": 0.9759
},
"overpass|CT": {
"n": 52,
"nll": 1.9853,
"top1": 0.3077,
"top3": 0.3654,
"ece": 0.117,
"mean_entropy": 0.9759
},
"overpass|T": {
"n": 36,
"nll": 1.9818,
"top1": 0.0,
"top3": 0.6111,
"ece": 0.1882,
"mean_entropy": 0.9761
}
}
},
"baselines": {
"global_train_prior": {
"n": 512,
"nll": 2.0433,
"top1": 0.125,
"top3": 0.3613,
"ece": 0.0442,
"mean_entropy": 0.9872
},
"map_side_phase_prior": {
"n": 512,
"nll": 1.7779,
"top1": 0.3184,
"top3": 0.7598,
"ece": 0.0657,
"mean_entropy": 0.7775
}
},
"beats_global_prior_nll": true,
"beats_map_side_phase_prior_nll": false,
"provenance_gate": {
"checked": true,
"forbidden_input_provenance": [
"eval_only",
"privileged_teacher"
],
"label_source": "parsed demo enemy positions, target only"
}
}
wrote official_hltv_string_ids\planner_bundle\pov_audio_only_enemy_belief.pt
wrote official_hltv_string_ids\pov_audio_only_enemy_belief_report.json
--- [2026-06-29T18:58:27.6584911+03:00] HUD-token head (crop cache 89beed547837) ---
{
"mode": "pov_hud_token_extraction",
"planner_eligible": false,
"planner_integration_status": "diagnostic_hud_token_extractor_not_loaded_by_planner",
"n_train": 512,
"n_holdout": 128,
"crop_index": "official_hltv_string_ids\\pov_hud_crop_cache\\89beed547837\\index.parquet",
"crop_metadata": "official_hltv_string_ids\\pov_hud_crop_cache\\89beed547837\\metadata.json",
"crop_keys": [
"hud_top_status_bar",
"hud_top_center_timer_score",
"hud_top_right_killfeed",
"hud_bottom_status_bar",
"hud_bottom_left_money",
"hud_bottom_center_health_armor_ammo",
"hud_bottom_right_loadout"
],
"target_crop_routes": {
"hud_health": [
"hud_bottom_status_bar",
"hud_bottom_left_money",
"hud_bottom_center_health_armor_ammo"
],
"hud_armor": [
"hud_bottom_status_bar",
"hud_bottom_center_health_armor_ammo"
],
"progress": [
"hud_top_center_timer_score",
"hud_top_status_bar"
],
"pov_alive": [
"hud_bottom_status_bar",
"hud_bottom_left_money",
"hud_bottom_center_health_armor_ammo"
],
"planted": [
"hud_top_center_timer_score",
"hud_top_status_bar"
],
"i_am_t": [
"hud_top_status_bar",
"hud_top_center_timer_score"
],
"own_alive": [
"hud_top_status_bar",
"hud_top_center_timer_score"
],
"enemy_alive": [
"hud_top_status_bar",
"hud_top_center_timer_score"
],
"hud_weapon_id": [
"hud_bottom_status_bar",
"hud_bottom_right_loadout",
"hud_bottom_center_health_armor_ammo"
]
},
"runtime_inputs": [
"obs_video",
"black_radar_mask",
"hud_crops"
],
"runtime_input_provenance": {
"obs_video": "pov_observable",
"black_radar_mask": "pov_observable",
"hud_crops": "pov_observable"
},
"token_cols": [
"extracted_hud_health",
"extracted_hud_armor",
"extracted_progress",
"extracted_pov_alive_prob",
"extracted_pov_alive",
"extracted_planted_prob",
"extracted_planted",
"extracted_i_am_t_prob",
"extracted_i_am_t",
"extracted_own_alive",
"extracted_own_alive_value",
"extracted_enemy_alive",
"extracted_enemy_alive_value",
"extracted_hud_weapon_id_class",
"extracted_hud_weapon_id",
"extracted_hud_weapon_id_confidence"
],
"token_provenance": {
"extracted_hud_health": "pov_extracted",
"extracted_hud_armor": "pov_extracted",
"extracted_progress": "pov_extracted",
"extracted_pov_alive_prob": "pov_extracted",
"extracted_pov_alive": "pov_extracted",
"extracted_planted_prob": "pov_extracted",
"extracted_planted": "pov_extracted",
"extracted_i_am_t_prob": "pov_extracted",
"extracted_i_am_t": "pov_extracted",
"extracted_own_alive": "pov_extracted",
"extracted_own_alive_value": "pov_extracted",
"extracted_enemy_alive": "pov_extracted",
"extracted_enemy_alive_value": "pov_extracted",
"extracted_hud_weapon_id_class": "pov_extracted",
"extracted_hud_weapon_id": "pov_extracted",
"extracted_hud_weapon_id_confidence": "pov_extracted"
},
"training_targets": {
"regression": [
"hud_health",
"hud_armor",
"progress"
],
"binary": [
"pov_alive",
"planted",
"i_am_t"
],
"count": [
"own_alive",
"enemy_alive"
],
"weapon": "hud_weapon_id",
"target_provenance": {
"hud_health": "training_label_from_parsed_demo_observable_hud_state",
"hud_armor": "training_label_from_parsed_demo_observable_hud_state",
"progress": "training_label_from_parsed_demo_observable_hud_state",
"pov_alive": "training_label_from_parsed_demo_observable_hud_state",
"planted": "training_label_from_parsed_demo_observable_hud_state",
"i_am_t": "training_label_from_parsed_demo_observable_hud_state",
"own_alive": "training_label_from_parsed_demo_observable_hud_state",
"enemy_alive": "training_label_from_parsed_demo_observable_hud_state",
"hud_weapon_id": "training_label_from_parsed_demo_observable_hud_state"
}
},
"media": {
"decode_size": "480x270",
"frames": 4,
"crop_count": 7,
"crop_rects": [
{
"name": "top_status_bar",
"array_key": "hud_top_status_bar",
"rect": [
0.18,
0.0,
1.0,
0.24
],
"pixels": [
86,
0,
480,
65
],
"size": [
394,
65
]
},
{
"name": "top_center_timer_score",
"array_key": "hud_top_center_timer_score",
"rect": [
0.32,
0.0,
0.68,
0.17
],
"pixels": [
154,
0,
326,
46
],
"size": [
172,
46
]
},
{
"name": "top_right_killfeed",
"array_key": "hud_top_right_killfeed",
"rect": [
0.62,
0.0,
1.0,
0.24
],
"pixels": [
298,
0,
480,
65
],
"size": [
182,
65
]
},
{
"name": "bottom_status_bar",
"array_key": "hud_bottom_status_bar",
"rect": [
0.0,
0.64,
1.0,
1.0
],
"pixels": [
0,
173,
480,
270
],
"size": [
480,
97
]
},
{
"name": "bottom_left_money",
"array_key": "hud_bottom_left_money",
"rect": [
0.0,
0.72,
0.32,
1.0
],
"pixels": [
0,
194,
154,
270
],
"size": [
154,
76
]
},
{
"name": "bottom_center_health_armor_ammo",
"array_key": "hud_bottom_center_health_armor_ammo",
"rect": [
0.28,
0.7,
0.72,
1.0
],
"pixels": [
134,
189,
346,
270
],
"size": [
212,
81
]
},
{
"name": "bottom_right_loadout",
"array_key": "hud_bottom_right_loadout",
"rect": [
0.68,
0.7,
1.0,
1.0
],
"pixels": [
326,
189,
480,
270
],
"size": [
154,
81
]
}
],
"resolution_policy": {
"purpose": "HUD/OCR/token extraction, not low-resolution full-frame smoke testing",
"minimum_full_frame_for_hud": "320x180",
"preferred_full_frame_for_hud": "480x270 or native HUD crops"
}
},
"radar_policy": {
"policy": "masked_black",
"hud_mask": [
[
0.0,
0.0,
0.18,
0.3
]
],
"radar_overlay": "none",
"use_minimap": false
},
"render_target_audit": {
"status": "not_provided",
"required_before_promotion": true
},
"balanced_sampling": false,
"balance_strength": 1.0,
"spatial_bins": [
1,
1
],
"best_epoch": 5,
"train": {
"regression": {
"hud_health": {
"mae": 0.0963,
"rmse": 0.1772,
"mean_target": 0.9438,
"mean_prediction": 0.9444,
"split_mean_baseline_mae": 0.0968
},
"hud_armor": {
"mae": 0.1979,
"rmse": 0.296,
"mean_target": 0.8598,
"mean_prediction": 0.8669,
"split_mean_baseline_mae": 0.202
},
"progress": {
"mae": 0.2125,
"rmse": 0.2492,
"mean_target": 0.3973,
"mean_prediction": 0.4246,
"split_mean_baseline_mae": 0.2092
}
},
"binary": {
"pov_alive": {
"accuracy": 1.0,
"brier": 0.0,
"positive_rate": 1.0,
"mean_prob": 0.9979,
"split_majority_baseline_accuracy": 1.0
},
"planted": {
"accuracy": 0.9238,
"brier": 0.0704,
"positive_rate": 0.0762,
"mean_prob": 0.0715,
"split_majority_baseline_accuracy": 0.9238
},
"i_am_t": {
"accuracy": 0.5234,
"brier": 0.2488,
"positive_rate": 0.4766,
"mean_prob": 0.4858,
"split_majority_baseline_accuracy": 0.5234
}
},
"count": {
"own_alive": {
"mae_count": 0.6739,
"exact_count_accuracy": 0.6777,
"mean_target_count": 4.4844,
"mean_prediction_count": 4.5546
},
"enemy_alive": {
"mae_count": 0.8751,
"exact_count_accuracy": 0.1953,
"mean_target_count": 4.2617,
"mean_prediction_count": 4.2548
}
},
"weapon": {
"accuracy": 0.2578,
"top3": 0.4844,
"majority_class": 1,
"split_majority_baseline_accuracy": 0.2324,
"classes_seen": 28
}
},
"holdout": {
"regression": {
"hud_health": {
"mae": 0.1214,
"rmse": 0.2142,
"mean_target": 0.9107,
"mean_prediction": 0.9447,
"split_mean_baseline_mae": 0.1428
},
"hud_armor": {
"mae": 0.1974,
"rmse": 0.3031,
"mean_target": 0.861,
"mean_prediction": 0.8676,
"split_mean_baseline_mae": 0.2011
},
"progress": {
"mae": 0.2137,
"rmse": 0.259,
"mean_target": 0.4308,
"mean_prediction": 0.4248,
"split_mean_baseline_mae": 0.214
}
},
"binary": {
"pov_alive": {
"accuracy": 1.0,
"brier": 0.0,
"positive_rate": 1.0,
"mean_prob": 0.9979,
"split_majority_baseline_accuracy": 1.0
},
"planted": {
"accuracy": 0.875,
"brier": 0.1122,
"positive_rate": 0.125,
"mean_prob": 0.0715,
"split_majority_baseline_accuracy": 0.875
},
"i_am_t": {
"accuracy": 0.4844,
"brier": 0.2497,
"positive_rate": 0.5156,
"mean_prob": 0.4852,
"split_majority_baseline_accuracy": 0.5156
}
},
"count": {
"own_alive": {
"mae_count": 0.6392,
"exact_count_accuracy": 0.7266,
"mean_target_count": 4.5625,
"mean_prediction_count": 4.5548
},
"enemy_alive": {
"mae_count": 0.9339,
"exact_count_accuracy": 0.1172,
"mean_target_count": 4.3672,
"mean_prediction_count": 4.2553
}
},
"weapon": {
"accuracy": 0.2969,
"top3": 0.5078,
"majority_class": 1,
"split_majority_baseline_accuracy": 0.2656,
"classes_seen": 20
}
},
"train_derived_holdout_baselines": {
"regression": {
"hud_health": {
"train_mean": 0.9438,
"holdout_mae": 0.1221,
"holdout_rmse": 0.2142
},
"hud_armor": {
"train_mean": 0.8598,
"holdout_mae": 0.2018,
"holdout_rmse": 0.3034
},
"progress": {
"train_mean": 0.3973,
"holdout_mae": 0.217,
"holdout_rmse": 0.261
}
},
"binary": {
"pov_alive": {
"train_positive_rate": 1.0,
"holdout_accuracy": 1.0,
"holdout_brier": 0.0
},
"planted": {
"train_positive_rate": 0.0762,
"holdout_accuracy": 0.875,
"holdout_brier": 0.1118
},
"i_am_t": {
"train_positive_rate": 0.4766,
"holdout_accuracy": 0.4844,
"holdout_brier": 0.2513
}
},
"count": {
"own_alive": {
"train_mean_count": 4.4844,
"holdout_mae_count": 0.6711,
"holdout_exact_count_accuracy": 0.1719
},
"enemy_alive": {
"train_mean_count": 4.2617,
"holdout_mae_count": 0.9327,
"holdout_exact_count_accuracy": 0.1172
}
},
"weapon": {
"train_majority_class": 1,
"holdout_accuracy": 0.2656,
"holdout_classes_seen": 20
}
},
"holdout_slices": {
"health_damaged_target_lt_99": {
"n": 28,
"mae": 0.3578,
"train_mean_baseline_mae": 0.3581,
"mean_target": 0.5925,
"mean_prediction": 0.945
},
"armor_not_full_target_lt_99": {
"n": 41,
"mae": 0.3373,
"train_mean_baseline_mae": 0.3331,
"mean_target": 0.5668,
"mean_prediction": 0.8665
},
"own_alive_not_full": {
"n": 35,
"mae_count": 1.1546,
"exact_count_accuracy": 0.0,
"train_mean_baseline_mae_count": 1.0844,
"mean_target_count": 3.4,
"mean_prediction_count": 4.5546
},
"enemy_alive_not_full": {
"n": 38,
"mae_count": 1.3844,
"exact_count_accuracy": 0.3947,
"train_mean_baseline_mae_count": 1.3933,
"mean_target_count": 2.8684,
"mean_prediction_count": 4.2529
},
"planted_true": {
"n": 16,
"recall_at_0_5": 0.0,
"mean_prob": 0.0716,
"train_rate_baseline_prob": 0.0762
},
"weapon_non_majority": {
"n": 94,
"accuracy": 0.0426,
"majority_class": 1
}
},
"next_gate": "HUD token extractors should beat simple baselines on health/armor/alive/timer before their predictions replace structured oracle HUD proxies."
}
wrote official_hltv_string_ids\planner_bundle\pov_hud_token_head.pt
wrote official_hltv_string_ids\pov_hud_tokens.parquet
wrote official_hltv_string_ids\pov_hud_tokens_metadata.json
wrote official_hltv_string_ids\pov_hud_tokens_report.json
=== [2026-06-29T18:59:30.2698283+03:00] POV perception retrain complete ===
Reports:
C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_audio_only_enemy_belief_report.json
C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_hud_tokens_report.json
C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_video_audio_enemy_belief_report.json
C:\Users\crist\cs2-jepa-pipeline\official_hltv_string_ids\pov_video_only_enemy_belief_report.json